07. Recurrent Neural Networks/03. Gated Recurrent Unit - MXNet.ipynb

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    "colab": {
      "name": "Gated Recurrent Unit - MXNet (From_Scratch).ipynb",
      "version": "0.3.2",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
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    "accelerator": "GPU"
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  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "kPljrJ7Fkxoh",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import mxnet as mx\n",
        "from mxnet import nd, autograd\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "ctx = mx.gpu()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DK1pMOcRlVgE",
        "colab_type": "text"
      },
      "source": [
        "##Reading the data from text file"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5aBCNwVSlYpT",
        "colab_type": "code",
        "outputId": "2c04e322-5122-431d-98b3-cecfc5d6d858",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 289
        }
      },
      "source": [
        "with open('text.txt') as file:\n",
        "    text = file.read()\n",
        "\n",
        "print(text)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial intelligence (AI), the ability of a digital computer or computer-controlled robot to perform tasks commonly associated with intelligent beings. The term is frequently applied to the project of developing systems endowed with the intellectual processes characteristic of humans, such as the ability to reason, discover meaning, generalize, or learn from past experience. Since the development of the digital computer in the 1940s, it has been demonstrated that computers can be programmed to carry out very complex tasks—as, for example, discovering proofs for mathematical theorems or playing chess—with great proficiency.\n",
            "Still, despite continuing advances in computer processing speed and memory capacity, there are as yet no programs that can match human flexibility over wider domains or in tasks requiring much everyday knowledge. On the other hand, some programs have attained the performance levels of human experts and professionals in performing certain specific tasks, so that artificial intelligence in this limited sense is found in applications as diverse as medical diagnosis, computer search engines, and voice or handwriting recognition.\n",
            "All but the simplest human behaviour is ascribed to intelligence, while even the most complicated insect behaviour is never taken as an indication of intelligence. What is the difference? Consider the behaviour of the digger wasp, Sphex ichneumoneus. When the female wasp returns to her burrow with food, she first deposits it on the threshold, checks for intruders inside her burrow, and only then, if the coast is clear, carries her food inside. The real nature of the wasp’s instinctual behaviour is revealed if the food is moved a few inches away from the entrance to her burrow while she is inside: on emerging, she will repeat the whole procedure as often as the food is displaced. Intelligence—conspicuously absent in the case of Sphex—must include the ability to adapt to new circumstances.\n",
            "Psychologists generally do not characterize human intelligence by just one trait but by the combination of many diverse abilities. Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as narrow AI, is an AI system that is designed and trained for a particular task. Virtual personal assistants, such as Apple's Siri, are a form of weak AI. Strong AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, Microsoft Cognitive Services and Google AI services. While AI tools present a range of new functionality for businesses ,the use of artificial intelligence raises ethical questions. This is because deep learning algorithms, which underpin many of the most advanced AI tools, are only as smart as the data they are given in training. Because a human selects what data should be used for training an AI program, the potential for human bias is inherent and must be monitored closely.\n",
            "Some industry experts believe that the term artificial intelligence is too closely linked to popular culture, causing the general public to have unrealistic fears about artificial intelligence and improbable expectations about how it will change the workplace and life in general.\n",
            "Researchers and marketers hope the label augmented intelligence, which has a more neutral connotation, will help people understand that AI will simply improve products and services, not replace the humans that use them. Knowledge engineering is a core part of AI research. Machines can often act and react like humans only if they have abundant information relating to the world. Artificial intelligence must have access to objects, categories, properties and relations between all of them to implement knowledge engineering. Initiating common sense, reasoning and problem-solving power in machines is a difficult and tedious task.Machine learning is also a core part of AI.\n",
            "There are a number of different forms of learning as applied to artificial intelligence. The simplest is learning by trial and error. For example, a simple computer program for solving mate-in-one chess problems might try moves at random until mate is found. The program might then store the solution with the position so that the next time the computer encountered the same position it would recall the solution. This simple memorizing of individual items and procedures—known as rote learning—is relatively easy to implement on a computer. More challenging is the problem of implementing what is called generalization. Generalization involves applying past experience to analogous new situations. For example, a program that learns the past tense of regular English verbs by rote will not be able to produce the past tense of a word such as jump unless it previously had been presented with jumped, whereas a program that is able to generalize can learn the “add ed” rule and so form the past tense of jump based on experience with similar verbs.\n",
            "Learning without any kind of supervision requires an ability to identify patterns in streams of inputs, whereas learning with adequate supervision involves classification and numerical regressions. Classification determines the category an object belongs to and regression deals with obtaining a set of numerical input or output examples, thereby discovering functions enabling the generation of suitable outputs from respective inputs. Mathematical analysis of machine learning algorithms and their performance is a well-defined branch of theoretical computer science often referred to as computational learning theory. Machine perception deals with the capability to use sensory inputs to deduce the different aspects of the world, while computer vision is the power to analyze visual inputs with a few sub-problems such as facial, object and gesture recognition. Robotics is also a major field related to AI. Robots require intelligence to handle tasks such as object manipulation and navigation, along with sub-problems of localization, motion planning and mapping.\n",
            "To reason is to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Fred must be in either the museum or the café. He is not in the café; therefore he is in the museum,” and of the latter, “Previous accidents of this sort were caused by instrument failure; therefore this accident was caused by instrument failure.” The most significant difference between these forms of reasoning is that in the deductive case the truth of the premises guarantees the truth of the conclusion, whereas in the inductive case the truth of the premise lends support to the conclusion without giving absolute assurance. Inductive reasoning is common in science, where data are collected and tentative models are developed to describe and predict future behaviour—until the appearance of anomalous data forces the model to be revised. Deductive reasoning is common in mathematics and logic, where elaborate structures of irrefutable theorems are built up from a small set of basic axioms and rules.\n",
            "There has been considerable success in programming computers to draw inferences, especially deductive inferences. However, true reasoning involves more than just drawing inferences; it involves drawing inferences relevant to the solution of the particular task or situation. This is one of the hardest problems confronting AI.\n",
            "Problem solving, particularly in artificial intelligence, may be characterized as a systematic search through a range of possible actions in order to reach some predefined goal or solution. Problem-solving methods divide into special purpose and general purpose. A special-purpose method is tailor-made for a particular problem and often exploits very specific features of the situation in which the problem is embedded. In contrast, a general-purpose method is applicable to a wide variety of problems. One general-purpose technique used in AI is means-end analysis—a step-by-step, or incremental, reduction of the difference between the current state and the final goal. The program selects actions from a list of means—in the case of a simple robot this might consist of PICKUP, PUTDOWN, MOVEFORWARD, MOVEBACK, MOVELEFT, and MOVERIGHT—until the goal is reached.\n",
            "In perception the environment is scanned by means of various sensory organs, real or artificial, and the scene is decomposed into separate objects in various spatial relationships. Analysis is complicated by the fact that an object may appear different depending on the angle from which it is viewed, the direction and intensity of illumination in the scene, and how much the object contrasts with the surrounding field.\n"
          ],
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        "id": "vJcQon60lYmX",
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        "outputId": "ce69bd5b-a945-4c06-8f68-822266d07315",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 70
        }
      },
      "source": [
        "characters = list(set(text))\n",
        "vocab_length = len(characters)\n",
        "print(characters)\n",
        "print(f'Number of unique characters: {vocab_length}')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['j', 'E', 'C', '’', 'L', 's', '.', 'u', 'l', 'H', 'P', '0', '(', 'v', 'S', 'T', 'F', 'N', '“', '9', 'D', 'm', 'q', 'I', 'x', 'z', 'o', '-', 'w', ':', ')', 'a', 'G', 'A', '\\n', '?', 'V', 'n', '4', 'K', 'g', 't', 'W', 'h', ',', 'b', 'B', 'M', 'U', ' ', 'c', 'y', '”', 'k', '—', \"'\", 'O', '1', 'é', 'r', 'f', 'i', 'p', 'd', 'R', 'e', ';']\n",
            "Number of unique characters: 67\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "E2LeNuEDlYhJ",
        "colab_type": "code",
        "outputId": "6b0a045a-84e6-416c-c627-8cb4d4c9b930",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1142
        }
      },
      "source": [
        "char_to_int = dict([(char, i) for i, char in enumerate(characters)])\n",
        "char_to_int"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'\\n': 34,\n",
              " ' ': 49,\n",
              " \"'\": 55,\n",
              " '(': 12,\n",
              " ')': 30,\n",
              " ',': 44,\n",
              " '-': 27,\n",
              " '.': 6,\n",
              " '0': 11,\n",
              " '1': 57,\n",
              " '4': 38,\n",
              " '9': 19,\n",
              " ':': 29,\n",
              " ';': 66,\n",
              " '?': 35,\n",
              " 'A': 33,\n",
              " 'B': 46,\n",
              " 'C': 2,\n",
              " 'D': 20,\n",
              " 'E': 1,\n",
              " 'F': 16,\n",
              " 'G': 32,\n",
              " 'H': 9,\n",
              " 'I': 23,\n",
              " 'K': 39,\n",
              " 'L': 4,\n",
              " 'M': 47,\n",
              " 'N': 17,\n",
              " 'O': 56,\n",
              " 'P': 10,\n",
              " 'R': 64,\n",
              " 'S': 14,\n",
              " 'T': 15,\n",
              " 'U': 48,\n",
              " 'V': 36,\n",
              " 'W': 42,\n",
              " 'a': 31,\n",
              " 'b': 45,\n",
              " 'c': 50,\n",
              " 'd': 63,\n",
              " 'e': 65,\n",
              " 'f': 60,\n",
              " 'g': 40,\n",
              " 'h': 43,\n",
              " 'i': 61,\n",
              " 'j': 0,\n",
              " 'k': 53,\n",
              " 'l': 8,\n",
              " 'm': 21,\n",
              " 'n': 37,\n",
              " 'o': 26,\n",
              " 'p': 62,\n",
              " 'q': 22,\n",
              " 'r': 59,\n",
              " 's': 5,\n",
              " 't': 41,\n",
              " 'u': 7,\n",
              " 'v': 13,\n",
              " 'w': 28,\n",
              " 'x': 24,\n",
              " 'y': 51,\n",
              " 'z': 25,\n",
              " 'é': 58,\n",
              " '—': 54,\n",
              " '’': 3,\n",
              " '“': 18,\n",
              " '”': 52}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3A--N_D3lYe6",
        "colab_type": "code",
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        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1142
        }
      },
      "source": [
        "int_to_char = dict([(i, char) for i, char in enumerate(characters)])\n",
        "int_to_char"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{0: 'j',\n",
              " 1: 'E',\n",
              " 2: 'C',\n",
              " 3: '’',\n",
              " 4: 'L',\n",
              " 5: 's',\n",
              " 6: '.',\n",
              " 7: 'u',\n",
              " 8: 'l',\n",
              " 9: 'H',\n",
              " 10: 'P',\n",
              " 11: '0',\n",
              " 12: '(',\n",
              " 13: 'v',\n",
              " 14: 'S',\n",
              " 15: 'T',\n",
              " 16: 'F',\n",
              " 17: 'N',\n",
              " 18: '“',\n",
              " 19: '9',\n",
              " 20: 'D',\n",
              " 21: 'm',\n",
              " 22: 'q',\n",
              " 23: 'I',\n",
              " 24: 'x',\n",
              " 25: 'z',\n",
              " 26: 'o',\n",
              " 27: '-',\n",
              " 28: 'w',\n",
              " 29: ':',\n",
              " 30: ')',\n",
              " 31: 'a',\n",
              " 32: 'G',\n",
              " 33: 'A',\n",
              " 34: '\\n',\n",
              " 35: '?',\n",
              " 36: 'V',\n",
              " 37: 'n',\n",
              " 38: '4',\n",
              " 39: 'K',\n",
              " 40: 'g',\n",
              " 41: 't',\n",
              " 42: 'W',\n",
              " 43: 'h',\n",
              " 44: ',',\n",
              " 45: 'b',\n",
              " 46: 'B',\n",
              " 47: 'M',\n",
              " 48: 'U',\n",
              " 49: ' ',\n",
              " 50: 'c',\n",
              " 51: 'y',\n",
              " 52: '”',\n",
              " 53: 'k',\n",
              " 54: '—',\n",
              " 55: \"'\",\n",
              " 56: 'O',\n",
              " 57: '1',\n",
              " 58: 'é',\n",
              " 59: 'r',\n",
              " 60: 'f',\n",
              " 61: 'i',\n",
              " 62: 'p',\n",
              " 63: 'd',\n",
              " 64: 'R',\n",
              " 65: 'e',\n",
              " 66: ';'}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "58oqFgyHnkt2",
        "colab_type": "code",
        "outputId": "2d7edb9d-5ddf-4429-f0b2-78b1c239f78b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 16834
        }
      },
      "source": [
        "int_text = [char_to_int[char] for char in text]\n",
        "int_text"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "F2UFBUgfn-wJ",
        "colab_type": "code",
        "outputId": "59535b16-6754-4a68-b057-182db231d834",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67
        }
      },
      "source": [
        "print(f'Total sequence length of the text: {len(int_text)}')\n",
        "print(f'First 20 integers: {int_text[:20]}')\n",
        "print(f'First 20 characters: {\"\".join([int_to_char[i] for i in int_text[:20]])}')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Total sequence length of the text: 9792\n",
            "First 20 integers: [33, 59, 41, 61, 60, 61, 50, 61, 31, 8, 49, 61, 37, 41, 65, 8, 8, 61, 40, 65]\n",
            "First 20 characters: Artificial intellige\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3PF8ysC8n-so",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def one_hot(ints, vocab_length = vocab_length):\n",
        "    outputs = nd.zeros((len(ints), vocab_length))\n",
        "    for i, idx in enumerate(ints):\n",
        "        outputs[i, idx] = 1.0\n",
        "    return outputs"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jSNFuFern-rE",
        "colab_type": "code",
        "outputId": "a77ad02b-94bf-46e5-8d9d-c339c766e540",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 218
        }
      },
      "source": [
        "print('Before one hot:')\n",
        "print(int_text[:20])\n",
        "print('After one hot:')\n",
        "print(one_hot(int_text[:20]))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Before one hot:\n",
            "[33, 59, 41, 61, 60, 61, 50, 61, 31, 8, 49, 61, 37, 41, 65, 8, 8, 61, 40, 65]\n",
            "After one hot:\n",
            "\n",
            "[[0. 0. 0. ... 0. 0. 0.]\n",
            " [0. 0. 0. ... 0. 0. 0.]\n",
            " [0. 0. 0. ... 0. 0. 0.]\n",
            " ...\n",
            " [0. 0. 0. ... 0. 0. 0.]\n",
            " [0. 0. 0. ... 0. 0. 0.]\n",
            " [0. 0. 0. ... 0. 1. 0.]]\n",
            "<NDArray 20x67 @cpu(0)>\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VeOFs9OdqDAR",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def onehot_to_text(embeddings):\n",
        "    outputs = \"\"\n",
        "    ints = nd.argmax(embeddings, axis = 1).asnumpy()\n",
        "    for i in ints:\n",
        "        outputs += int_to_char[i]\n",
        "    return outputs"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uX0Ut6_dqaRD",
        "colab_type": "code",
        "outputId": "d141f94f-576d-45aa-9909-3a01fe1d030e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 235
        }
      },
      "source": [
        "onehot = one_hot(int_text[:20])\n",
        "print('First 20 characters in Onehot:')\n",
        "print(onehot)\n",
        "print('\\nAfter converting First 20 one hot embeddings to text:')\n",
        "print(f'\"{onehot_to_text(onehot)}\"')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "First 20 characters in Onehot:\n",
            "\n",
            "[[0. 0. 0. ... 0. 0. 0.]\n",
            " [0. 0. 0. ... 0. 0. 0.]\n",
            " [0. 0. 0. ... 0. 0. 0.]\n",
            " ...\n",
            " [0. 0. 0. ... 0. 0. 0.]\n",
            " [0. 0. 0. ... 0. 0. 0.]\n",
            " [0. 0. 0. ... 0. 1. 0.]]\n",
            "<NDArray 20x67 @cpu(0)>\n",
            "\n",
            "After converting First 20 one hot embeddings to text:\n",
            "\"Artificial intellige\"\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-1cIWC8aq0s5",
        "colab_type": "text"
      },
      "source": [
        "##Building the dataset"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ihhJIxcsq4f1",
        "colab_type": "code",
        "outputId": "df118860-262e-402b-cf9d-1599dd9faad8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "seq_length = 32\n",
        "num_samples = (len(int_text) - 1)//seq_length\n",
        "dataset = one_hot(int_text[: seq_length * num_samples]).reshape((num_samples, seq_length, vocab_length))\n",
        "dataset.shape"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(305, 32, 67)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "z087k0tkq4bU",
        "colab_type": "code",
        "outputId": "49e080e3-28e1-4f49-d768-ca2e152a8698",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 50
        }
      },
      "source": [
        "output = onehot_to_text(dataset[0])\n",
        "print(output)\n",
        "print(f'Sequence length: {len(output)}')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Artificial intelligence (AI) is \n",
            "Sequence length: 32\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QrWeMXJ3q4aF",
        "colab_type": "code",
        "outputId": "602d1a5c-646b-4e30-95da-80e5c82ef7c9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 50
        }
      },
      "source": [
        "batch_size = 8\n",
        "batches = dataset.shape[0] // batch_size\n",
        "print(f'Number of samples in dataset: {dataset.shape[0]}')\n",
        "print(f'Number of batches: {batches}')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Number of samples in dataset: 305\n",
            "Number of batches: 38\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GSgXjd8Gq4ZL",
        "colab_type": "code",
        "outputId": "47ec9391-5992-428a-8cab-9f272677a436",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 84
        }
      },
      "source": [
        "train_features = dataset[:batches * batch_size]\n",
        "print(train_features.shape)\n",
        "train_features = train_features.reshape((batch_size, batches, seq_length, vocab_length))\n",
        "print(train_features.shape)\n",
        "train_features = train_features.swapaxes(0, 1)\n",
        "print(train_features.shape)\n",
        "train_features = train_features.swapaxes(1, 2)\n",
        "print(train_features.shape)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(304, 32, 67)\n",
            "(8, 38, 32, 67)\n",
            "(38, 8, 32, 67)\n",
            "(38, 32, 8, 67)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TxKlVMKeq4YM",
        "colab_type": "code",
        "outputId": "ddfb96ae-f803-4c37-ac2e-438d14a82431",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        }
      },
      "source": [
        "for i in range(5):\n",
        "    print(\"Batch %s:\\n %s \\n %s \\n\\n\" % (i, onehot_to_text(train_features[i, :, 0]), onehot_to_text(train_features[i, :, 1])))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Batch 0:\n",
            " Artificial intelligence (AI) is  \n",
            " ks requiring much everyday knowl \n",
            "\n",
            "\n",
            "Batch 1:\n",
            " the simulation of human intellig \n",
            " edge. On the other hand, some pr \n",
            "\n",
            "\n",
            "Batch 2:\n",
            " ence processes by machines, espe \n",
            " ograms have attained the perform \n",
            "\n",
            "\n",
            "Batch 3:\n",
            " cially computer systems. These p \n",
            " ance levels of human experts and \n",
            "\n",
            "\n",
            "Batch 4:\n",
            " rocesses include learning (the a \n",
            "  professionals in performing cer \n",
            "\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OxmTEWfzzrx7",
        "colab_type": "code",
        "outputId": "e094001f-a004-48d3-9e44-f5c2371b7f9d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 84
        }
      },
      "source": [
        "train_labels = one_hot(int_text[1:seq_length*num_samples+1])\n",
        "print(train_labels.shape)\n",
        "train_labels = train_labels.reshape((batch_size, batches, seq_length, vocab_length))\n",
        "print(train_labels.shape)\n",
        "train_labels = nd.swapaxes(train_labels, 0, 1)\n",
        "print(train_labels.shape)\n",
        "train_labels = nd.swapaxes(train_labels, 1, 2)\n",
        "print(train_labels.shape)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(9760, 67)\n",
            "(8, 38, 32, 67)\n",
            "(38, 8, 32, 67)\n",
            "(38, 32, 8, 67)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FbMeyhCFzrql",
        "colab_type": "code",
        "outputId": "11a22e83-8cc5-481b-ce01-5e1828731d89",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 50
        }
      },
      "source": [
        "print(onehot_to_text(train_features[0, :, 4]))\n",
        "print(onehot_to_text(train_labels[0, :, 4]))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "mmon sense, reasoning and proble\n",
            "mon sense, reasoning and problem\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "g8TkdY970mKg",
        "colab_type": "text"
      },
      "source": [
        "##Initializing parameters for our model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_p8RFnKw0qI4",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "num_inputs = vocab_length\n",
        "num_hidden = 512\n",
        "num_outputs = vocab_length\n",
        "\n",
        "Wxz = nd.random.normal(shape = (num_inputs, num_hidden), ctx = ctx) * .001\n",
        "Wxr = nd.random.normal(shape = (num_inputs, num_hidden), ctx = ctx) * .001\n",
        "Wxh = nd.random.normal(shape = (num_inputs, num_hidden), ctx = ctx) * .001\n",
        "\n",
        "Whz = nd.random.normal(shape = (num_hidden, num_hidden), ctx = ctx) * .001\n",
        "Whr = nd.random.normal(shape = (num_hidden, num_hidden), ctx = ctx) * .001\n",
        "Whh = nd.random.normal(shape = (num_hidden, num_hidden), ctx = ctx) * .001\n",
        "\n",
        "bz = nd.random.normal(shape = num_hidden, ctx = ctx) * .001\n",
        "br = nd.random.normal(shape = num_hidden, ctx = ctx) * .001\n",
        "bh = nd.random.normal(shape = num_hidden, ctx = ctx) * .001\n",
        "\n",
        "Why = nd.random.normal(shape = (num_hidden,num_outputs), ctx = ctx) * .001\n",
        "by = nd.random.normal(shape = num_outputs, ctx = ctx) * .001\n",
        "\n",
        "params = [Wxz, Wxr, Wxh, Whz, Whr, Whh, bz, br, bh, Why, by]\n",
        "\n",
        "for param in params:\n",
        "    param.attach_grad()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bTGOYb7b0qDO",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def softmax(linear):\n",
        "    exp = nd.exp((linear - nd.max(linear, axis = 1).reshape((-1, 1))))\n",
        "    partition = nd.sum(exp, axis = 1).reshape((-1, 1))\n",
        "    return exp / partition"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-Xgf_bGU1OJg",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def gru(inputs, h):\n",
        "    outputs = []\n",
        "    for X in inputs:\n",
        "        z = nd.sigmoid(nd.dot(X, Wxz) + nd.dot(h, Whz) + bz)\n",
        "        r = nd.sigmoid(nd.dot(X, Wxr) + nd.dot(h, Whr) + br)\n",
        "        \n",
        "        g = nd.tanh(nd.dot(X, Wxh) + nd.dot(r * h, Whh) + bh)\n",
        "        h = z * h + (1 - z) * g\n",
        "\n",
        "        linear = nd.dot(h, Why) + by\n",
        "        output = softmax(linear)\n",
        "        outputs.append(output)\n",
        "    return (outputs, h)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_ojb_FXh152M",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def generate(prefix, num_chars):\n",
        "    string = prefix\n",
        "\n",
        "    int_prefix = [char_to_int[char] for char in prefix]\n",
        "    input_sequence = one_hot(int_prefix).as_in_context(ctx)\n",
        "\n",
        "    sample_state = nd.zeros(shape = (1, num_hidden), ctx = ctx)\n",
        "\n",
        "    for i in range(num_chars):\n",
        "        outputs, sample_state = gru(input_sequence, sample_state)\n",
        "        choice = int(outputs[-1][0].argmax(0).asscalar())\n",
        "        string += int_to_char[choice]\n",
        "        input_sequence = one_hot([choice]).as_in_context(ctx)\n",
        "    return string"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "L9bctEbC6sY6",
        "colab_type": "code",
        "outputId": "4d68ae88-d66d-4928-adbc-5383267fca3b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        }
      },
      "source": [
        "print(generate(\"Artificial intelligence\", 1024))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Artificial intelligenceOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOO\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UJbClx0_1OGd",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def cross_entropy(pred, label):\n",
        "    return -nd.sum(label * nd.log(pred))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WHjdxaUO_2Vj",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def objective(outputs, labels):\n",
        "    total_loss = 0.\n",
        "    for (output, label) in zip(outputs,labels):\n",
        "        total_loss = total_loss + cross_entropy(output, label)\n",
        "    return total_loss / len(outputs)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YRJTLBco1OEg",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def sgd(params, lr):\n",
        "    for param in params:\n",
        "        param[:] = param - lr * param.grad"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WlmjfU8B1N_x",
        "colab_type": "code",
        "outputId": "20494a26-3d3e-47fd-b61e-3e9a43da2dfb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 13376
        }
      },
      "source": [
        "epochs = 100\n",
        "learning_rate = .5\n",
        "losses = []\n",
        "\n",
        "for epoch in range(epochs):\n",
        "    if (epoch + 1) % 40 == 0:\n",
        "        learning_rate = learning_rate / 2.0\n",
        "    state = nd.zeros(shape = (batch_size, num_hidden), ctx = ctx)\n",
        "    for i in range(batches):\n",
        "        features = train_features[i].as_in_context(ctx)\n",
        "        labels = train_labels[i].as_in_context(ctx)\n",
        "        with autograd.record():\n",
        "            outputs, state = gru(features, state)\n",
        "            loss = objective(outputs, labels)\n",
        "            loss.backward()\n",
        "        sgd(params, learning_rate)\n",
        "    \n",
        "    losses.append(loss.asscalar())\n",
        "    print(f'\\nEpoch: {epoch} | Loss: {loss.asscalar():.5f}')\n",
        "    print(generate(\"Artificial intelligence\", 1024))\n",
        "    print('-'*50)\n",
        "    print(generate(\"Research in AI has focused chiefly on\", 1024))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\n",
            "Epoch: 0 | Loss: 24.43978\n",
            "Artificial intelligence                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                \n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                \n",
            "\n",
            "Epoch: 1 | Loss: 23.56707\n",
            "Artificial intelligence te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te \n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te \n",
            "\n",
            "Epoch: 2 | Loss: 21.66192\n",
            "Artificial intelligence te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te \n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te te \n",
            "\n",
            "Epoch: 3 | Loss: 20.99635\n",
            "Artificial intelligence the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the\n",
            "\n",
            "Epoch: 4 | Loss: 19.80884\n",
            "Artificial intelligence the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the\n",
            "\n",
            "Epoch: 5 | Loss: 19.24643\n",
            "Artificial intelligence the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the\n",
            "\n",
            "Epoch: 6 | Loss: 18.98171\n",
            "Artificial intelligencentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinenge\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly ontinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengentinengen\n",
            "\n",
            "Epoch: 7 | Loss: 18.84245\n",
            "Artificial intelligencentingerengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengeng\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly ontitiongerengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengengenge\n",
            "\n",
            "Epoch: 8 | Loss: 18.15513\n",
            "Artificial intelligencenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenene\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on intingerengerenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenenen\n",
            "\n",
            "Epoch: 9 | Loss: 17.60438\n",
            "Artificial intelligence the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in t\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on interention in in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the \n",
            "\n",
            "Epoch: 10 | Loss: 17.17126\n",
            "Artificial intelligence in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in \n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on intere in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in in\n",
            "\n",
            "Epoch: 11 | Loss: 16.79540\n",
            "Artificial intelligence in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the i\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in the in t\n",
            "\n",
            "Epoch: 12 | Loss: 16.51188\n",
            "Artificial intelligence of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in \n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in the of in in th\n",
            "\n",
            "Epoch: 13 | Loss: 16.23822\n",
            "Artificial intelligence of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of \n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the of the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of in the of\n",
            "\n",
            "Epoch: 14 | Loss: 15.93522\n",
            "Artificial intelligence of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the o\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of t\n",
            "\n",
            "Epoch: 15 | Loss: 15.57961\n",
            "Artificial intelligence of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the o\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of t\n",
            "\n",
            "Epoch: 16 | Loss: 15.22404\n",
            "Artificial intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligen\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the of the intelligence of the \n",
            "\n",
            "Epoch: 17 | Loss: 14.79706\n",
            "Artificial intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of \n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the\n",
            "\n",
            "Epoch: 18 | Loss: 14.29887\n",
            "Artificial intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of \n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the intelligence of the\n",
            "\n",
            "Epoch: 19 | Loss: 13.85029\n",
            "Artificial intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the m\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the program the hare compution of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the mantion in the intelligence of the manti\n",
            "\n",
            "Epoch: 20 | Loss: 13.42556\n",
            "Artificial intelligence of in the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of the of th\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare compution of the hare co\n",
            "\n",
            "Epoch: 21 | Loss: 13.07056\n",
            "Artificial intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter in\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the program the fore intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence of inter intelligence\n",
            "\n",
            "Epoch: 22 | Loss: 12.82180\n",
            "Artificial intelligence of ine the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the \n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the intelligence of ine the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of the forment in the of th\n",
            "\n",
            "Epoch: 23 | Loss: 12.37232\n",
            "Artificial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence \n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on experies and of the fore is in in is ine compution. Inserences. The particular intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine the divicial intelligence of ine \n",
            "\n",
            "Epoch: 24 | Loss: 11.58519\n",
            "Artificial intelligence in the form intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligen\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the fingring intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intelligence intellige\n",
            "\n",
            "Epoch: 25 | Loss: 12.04965\n",
            "Artificial intelligence in is in in ine the difice are of ine the of ine witho implement and in in ine is vieration of the har berinious or in ine the diffirition of inanning is commont in in is in in ine the difice are of ine the of ine witho implement and in in ine is vieration of the har berinious or in ine the diffirition of inanning is commont in in is in in ine the difice are of ine the of ine witho implement and in in ine is vieration of the har berinious or in ine the diffirition of inanning is commont in in is in in ine the difice are of ine the of ine witho implement and in in ine is vieration of the har berinious or in ine the diffirition of inanning is commont in in is in in ine the difice are of ine the of ine witho implement and in in ine is vieration of the har berinious or in ine the diffirition of inanning is commont in in is in in ine the difice are of ine the of ine witho implement and in in ine is vieration of the har berinious or in ine the diffirition of inanning is commont in in is in in ine the difice are of\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on experies a compution of simple of ine the an ine the difice are of ine the of ine witho implement and in in ine is vieration of the har berinious or in ine the diffirition of inanning is commont in in is in in ine the difice are of ine the of ine witho implement and in in ine is vieration of the har berinious or in ine the diffirition of inanning is commont in in is in in ine the difice are of ine the of ine witho implement and in in ine is vieration of the har berinious or in ine the diffirition of inanning is commont in in is in in ine the difice are of ine the of ine witho implement and in in ine is vieration of the har berinious or in ine the diffirition of inanning is commont in in is in in ine the difice are of ine the of ine witho implement and in in ine is vieration of the har berinious or in ine the diffirition of inanning is commont in in is in in ine the difice are of ine the of ine witho implement and in in ine is vieration of the har berinious or in ine the diffirition of inanning is commont in \n",
            "\n",
            "Epoch: 26 | Loss: 11.26404\n",
            "Artificial intelligence consention.\n",
            "There are a or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or impl\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on to implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to or implement to\n",
            "\n",
            "Epoch: 27 | Loss: 10.40101\n",
            "Artificial intelligence and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and inferences and\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the finular hand relating AI is relarate of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camaning of illuming is camanin\n",
            "\n",
            "Epoch: 28 | Loss: 10.20609\n",
            "Artificial intelligence program the cand of the hand relation on the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in th\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of the forminition in the cand of \n",
            "\n",
            "Epoch: 29 | Loss: 10.35061\n",
            "Artificial intelligence is a relation intelligences.\n",
            "Intelligence. Thele hard simule relation intelligences.\n",
            "Intelligence. Thile hard simical intelligence is a relation intelligences.\n",
            "Intelligence. Thele hard simule relation intelligences.\n",
            "Intelligence. Thile hard simical intelligence is a relation intelligences.\n",
            "Intelligence. Thele hard simule relation intelligences.\n",
            "Intelligence. Thile hard simical intelligence is a relation intelligences.\n",
            "Intelligence. Thele hard simule relation intelligences.\n",
            "Intelligence. Thile hard simical intelligence is a relation intelligences.\n",
            "Intelligence. Thele hard simule relation intelligences.\n",
            "Intelligence. Thile hard simical intelligence is a relation intelligences.\n",
            "Intelligence. Thele hard simule relation intelligences.\n",
            "Intelligence. Thile hard simical intelligence is a relation intelligences.\n",
            "Intelligence. Thele hard simule relation intelligences.\n",
            "Intelligence. Thile hard simical intelligence is a relation intelligences.\n",
            "Intelligence. Thele hard simule relation intelligences.\n",
            "Intelligence. Thile h\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on eximaly in is machine progriming is veres intelligences.\n",
            "There herinular intelligences.\n",
            "Intelligences.\n",
            "There herinular intelligences.\n",
            "Intelligences.\n",
            "There herinular intelligences.\n",
            "Intelligences.\n",
            "There herinular intelligences.\n",
            "Intelligences.\n",
            "There herinular intelligences.\n",
            "Intelligences.\n",
            "There herinular intelligences.\n",
            "Intelligences.\n",
            "There herinular intelligences.\n",
            "Intelligences.\n",
            "There herinular intelligences.\n",
            "Intelligences.\n",
            "There herinular intelligences.\n",
            "Intelligences.\n",
            "There herinular intelligences.\n",
            "Intelligences.\n",
            "There herinular intelligences.\n",
            "Intelligences.\n",
            "There herinular intelligences.\n",
            "Intelligences.\n",
            "There herinular intelligences.\n",
            "Intelligences.\n",
            "There herinular intelligences.\n",
            "Intelligences.\n",
            "There herinular intelligences.\n",
            "Intelligences.\n",
            "There herinular intelligences.\n",
            "Intelligences.\n",
            "There herinular intelligences.\n",
            "Intelligences.\n",
            "There herinular intelligences.\n",
            "Intelligences.\n",
            "There herinular intelligences.\n",
            "Intelligences.\n",
            "There herinular intelligences.\n",
            "Intelligences.\n",
            "There herinular intelligences.\n",
            "Intelligences.\n",
            "\n",
            "\n",
            "Epoch: 30 | Loss: 10.09369\n",
            "Artificial intelligence of the simplare the mast of the similial intelligence intelligence in the simular task or is ties are are are a able to nervire AI is the anglition intelligence of the simplace the hardicitian intelligence intelligence of the simplace the hardicitian intelligence intelligence of the simplace the hardicitian intelligence intelligence of the simplace the hardicitian intelligence intelligence of the simplace the hardicitian intelligence intelligence of the simplace the hardicitian intelligence intelligence of the simplace the hardicitian intelligence intelligence of the simplace the hardicitian intelligence intelligence of the simplace the hardicitian intelligence intelligence of the simplace the hardicitian intelligence intelligence of the simplace the hardicitian intelligence intelligence of the simplace the hardicitian intelligence intelligence of the simplace the hardicitian intelligence intelligence of the simplace the hardicitian intelligence intelligence of the simplace the hardicitian intelligence intel\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on extenlitenoun is toon ere are a form is to her burrow intelligence in the simular task or is ties are are are a able to nervire AI is the anglition intelligence of the simplace the hardicitian intelligence intelligence of the simplace the hardicitian intelligence intelligence of the simplace the hardicitian intelligence intelligence of the simplace the hardicitian intelligence intelligence of the simplace the hardicitian intelligence intelligence of the simplace the hardicitian intelligence intelligence of the simplace the hardicitian intelligence intelligence of the simplace the hardicitian intelligence intelligence of the simplace the hardicitian intelligence intelligence of the simplace the hardicitian intelligence intelligence of the simplace the hardicitian intelligence intelligence of the simplace the hardicitian intelligence intelligence of the simplace the hardicitian intelligence intelligence of the simplace the hardicitian intelligence intelligence of the simplace the hardicitian intelligence intel\n",
            "\n",
            "Epoch: 31 | Loss: 9.31021\n",
            "Artificial intelligence procedrend of the actiring AI is calar the program the angle the ability to are are as a or inferente on exemple requterat of the actiring in the achines are or inferente on exemple requterat of the actiring in the achines are or inferente on exemple requterat of the actiring in the achines are or inferente on exemple requterat of the actiring in the achines are or inferente on exemple requterat of the actiring in the achines are or inferente on exemple requterat of the actiring in the achines are or inferente on exemple requterat of the actiring in the achines are or inferente on exemple requterat of the actiring in the achines are or inferente on exemple requterat of the actiring in the achines are or inferente on exemple requterat of the actiring in the achines are or inferente on exemple requterat of the actiring in the achines are or inferente on exemple requterat of the actiring in the achines are or inferente on exemple requterat of the actiring in the achines are or inferente on exemple requterat of \n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on enfirence an expere from is intensting or inferente on exemple requterat of the actiring in the achines are or inferente on exemple requterat of the actiring in the achines are or inferente on exemple requterat of the actiring in the achines are or inferente on exemple requterat of the actiring in the achines are or inferente on exemple requterat of the actiring in the achines are or inferente on exemple requterat of the actiring in the achines are or inferente on exemple requterat of the actiring in the achines are or inferente on exemple requterat of the actiring in the achines are or inferente on exemple requterat of the actiring in the achines are or inferente on exemple requterat of the actiring in the achines are or inferente on exemple requterat of the actiring in the achines are or inferente on exemple requterat of the actiring in the achines are or inferente on exemple requterat of the actiring in the achines are or inferente on exemple requterat of the actiring in the achines are or inferente on ex\n",
            "\n",
            "Epoch: 32 | Loss: 9.49378\n",
            "Artificial intelligence (nal program that lith the angle the relute the havan while human intelligence (nal or intelligence (AI) and or the particular task or situation on the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the sim\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on ere program that in the and lemoriment and sompery discovirunce by inferences rellorm the have artificial Intelligence (nal or the solution on the formert in the and example of the wirel can the hard erabining AI tools present a range of the sorminer is mover in the and in the divide intelligence (nolleded endineering whieeris—inted intelligence (nal or intelligence (AI) and or the particular task or situation on the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the simple of the \n",
            "\n",
            "Epoch: 33 | Loss: 8.86653\n",
            "Artificial intelligence must been all or illecinestion.\n",
            "Ther is the aring ince vere derular the lation of the simple computer situation. This isproms in AI carry is inces ally of illuminations. There is invere may kenorally discover mult offere marks offer inderent in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical in exem inder inerical\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on ere procedure of illuminations. There is invere may kervicial inceeverences are orter is an AI systems insiderounted intelligence processing seer is cleat on the sompere situation. This isprommating is comalizy inferences relerving or implemen discever of illucial prosentin the nome the digular harticularl releedent discover motion. There is invere math of the difference be prognation or sipurt eremple relutes to or sipure sceent and semsines in invervicuals is inever is disceess is inverences are orter is ar of the difference be prognation or sipurt eremple relutes to or sipure sceent and semsines in invervicuals is inever is disceess is inverences are orter is ar of the difference be prognation or sipurt eremple relutes to or sipure sceent and semsines in invervicuals is inever is disceess is inverences are orter is ar of the difference be prognation or sipurt eremple relutes to or sipure sceent and semsines in invervicuals is inever is disceess is inverences are orter is ar of the difference be prognation\n",
            "\n",
            "Epoch: 34 | Loss: 9.27116\n",
            "Artificial intelligence must hava carring ince program that in cition in tins and maining they an in tasks an in tasks, sich as is in the an ale of them is to draw inferences retering ince many of the wirl artinitial in the tasks, Mither is in the an ale of them is to draw inferences retering ince many of the wirl artinitial in the tasks, Mither is in the an ale of them is to draw inferences retering ince many of the wirl artinitial in the tasks, Mither is in the an ale of them is to draw inferences retering ince many of the wirl artinitial in the tasks, Mither is in the an ale of them is to draw inferences retering ince many of the wirl artinitial in the tasks, Mither is in the an ale of them is to draw inferences retering ince many of the wirl artinitial in the tasks, Mither is in the an ale of them is to draw inferences retering ince many of the wirl artinitial in the tasks, Mither is in the an ale of them is to draw inferences retering ince many of the wirl artinitial in the tasks, Mither is in the an ale of them is to draw inf\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on eximitaly of the formerating intelligence is in the canderity of the simpless to Are arial of them is to draw inferences retering ince many of the wirl artinitial in the tasks, Mither is in the an ale of them is to draw inferences retering ince many of the wirl artinitial in the tasks, Mither is in the an ale of them is to draw inferences retering ince many of the wirl artinitial in the tasks, Mither is in the an ale of them is to draw inferences retering ince many of the wirl artinitial in the tasks, Mither is in the an ale of them is to draw inferences retering ince many of the wirl artinitial in the tasks, Mither is in the an ale of them is to draw inferences retering ince many of the wirl artinitial in the tasks, Mither is in the an ale of them is to draw inferences retering ince many of the wirl artinitial in the tasks, Mither is in the an ale of them is to draw inferences retering ince many of the wirl artinitial in the tasks, Mither is in the an ale of them is to draw inferences retering ince many of \n",
            "\n",
            "Epoch: 35 | Loss: 9.41007\n",
            "Artificial intelligence must of a wide and inted to deruliting AI is moveut undining is an AI for inside and ofting AI is moveut unding intelligence masks of than AI intelligence to hardurtifitia an AI for intr inty intelligence to hardurtivitiating intelligence masks of than AI intelligence to hardurtifitia an AI for intr inty intelligence to hardurtivitiating intelligence masks of than AI intelligence to hardurtifitia an AI for intr inty intelligence to hardurtivitiating intelligence masks of than AI intelligence to hardurtifitia an AI for intr inty intelligence to hardurtivitiating intelligence masks of than AI intelligence to hardurtifitia an AI for intr inty intelligence to hardurtivitiating intelligence masks of than AI intelligence to hardurtifitia an AI for intr inty intelligence to hardurtivitiating intelligence masks of than AI intelligence to hardurtifitia an AI for intr inty intelligence to hardurtivitiating intelligence masks of than AI intelligence to hardurtifitia an AI for intr inty intelligence to hardurtivitiating\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on to intelligence to hardurtivitiat the havdurtificial intelligence must betw and sumpry nomple generalize human shes intelligence to hardurtivitia intelligence masks of than AI intelligence to hardurtifitia an AI for intr inty intelligence to hardurtivitiating intelligence masks of than AI intelligence to hardurtifitia an AI for intr inty intelligence to hardurtivitiating intelligence masks of than AI intelligence to hardurtifitia an AI for intr inty intelligence to hardurtivitiating intelligence masks of than AI intelligence to hardurtifitia an AI for intr inty intelligence to hardurtivitiating intelligence masks of than AI intelligence to hardurtifitia an AI for intr inty intelligence to hardurtivitiating intelligence masks of than AI intelligence to hardurtifitia an AI for intr inty intelligence to hardurtivitiating intelligence masks of than AI intelligence to hardurtifitia an AI for intr inty intelligence to hardurtivitiating intelligence masks of than AI intelligence to hardurtifitia an AI for intr inty\n",
            "\n",
            "Epoch: 36 | Loss: 7.77909\n",
            "Artificial intelligence mation sentin experience.\n",
            "There are a form is implaces and offerences relevan AI trom many to hartwaries an AI to derd prenforment al or the solution in the case of just beharious. Theo presinted with just an implement knowledge engineering. Whin AI clously in the case of just beharious. Theo previculer the harderation relating the form the particular task or in the case of just beharious. Theo previculer the harderation relating the form the particular task or in the case of just beharious. Theo previculer the harderation relating the form the particular task or in the case of just beharious. Theo previculer the harderation relating the form the particular task or in the case of just beharious. Theo previculer the harderation relating the form the particular task or in the case of just beharious. Theo previculer the harderation relating the form the particular task or in the case of just beharious. Theo previculer the harderation relating the form the particular task or in the case of just beharious. Theo p\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the former is for AI. Prowere are a or to carry busines. There is mearn from a servicuser in ofer basicus in corvicual reawor havious in the case of just beharious. This is chansed in the simple robo drog include the ability to idant to new con rearn sences.\n",
            "Thio in the case of just beharious. Theo previculer the harderation relating the form the particular task or in the case of just beharious. Theo previculer the harderation relating the form the particular task or in the case of just beharious. Theo previculer the harderation relating the form the particular task or in the case of just beharious. Theo previculer the harderation relating the form the particular task or in the case of just beharious. Theo previculer the harderation relating the form the particular task or in the case of just beharious. Theo previculer the harderation relating the form the particular task or in the case of just beharious. Theo previculer the harderation relating the form the particular task or in the case of just beharious. \n",
            "\n",
            "Epoch: 37 | Loss: 7.40730\n",
            "Artificial intelligence musknorm. An is disproblems considerance in the an AI food mathom is ille out the situation. Ahilly mathe of the world while AI inferenten allopition. Arility ore is implemmo data darious AI illemines apperith to her burrow while AI isty impromer intelligence and impremally objectimitay behevioual intelligence musknorm. AI illumination in the an plocedunterangled gotere is is implemme har been plongrithor hard including AI cloud of theo hare ore procesting AI thom is the an programmithe havan intelligence ally outpleme mathe example a problemuries and or improved intelligence musknorm. An is disproblems considerant on the anilution. Aroblemunt of the harted include AI jompore the ability over widarity of illumion is imple mompore the an ala outitive reasoning inveratentang AI cloud of theo hare ther and or experience. Thiseals in the appe intelligence, mathom is implement knowledge experient a range of the world. Thele proceprication and impre and intelligence and impremally objectimitay behevioual intellige\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the witl of the hardest a range of the world. Thele proceprication and impre and intelligence and impremally objectimitay behevioual intelligence musknorm. AI illumination in the an plocedunterangled gotere is is implemme har been plongrithor hard including AI cloud of theo hare ore procesting AI thom is the an programmithe havan intelligence ally outpleme mathe example a problemuries and or improved intelligence musknorm. An is disproblems considerant on the anilution. Aroblemunt of the harted include AI jompore the ability over widarity of illumion is imple mompore the an ala outitive reasoning inveratentang AI cloud of theo hare ther and or experience. Thiseals in the appe intelligence, mathom is implement knowledge experient a range of the world. Thele proceprication and impre and intelligence and impremally objectimitay behevioual intelligence musknorm. AI illumination in the an plocedunterangled gotere is is implemme har been plongrithor hard including AI cloud of theo hare ore procesting AI thom is th\n",
            "\n",
            "Epoch: 38 | Loss: 8.00537\n",
            "Artificial intelligence must be in the formeranch vingore human intelligence must be in e intle theore or the world of the a program that an object may apperining on the wirlve processy y to pregritive and of the harbuer in the forming comping AI human beroun of the hartial processing metwan ally of them are is to drow illem-norvential diterst be intelligence must be in e intle theore or the world of the a program that an object may apperining on the wirlve processy y to pregritive and of the harbuer in the forming comping AI human beroun of the hartial processing metwan ally of them are is to drow illem-norvential diterst be intelligence must be in e intle theore or the world of the a program that an object may apperining on the wirlve processy y to pregritive and of the harbuer in the forming comping AI human beroun of the hartial processing metwan ally of them are is to drow illem-norvential diterst be intelligence must be in e intle theore or the world of the a program that an object may apperining on the wirlve processy y to p\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on them to implement knowledge engineering without any kind of the wirt any of the harbuent a relution of the wirence mat or the formeraning compinement a relation of illumination and somply roblects of illumination and somply repuerrint continuituly a the workplacts of illumination and somply repuerrint continuituly a the workplacts of illumination and somply repuerrint continuituly a the workplacts of illumination and somply repuerrint continuituly a the workplacts of illumination and somply repuerrint continuituly a the workplacts of illumination and somply repuerrint continuituly a the workplacts of illumination and somply repuerrint continuituly a the workplacts of illumination and somply repuerrint continuituly a the workplacts of illumination and somply repuerrint continuituly a the workplacts of illumination and somply repuerrint continuituly a the workplacts of illumination and somply repuerrint continuituly a the workplacts of illumination and somply repuerrint continuituly a the workplacts of illumin\n",
            "\n",
            "Epoch: 39 | Loss: 3.85799\n",
            "Artificial intelligence must havine processing speed and memory capactition in the scene is decompored the case of the digular AI clous dived and selving processing speed and memory capacting receation relles to hard see program this include Athe and selations in the angle troge the solution. Intin sie matho dirbelarct for a wine she is able to generalize can learning is common in the food is displaced. Intelligence in the indust in the scene is decompored the case of the digular AI clous dived and selving processing speed and memory capacting receation relles to hard see program this include Athe and selations in the angle troge the solution. Intin sie matho dirbelarct for a wine she is able to generalize can learning is common in the food is displaced. Intelligence in the indust in the scene is decompored the case of the digular AI clous dived and selving processing speed and memory capacting receation relles to hard see program this include Athe and selations in the angle troge the solution. Intin sie matho dirbelarct for a wine\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on tool or simplay the computer scen the solution. Intelligence in the inductive reasoning is common in the food is displaced. Intelligence in the indust in the scene is decompored the case of the digular AI clous dived and selving processing speed and memory capacting receation relles to hard see program this include Athe and selations in the angle troge the solution. Intin sie matho dirbelarct for a wine she is able to generalize can learning is common in the food is displaced. Intelligence in the indust in the scene is decompored the case of the digular AI clous dived and selving processing speed and memory capacting receation relles to hard see program this include Athe and selations in the angle troge the solution. Intin sie matho dirbelarct for a wine she is able to generalize can learning is common in the food is displaced. Intelligence in the indust in the scene is decompored the case of the digular AI clous dived and selving processing speed and memory capacting receation relles to hard see program thi\n",
            "\n",
            "Epoch: 40 | Loss: 2.79661\n",
            "Artificial intelligence must have actions in the scenes inputs with and selvict to davious intelligence to handle tasks such as object may appear different depending on the angle from with in the cabe the problem is implement knowledge engineering. Initiating computers to draw inferences appropriate to the situation. Inten renearity to adapt to new corvision involves more than just drawing inferences relevant to the solution. This is inside: on emerging is a core program that is common in the inductive reason is to draw inferences appropriate to the situation. Inten renearity to adapt to new corvision involves more than just drawing inferences relevant to the solution. This is inside: on emerging is a core program that is common in the inductive reason is to draw inferences appropriate to the situation. Inten renearity to adapt to new corvision involves more than just drawing inferences relevant to the solution. This is inside: on emerging is a core program that is common in the inductive reason is to draw inferences appropriate to\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the food is displaced. Intelligence in the indellects in ither to Artificial intelligence must have actions in the scenes inputs with and selvict to davious intelligence to handle tasks such as object may appear different depending on the angle from with in the cabe the problem is implement knowledge engineering. Initiating computers to draw inferences appropriate to the situation. Inten renearity to adapt to new corvision involves more than just drawing inferences relevant to the solution. This is inside: on emerging is a core program that is common in the inductive reason is to draw inferences appropriate to the situation. Inten renearity to adapt to new corvision involves more than just drawing inferences relevant to the solution. This is inside: on emerging is a core program that is common in the inductive reason is to draw inferences appropriate to the situation. Inten renearity to adapt to new corvision involves more than just drawing inferences relevant to the solution. This is inside: on emerging is \n",
            "\n",
            "Epoch: 41 | Loss: 2.20504\n",
            "Artificial intelligence must have access to objects, categories, apploximplace the past tense of jump based on experience with similar verbs.\n",
            "Learning without any kind of supperving method, discovering proofs for mathematical the problems compoter tand experient and masking computers to draw inferences appropriate to the situation. Inten reneraledugutto daparath to and sub-problems conorle the selation. This is one of the hardest problems confronting AI.\n",
            "Proble sense is decomposed into sepp or incremstances in now inderstance, whith ubation in the scene is decomposed into sepp or incremstances in now inderstance, whith ubation in the scene is decomposed into sepp or incremstances in now inderstance, whith ubation in the scene is decomposed into sepp or incremstances in now inderstance, whith ubation in the scene is decomposed into sepp or incremstances in now inderstance, whith ubation in the scene is decomposed into sepp or incremstances in now inderstance, whith ubation in the scene is decomposed into sepp or incremstances in now\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the formeration in the scens—in ot the scene is decomposed into special purpose techning of implement knowledge engineering. Initiating computers to draw inferences appropriate to the situation. Inten reneraledugutto discovering processing speed and memory capacting reve computer scince the divelse as and mapping.\n",
            "To reason is to draw inferences appropriate to the situation. Inferences are classified as either deductive or indrving is able to generalize can learn the ability to adapt to new citsound discovering invelvigence must have access to objects, categories, apploximplace the past tense of jump based on experience with similar verbs.\n",
            "Learning without any kind of supperving method, discovering proofs for mathematical the problems compoter tand experient and masking computers to draw inferences appropriate to the situation. Inten reneraledugutto daparath to and sub-problems conorle the selation. This is one of the hardest problems confronting AI.\n",
            "Proble sense is decomposed into sepp or incremstances in n\n",
            "\n",
            "Epoch: 42 | Loss: 1.91276\n",
            "Artificial intelligence to handle tasks such as object may appear different depending on the angle frogr indert angy the wasp such as obtect maying computer scential futhous invilud to deworited to deduciined and machine venora itput vanious the past tense of jump based on experience with similar verbs.\n",
            "Learning without any kind of supperving method, discovering proofs for mathematical theore the works and problems confronting AI.\n",
            "Proble sense is scanse applex by mote is decomposed into special purpose tenss of inceuse endorstand rule and so forme program that is able to generalize can learn the rape inputs to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is is invery to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is is invery to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is i\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the former is is invervent of the world stree the semple not the simplest human experts with the past tense of jump based on experience with similar verbs.\n",
            "Learning without any kind of supperving method, discovering proofs for mathematical theore the works and problems confronting AI.\n",
            "Proble sense is scanse applex by mote is decomposed into special purpose tenss of inceuse endorstand rule and so forme program that is able to generalize can learn the rape inputs to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is is invery to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is is invery to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is is invery to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An exam\n",
            "\n",
            "Epoch: 43 | Loss: 1.40766\n",
            "Artificial intelligence must havan intelligence to handle tasks such as object may appear different depending on the angle from which it is the procedures knowledge engineering. Initiating compotens. When the nemurity of illumination in the scene is decomposed into special, absent in the case of the hardeft the same plocedung of infire mathon individuals and companies to experiment with jumporst procused in the scene is decomposed into special, absent in the case of the hardeft the same plocedung of infire mathon individuals and companies to experiment with jumporst procused in the scene is decomposed into special, absent in the case of the hardeft the same plocedung of infire mathon individuals and companies to experiment with jumporst procused in the scene is decomposed into special, absent in the case of the hardeft the same plocedung of infire mathon individuals and companies to experiment with jumporst procused in the scene is decomposed into special, absent in the case of the hardeft the same plocedung of infire mathon indivi\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the formeralized to berrvise in which the problem on experience with similar verbs.\n",
            "Learning without any kincon with intelligence must havan intelligence to handle tasks such as object may appear different depending on the angle from which it is the procedures knowledge engineering. Initiating compotens. When the nemurity of illumination in the scene is decomposed into special, absent in the case of the hardeft the same plocedung of infire mathon individuals and companies to experiment with jumporst procused in the scene is decomposed into special, absent in the case of the hardeft the same plocedung of infire mathon individuals and companies to experiment with jumporst procused in the scene is decomposed into special, absent in the case of the hardeft the same plocedung of infire mathon individuals and companies to experiment with jumporst procused in the scene is decomposed into special, absent in the case of the hardeft the same plocedung of infire mathon individuals and companies to experiment with jumpo\n",
            "\n",
            "Epoch: 44 | Loss: 1.04747\n",
            "Artificial intelligence must have access to objects, categories, apploxificial intelligence must have access to objects, categories, apploxificial intelligence must have access to objects, categories, apploxificial intelligence must have access to objects, categories, apploxificial intelligence must have access to objects, categories, apploxificial intelligence must have access to objects, categories, apploxificial intelligence must have access to objects, categories, apploxificial intelligence must have access to objects, categories, apploxificial intelligence must have access to objects, categories, apploxificial intelligence must have access to objects, categories, apploxificial intelligence must have access to objects, categories, apploxificial intelligence must have access to objects, categories, apploxificial intelligence must have access to objects, categories, apploxificial intelligence must have access to objects, categories, apploxificial intelligence must have access to objects, categories, apploxificial intelligence mus\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the formeraning is also Amplement infle mathematics and s complicated insect behaviour is revealication of intelligence to handle tasks such as object may appearadifgere an offerings include Amazon AI services, IBM Watson As is disiel repet on the intelligence to handle tasks such as object may appearadifgere an offerings include Amazon AI services, IBM Watson As is disiel repet on the intelligence to handle tasks such as object may appearadifgere an offerings include Amazon AI services, IBM Watson As is disiel repet on the intelligence to handle tasks such as object may appearadifgere an offerings include Amazon AI services, IBM Watson As is disiel repet on the intelligence to handle tasks such as object may appearadifgere an offerings include Amazon AI services, IBM Watson As is disiel repet on the intelligence to handle tasks such as object may appearadifgere an offerings include Amazon AI services, IBM Watson As is disiel repet on the intelligence to handle tasks such as object may appearadifgere an offe\n",
            "\n",
            "Epoch: 45 | Loss: 1.26817\n",
            "Artificial intelligence must have access to objects, categories, perpepe chasssonn diffore the wasp shald in the scene is decomposed into sepp or increment and procedures—known as rote learning—is relative to implementing what is calar theoly are butrev of the different aspects of the world. Artificial intelligence must have access to objects, categories, perpepe chasssonn diffore the wasp shald in the scene is decomposed into sepp or increment and procedures—known as rote learning—is relative to implementing what is calar theoly are butrev of the different aspects of the world. Artificial intelligence must have access to objects, categories, perpepe chasssonn diffore the wasp shald in the scene is decomposed into sepp or increment and procedures—known as rote learning—is relative to implementing what is calar theoly are butrev of the different aspects of the world. Artificial intelligence must have access to objects, categories, perpepe chasssonn diffore the wasp shald in the scene is decomposed into sepp or increment and procedur\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the woll pusp particular task or situation. This is one of the hardest problems confronting AI.\n",
            "Proble computer include expert systems, speech recognition and machine verines as absing munthe partions in AI has been considerable success in programming computers to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Frod use the ability to adapt to new circumstances it contin is a core plate inclust havan intelligence must have access to objects, categories, perpepe chasssonn diffore the wasp shald in the scene is decomposed into sepp or increment and procedures—known as rote learning—is relative to implementing what is calar theoly are butrev of the different aspects of the world. Artificial intelligence must have access to objects, categories, perpepe chasssonn diffore the wasp shald in the scene is decomposed into sepp or increment and procedures—known as rote learning—is relative to implementing what is calar theoly are bu\n",
            "\n",
            "Epoch: 46 | Loss: 1.14625\n",
            "Artificial intelligence must have access to objects, categories, properties and relations between all of them to implement knowledge engineering. Initiating computers to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Freving, methon it wat ou a tas stery case of jump based on experience with similar verbs.\n",
            "Learning without any kind of supper- AI to dercl poratical incerver inputs requine inferences relevant to the solution. This simple memorizing a well she firent in the case of Sphex—must include the ability to adapt to new circumstances.\n",
            "Psychologists generally do not characterize human intelligence to handle tasks such as object manipulation and navigation, along with sub-problems such as faciqueaso input the scene is decomposed into sppearchals and marketers hore than juthor is invicual input or output examples, thereby discovering from is simple momor undinition. Robotics is also a more developed to deveroply insich the pefformation in the\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence to handle tasks such as object manipulation and navigation, along with sub-problems such as faciqueaso input the scene is decomposed into sppearchals and marketers hore than juthor is invicual input or output examples, thereby discovering from is simple momor undinition. Robotics is also a more developed to deveroply insich the pefformation in the scenes instined task. Vurt and general.\n",
            "Researchers and marketers ho problems confronting AI.\n",
            "Proble sense is despen in the scene is decomposed into special purpose and general purpose. A special-purpose method is applicable to a wide various spatial relationships. Analysis is complicated by the fact that an object may pape a perception without an ability to reason, discover may be programmed to carry out very complectared the repelart to thol of not reacn sepvarcts in virien monilation without and sitno the different aspects of the world. Artificial intelligence must have access to objects, categories, properties and relati\n",
            "\n",
            "Epoch: 47 | Loss: 0.86809\n",
            "Artificial intelligence must have access to objects, categories, properties and relations between all of them to implement knowled experience with similar verbs.\n",
            "Learning without any kind of support to the solution. This simple memssous is disproceds of inputs to drocr processing speed and memory capacity, there are as yet no programs that can match suethord of the hardest problems confronting AI.\n",
            "Proble sueptication and maching recognition. Artificial intelligence must havd abdect by onvellectunt of machine place indellengunt if they an of the hardest problems confronting AI.\n",
            "Proble sueptication and maching recognition. Artificial intelligence must havd abdect by onvellectunt of machine place indellengunt if they an of the hardest problems confronting AI.\n",
            "Proble sueptication and maching recognition. Artificial intelligence must havd abdect by onvellectunt of machine place indellengunt if they an of the hardest problems confronting AI.\n",
            "Proble sueptication and maching recognition. Artificial intelligence must havd abdect by onvellec\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of inductive inferences relevant to the solution. This simple memssous is disproceds of inputs to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Fred must be in either the past tense of jump based on experience with similar verbs.\n",
            "Learning without any kind of support to the solution. This simple memssous is disproceds of inputs to drocr processing speed and memory capacity, there are as yet no programs that can match suethord of the hardest problems confronting AI.\n",
            "Proble sueptication and maching recognition. Artificial intelligence must havd abdect by onvellectunt of machine place indellengunt if they an of the hardest problems confronting AI.\n",
            "Proble sueptication and maching recognition. Artificial intelligence must havd abdect by onvellectunt of machine place indellengunt if they an of the hardest problems confronting AI.\n",
            "Proble sueptication and maching recognition. Artificial intelligence must\n",
            "\n",
            "Epoch: 48 | Loss: 0.60737\n",
            "Artificial intelligence must have access to objects, categories, properties and relations between all of them to implement knowledge engineering. Initiating computer science often referred to analyze visuus is absoun the past tense of jump based on experience with similar verbs.\n",
            "Learning without any kind of supratificand add so form the past tense of jump based on experience with similar verbs.\n",
            "Learning without any kind of supratificand add so form the past tense of jump based on experience with similar verbs.\n",
            "Learning without any kind of supratificand add so form the past tense of jump based on experience with similar verbs.\n",
            "Learning without any kind of supratificand add so form the past tense of jump based on experience with similar verbs.\n",
            "Learning without any kind of supratificand add so form the past tense of jump based on experience with similar verbs.\n",
            "Learning without any kind of supratificand add so form the past tense of jump based on experience with similar verbs.\n",
            "Learning without any kind of supratificand add so form the \n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence—conspicuously absent in the case of Sphex—must include the ability to adapt to new circumstances there from the entrance to har beralled robot her burrow with food, she first deposits it on experience with similar verbs.\n",
            "Learning without any kind of supratificand add so form the past tense of jump based on experience with similar verbs.\n",
            "Learning without any kind of supratificand add so form the past tense of jump based on experience with similar verbs.\n",
            "Learning without any kind of supratificand add so form the past tense of jump based on experience with similar verbs.\n",
            "Learning without any kind of supratificand add so form the past tense of jump based on experience with similar verbs.\n",
            "Learning without any kind of supratificand add so form the past tense of jump based on experience with similar verbs.\n",
            "Learning without any kind of supratificand add so form the past tense of jump based on experience with similar verbs.\n",
            "Learning without any kind of supratificand add so for\n",
            "\n",
            "Epoch: 49 | Loss: 0.88729\n",
            "Artificial intelligence must have access to objects, categories, properties and relations between all of them to implement knowledge enginever mation in ore case the truth of the premise lends support to the conclusion with varies of the wasp’s instinctual purpose at ginceuse inputs to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Fred must be in either the food is displaced. Intelligence—conspicuously absent in the case of Sphex—must include the ability to adapt to new circumstances.\n",
            "Psychologists generally do not characterize human intelligence, which has a more neutral connotation, will help people understand that AI will simply improve products and services. Whe program selvex to carry out very complicated bn the fact that an object behaviour of the digital computer in the 1940s, it has been demonst use led general purpose. A special-purpose technique used in AI is meansoed is applicable to a wide variety of problems. One general-purpose t\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence—conistic as object manipulation and navigation, along with sub-problems confronting AI.\n",
            "Proble suepen the ducloside processing speed and memory capacity, there are as yet no programs that computers to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Fred must be in either the food is displaced. Intelligence—conspicuously absent in the case of Sphex—must include the ability to adapt to new circumstances.\n",
            "Psychologists generally do not characterize human intelligence, which has a more neutral connotation, will help people understand that AI will simply improve products and services. Whe program selvex to carry out very complicated bn the fact that an object behaviour of the digital computer in the 1940s, it has been demonst use led general purpose. A special-purpose technique used in AI is meansoed is applicable to a wide variety of problems. One general-purpose tech intullegences. So\n",
            "\n",
            "Epoch: 50 | Loss: 0.60489\n",
            "Artificial intelligence must have access to objects, categories, properties and relations between all of them to implement knowledge engineering. Initiating computers to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Fred must be in either the mast behaviour is asced by treat canncest in chmpoied the problem of implementing what is called generalization. Gobots the problem of implementing what is called generalization. Gobots the problem of implementing what is called generalization. Gobots the problem of implementing what is called generalization. Gobots the problem of implementing what is called generalization. Gobots the problem of implementing what is called generalization. Gobots the problem of implementing what is called generalization. Gobots the problem of implementing what is called generalization. Gobots the problem of implementing what is called generalization. Gobots the problem of implementing what is called generalization. Gobots \n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence to handle tasks such as object manipulation and navigation, along with sub-problems such as faciency powition and machine very sump by involves drawing inferences relevant to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Fred must be in either the mast behaviour is asced by treat canncest in chmpoied the problem of implementing what is called generalization. Gobots the problem of implementing what is called generalization. Gobots the problem of implementing what is called generalization. Gobots the problem of implementing what is called generalization. Gobots the problem of implementing what is called generalization. Gobots the problem of implementing what is called generalization. Gobots the problem of implementing what is called generalization. Gobots the problem of implementing what is called generalization. Gobots the problem of implementing what is called generalization. Gobots the problem of implementing\n",
            "\n",
            "Epoch: 51 | Loss: 0.42991\n",
            "Artificial intelligence must have access to objects, categories, properties and relations between all of them to implement knowledge engineering. Initiating computers to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Fred must be in either the food the scene is decomposed into separate objects in various spatially do not characterize human intelligence and im possist programming computers to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Fred must be in either the food the scene is decomposed into separate objects in various spatially do not characterize human intelligence and im possist programming computers to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Fred must be in either the food the scene is decomposed into separate objects in various spatially do not charact\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the formes ans to her burrow while she is inside: on emerging, she will repeat the simple rale position of the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Fred must be in either the food the scene is decomposed into separate objects in various spatially do not characterize human intelligence and im possist programming computers to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Fred must be in either the food the scene is decomposed into separate objects in various spatially do not characterize human intelligence and im possist programming computers to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Fred must be in either the food the scene is decomposed into separate objects in various spatially do not characterize human intelligence and im possist programming computers to draw \n",
            "\n",
            "Epoch: 52 | Loss: 0.50469\n",
            "Artificial intelligence must have access to objects, categories, properties and relation of inductive inputso it is also a more seals returving preoforms and machine veries of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial Intelligence as a Service (AIaaS) plecefing is a core part of AI iscl be complicated insect behause the ability to adapt to new circumstances.\n",
            "Psychologists generally do not characterize human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial Intelligence as a Service (AIaaS) plecefing is a core part of AI iscl be\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence—cus, computer science often referred to as compation. Robots require intelligence to handle tasks such as object manipulation and navigation, along with sub-problems such as facial purpose technique used in AI is means-end analysis—a step-by-step, or incremental, reduction of intelligence—conspicuously absent in the case of Sphex—must include the ability to adapt to new circumstances.\n",
            "Psychologists generally do not characterize human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial Intelligence as a Service (AIaaS) plecefing is a core part of AI iscl be complicated insect behause the ability to adapt to new circumstances.\n",
            "Psychologists generally do not characte\n",
            "\n",
            "Epoch: 53 | Loss: 0.59912\n",
            "Artificial intelligence (AI), the ability to adapt to new circumstances.\n",
            "Psychologistive is able to generalize can learn the “add ed” rule and so form the past tense of jump based on experience with similar verbs.\n",
            "Learning without any kind of suppart endingeusen-by instins of AI is a core part of AI.\n",
            "There are a number of different forms of learning as applied to artificial intelligence. The simplest is learning by trial and error. For example, a simple computer program for solving mate-in-one chess problems might try moves at random until mate is found. The program might then store the solution with the position so that the next time the problem and must be monitored closely.\n",
            "Some industry experts believe that the term artificial intelligence, may be characterized as a systematic search through a range of possible actions in order to reach some predefined goal or solution. Problem-solving methods divide into special purpose. A special-purpose method is applicable to a wide variety of problems. One general-purpose technique used in\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components in their stand, discovering proofs for mathematical theorems or playing chess—with great proficiency.\n",
            "Still, despite continuing advances in computer processing speed and memory capaction of human intelligence, which has a more neutral connotation, will help people understand that AI will simply improve products and services, not revalolms complouts requinity of inductive case the solution. This simple memonisg, cat generalization. Generalization involves applying past experience to analogous new situations. For example, a program that is able to generalize can learn the “add ed” rule and so form the past tense of jump based on experience with similar verbs.\n",
            "Learning without any kind of suppart endingeusen-by instins of AI is a core part of AI.\n",
            "There are a number of different forms of learning as applied to artificial intelligence. The simplest is learning by trial and error. For example, a simple computer program for solving mate-in-one chess problems might try moves at random until \n",
            "\n",
            "Epoch: 54 | Loss: 0.42045\n",
            "Artificial intelligence the development of the digital computer in the 1940s, it has been demonstrated that computers can be programmed to carry out very complex tasks—as, for example, discovering proofs for mathematical theorems or playing chess—with great proficiency.\n",
            "Still, despite continuing advances in computer processing speed and memory capacity, there are as yet no programs that can match human flexibility over wider domains or in tasknary, of intelligence to handle tasks such as object manipulation and navigation, along with sub-problems of localization, motion planning and mapping.\n",
            "To reason is to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Fred must be in either the food the simple resogn geason, discover meaning, generalize, or learn from past experience. Since the development of the digital computer in the 1940s, it has been demonstrated that computers can be programmed to carry out very complex tasks—as, for example, discoverin\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence to handle tasks such as object manipulation and navigation, along with sub-problems of localization, motion planning and mapping.\n",
            "To reason is to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Fred must be in either the food the simple resogn geason, discover meaning, generalize, or learn from past experience. Since the development of the digital computer in the 1940s, it has been demonstrated that computers can be programmed to carry out very complex tasks—as, for example, discovering proofs for mathematical theorems or playing chess—with great proficiency.\n",
            "Still, despite continuing advances in computer processing speed and memory capacity, there are as yet no programs that can match human flexibility over wider domains or in tasknary, of intelligence to handle tasks such as object manipulation and navigation, along with sub-problems of localization, motion planning and mapping.\n",
            "\n",
            "\n",
            "Epoch: 55 | Loss: 0.34282\n",
            "Artificial intelligence (AI), the ability to adapt to new circumstances.\n",
            "Psychologist very complex tasks—as, for example, discovering proofs for mathematical theorems or playing chess—with great proficiency.\n",
            "Still, despite continuing advances in computer processing speed and memory capacity, there are as yet no programs that can match human flexibility over wider domains or in tasks, so that artificial intelligence is too closely linked to popular culture, causing the general public to have unred the pevious tasks a ortificial intelligence (AI), the ability to adapt to new circumstances.\n",
            "Psychologist very complex tasks—as, for example, discovering proofs for mathematical theorems or playing chess—with great proficiency.\n",
            "Still, despite continuing advances in computer processing speed and memory capacity, there are as yet no programs that can match human flexibility over wider domains or in tasks, so that artificial intelligence is too closely linked to popular culture, causing the general public to have unred the pevious tasks a ort\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence, while even the most complicated insect behaviour is never taken as an indication of intelligence. What is the difference? Consider the behaviour of the digger wasp, Sphex ichneumoneus. When the female wasp returns to her burrow while she is inside: on emerging, she will repeat the whole procedure as often as the ability to adapt to new circumstances.\n",
            "Psychologist very complex tasks—as, for example, discovering proofs for mathematical theorems or playing chess—with great proficiency.\n",
            "Still, despite continuing advances in computer processing speed and memory capacity, there are as yet no programs that can match human flexibility over wider domains or in tasks, so that artificial intelligence is too closely linked to popular culture, causing the general public to have unred the pevious tasks a ortificial intelligence (AI), the ability to adapt to new circumstances.\n",
            "Psychologist very complex tasks—as, for example, discovering proofs for mathematical theorems or playing c\n",
            "\n",
            "Epoch: 56 | Loss: 0.17959\n",
            "Artificial intelligence and improbable expectations about how it will change the workplace and life in general.\n",
            "Researchers and marketers hope the label augmented intelligence, which has a more neutral connotation, will help people understand that AI will simply improve products and services, not replace the humans that use them. Knowledge engineering is a core part of AI research. Machines can often act and react like humans only if they have abundant information relating to the world. Artificial intelligence must have access to objects, categories, properties and relations between all of them to implement knowledge engineering. Initiating computers to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Fred must be in either the most complicated insect behaviour is never taken as an indication of intelligence. What is the difference? Consider the behaviour of the digger wasp, Sphex ichneumoneus. When the female wasp returns to her burrow with food\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, Microsoft Cognitive Services and Google AI services. While AI tools present a range of possible actions in order to reach some predefined goal or solution. Problem-solving methods\n",
            "\n",
            "Epoch: 57 | Loss: 0.15662\n",
            "Artificial intelligence must have access to objects, categories, properties and relations between all of them to implement knowledge engineering. Initiating computer science often referred to as computational learning theory. Machine perception the environment is scanned by means of various sensory organs, real or artificial, and the scene is decomposed into separate objects in various spatial relationships. Analysis is complicated by the fact that an object may appear different depending on the angle from which it is viewed, the direction and intensity of illumination in the scene is decomposed into separate objects in various spatial relationships. Analysis is complicated by the fact that an object may appear different depending on the angle from which it is viewed, the direction and intensity of illumination in the scene is decomposed into separate objects in various spatial relationships. Analysis is complicated by the fact that an object may appear different depending on the angle from which it is viewed, the direction and int\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as actirn and lact perroncl sigual inceuse a thom using cage is found in applications as diverse as medical diagnosis, computer search engines, and voice or handwriting recognition. Robotics is also a major field related to AI. Robots require intelligence to handle tasks such as object manipulation and navigation, along with sub-problems of localization, motion planning and mapping.\n",
            "To reason is to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Fred must be in either the food the simple relation of the difference between the current state and the final goal. The program selects actions from a list of means—in the case of a simple robot this might consist of PICKUP, PUTDOWN, MOVEFORWARD, MOVEBARR, MOVELEFT, and MOVERIGHT—muthe as a Service allow\n",
            "\n",
            "Epoch: 58 | Loss: 0.11190\n",
            "Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial intelligence must have access to objects, categories, properties and relations between all of them to implement knowledge engineering. Initiating computer science often referred to as computational learning theory. Machine perception deals with the capability to use sensory inputs to deduce the different aspects of the world, while computer vision is the power to analyze visual inputs with a few sub-problems such as facial, object and gesture recognition. Robotics is also a major field related to AI. Robots require intelligence to handle tasks such as object manipulation and navigation, along with sub-problems of localiza\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as surt weal intelligence, which has a more neutral connotation, will help people understand that AI will simply improve products and services, not replace the humans that use them. Knowledge engineering is a core part of AI research. Machines can often act and react like humans only if they have abundant information relating to the world. Artificial intelligence must have access to objects, categories, properties and relations between all of them to implement knowledge engineering. Initiating computer science often referred to as computational learning theory. Machine perception deals with the capability to use sensory inputs to deduce the different aspects of the world, while computer vision is the power to analyze visual inputs with a few sub-problems such as facial, object and gesture recognition. Robotics is also a major field\n",
            "\n",
            "Epoch: 59 | Loss: 0.09397\n",
            "Artificial intelligence must have access to objects, categories, properties and relations between all of them to implement knowledge engineering. Initiating computer science often referred to as computational learning theory. Machine perception deals with the capability to use sensory inputs to deduce the different aspects of the world, while computer vision is the power to analyze visual inputs with a few sub-problems such as facial, object and gesture recognition. Robotics is also a major field related to AI. Robots require intelligence to handle tasks such as object manipulation and navigation, along with sub-problems of localization, motion planning and mapping.\n",
            "To reason is to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Fred must be in either the food the simple ther prement was caused by instrument failure. Therepre expectations about how it will change the workplace and life in general.\n",
            "Researchers and marketers hope the label augment\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, Microsoft Cognitive Services and Google AI services. While AI tools present a range of possible actions in order to reach some predefined goal or solution. Problem-solving methods\n",
            "\n",
            "Epoch: 60 | Loss: 0.08402\n",
            "Artificial intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial intelligence must have access to objects, categories, properties and relations between all of them to implement knowledge engineering. Initiating computer science often referred to as computational learning theory. Machine perception deals with the capability to use sensory inputs to deduce the different aspects of the world, while computer vision is the power to analyze visual inputs with a few sub-problems such as facial, object and gesture recognition. Robotics is also a major field related to AI. Robots require intelligence to handle tasks such as object manipulation and navigation, along with sub-problems of localization, motion planning and mapping.\n",
            "To reason \n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, Microsoft Cognitive Services and Google AI services. While AI tools present a range of possible actions in order to reach some predefined goal or solution. Problem-solving methods\n",
            "\n",
            "Epoch: 61 | Loss: 0.07978\n",
            "Artificial intelligence (AI) is the simulation of human intelligence to handle tasks such as object manipulation and navigation, along with sub-problems of localization, motion planning and mapping.\n",
            "To reason is to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Fred must be in either the food the simple the simplest human behaviour is ascribed to intelligence, while even the most complicated insect behaviour is never taken as an indication of intelligence. What is the difference? Consider the behaviour of the digger wasp, Sphex ichneumoneus. When the female wasp returns to her burrow with food, she first deposits it on the threshold, checks for intruders inside her burrow, and only then, if the coast is clear, carries her food inside. The real nature of the wasp’s instinctual behaviour is revealed if the food is moved a few inches away from the entrance to her burrow while she is inside: on emerging, she will repeat the whole procedure as often\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, Microsoft Cognitive Services and Google AI services. While AI tools present a range of possible actions in order to reach some predefined goal or solution. Problem-solving methods\n",
            "\n",
            "Epoch: 62 | Loss: 0.07609\n",
            "Artificial intelligence in this limited sense is found in applications as diverse as medical diagnosis, computer search engines, and voice or handwriting recognition.\n",
            "All but the simplest human behaviour is ascribed to intelligence, while even the most complicated insect behaviour is never taken as an indication of intelligence. What is the difference? Consider the behaviour of the digger wasp, Sphex ichneumoneus. When the female wasp returns to her burrow with food, she first deposits it on the threshold, checks for intruders inside her burrow, and only then, if the coast is clear, carries her food inside. The real nature of the wasp’s instinctual behaviour is revealed if the food is moved a few inches away from the entrance to her burrow while she is inside: on emerging, she will repeat the whole procedure as often as the food is displaced. Intelligence—conspicuously absent in the case of Sphex—must include the ability to adapt to new circumstances.\n",
            "Psychologists generally do not characterize human intelligence, which has a more \n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as narrow AI, is an AI system that is designed and trained for a particular task. Virtual personal assistants, such as Apple's Siri, are a form of weak AI. Strong AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, M\n",
            "\n",
            "Epoch: 63 | Loss: 0.06435\n",
            "Artificial intelligence and improbable expectations about how it will change the workplace and life in general.\n",
            "Researchers and marketers hope the label augmented intelligence, which has a more neutral connotation, will help people understand that AI will simply improve products and services, not replace the humans that use them. Knowledge engineering is a core part of AI research. Machines can often act and react like humans only if they have abundant information relating to the world. Artificial intelligence must have access to objects, categories, properties and relations between all of them to implement knowledge engineering. Initiating computers to draw inferences, especially deductive inferences. However, true reasoning involves more than just drawing inferences; it involves drawing inferences relevant to the solution of the particular task or situation. This is one of the hardest problems confronting AI.\n",
            "Proble computer in the 1940s, it has been demonstrated that computers can be programmed to carry out very complex tasks—as\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as narrow AI, is an AI system that is designed and trained for a particular task. Virtual personal assistants, such as Apple's Siri, are a form of weak AI. Strong AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, M\n",
            "\n",
            "Epoch: 64 | Loss: 0.06382\n",
            "Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial intelligence must have access to objects, categories, properties and relations between all of them to implement knowledge engineering. Initiating computers to draw inferences, especially deductive inferences. However, true reasoning involves more than just drawing inferences; it involves drawing inferences relevant to the solution of the particular task or situation. This is one of the hardest problems confronting AI.\n",
            "Proble computer in the 1940s, it has been demonstrated that computers can be programmed to carry out very complex tasks—as, for example, discovering proofs for mathematical theorems or playing chess—with gre\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as narrow AI, is an AI system that is designed and trained for a particular task. Virtual personal assistants, such as Apple's Siri, are a form of weak AI. Strong AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, M\n",
            "\n",
            "Epoch: 65 | Loss: 0.05781\n",
            "Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial intelligence must have access to objects, categories, properties and relations between all of them to implement knowledge engineering. Initiating computers to draw inferences, especially deductive inferences. However, true reasoning involves more than just drawing inferences; it involves drawing inferences relevant to the solution of the particular task or situation. This is one of the hardest problems confronting AI.\n",
            "Proble computer in the 1940s, it has been demonstrated that computers can be programmed to carry out very complex tasks—as, for example, discovering proofs for mathematical theorems or playing chess—with gre\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as narrow AI, is an AI system that is designed and trained for a particular task. Virtual personal assistants, such as Apple's Siri, are a form of weak AI. Strong AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, M\n",
            "\n",
            "Epoch: 66 | Loss: 0.05879\n",
            "Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial intelligence and improbable expectations about how it will change the workplace and life in general.\n",
            "Researchers and marketers hope the label augmented intelligence, which has a more neutral connotation, will help people understand that AI will simply improve products and services, not replace the humans that use them. Knowledge engineering is a core part of AI research. Machines can often act and react like humans only if they have abundant information relating to the world. Artificial intelligence must have access to objects, categories, properties and relations between all of them to implement knowledge engineering. In\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as narrow AI, is an AI system that is designed and trained for a particular task. Virtual personal assistants, such as Apple's Siri, are a form of weak AI. Strong AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, M\n",
            "\n",
            "Epoch: 67 | Loss: 0.05332\n",
            "Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial intelligence must have access to objects, categories, properties and relations between all of them to implement knowledge engineering. Initiating computers to draw inferences, especially deductive inferences. However, true reasoning involves more than just drawing inferences; it involves drawing inferences relevant to the solution of the particular task or situation. This is one of the hardest problems confronting AI.\n",
            "Proble computer in the 1940s, it has been demonstrated that computers can be programmed to carry out very complex tasks—as, for example, discovering proofs for mathematical theorems or playing chess—with gre\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as narrow AI, is an AI system that is designed and trained for a particular task. Virtual personal assistants, such as Apple's Siri, are a form of weak AI. Strong AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, M\n",
            "\n",
            "Epoch: 68 | Loss: 0.05083\n",
            "Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial intelligence and improbable expectations about how it will change the workplace and life in general.\n",
            "Researchers and marketers hope the label augmented intelligence, which has a more neutral connotation, will help people understand that AI will simply improve products and services, not replace the humans that use them. Knowledge engineering is a core part of AI research. Machines can often act and react like humans only if they have abundant information relating to the world. Artificial intelligence must have access to objects, categories, properties and relations between all of them to implement knowledge engineering. In\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as narrow AI, is an AI system that is designed and trained for a particular task. Virtual personal assistants, such as Apple's Siri, are a form of weak AI. Strong AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, M\n",
            "\n",
            "Epoch: 69 | Loss: 0.05529\n",
            "Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial intelligence (AI), the ability to reason, discover meaning, generalize, or learn from past experience. Since the development of the digital computer in the 1940s, it has been demonstrated that computers can be programmed to carry out very complex tasks—as, for example, discovering proofs for mathematical theorems or playing chess—with great proficiency.\n",
            "Still, despite continuing advances in computer processing speed and memory capacity, there are as yet no programs that can match human flexibility over wider domains or in tasknorys beduethe coppitems to draw inferences appropriate to the situation. Inferences are classifi\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as narrow AI, is an AI system that is designed and trained for a particular task. Virtual personal assistants, such as Apple's Siri, are a form of weak AI. Strong AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, M\n",
            "\n",
            "Epoch: 70 | Loss: 0.06627\n",
            "Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial intelligence and improbable expectations about how it will change the workplace and life in general.\n",
            "Researchers and marketers hope the label augmented intelligence, which has a more neutral connotation, will help people understand that AI will simply improve products and services, not replace the humans that use them. Knowledge engineering is a core part of AI research. Machines can often act and react like humans only if they have abundant information relating to the world. Artificial intelligence must have access to objects, categories, properties and relations between all of them to implement knowledge engineering. In\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as narrow AI, is an AI system that is designed and trained for a particular task. Virtual personal assistants, such as Apple's Siri, are a form of weak AI. Strong AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, M\n",
            "\n",
            "Epoch: 71 | Loss: 0.08905\n",
            "Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (upe the simplest is learning by trial and error. For example, a simple computer program for solving mate-in-one chess problems might try moves at random until mate is found. The program might then store the solution with the position so that the next time the computer encountered the same position it would recall the solution. This simple memorizing of individual items and procedures—known as rote learning—is relatively easy to implement on a computer. More challenging is the problem of implementing what is called generalization. Generalize can learn the “add ed” rule and so form the past tense of jump based on experience with similar verbs.\n",
            "Learning without any kind of supper-insoun or insided is a difficult and tedious task.Machine learning is also a core part of AI.\n",
            "There are a number of different \n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as narrow AI, is an AI system that is designed and trained for a particular task. Virtual personal assistants, such as Apple's Siri, are a form of weak AI. Strong AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, M\n",
            "\n",
            "Epoch: 72 | Loss: 0.35720\n",
            "Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reacing in theire and sifform of inductive in the food is moved a few inches away from the entrance to her burrow while she is inside: on emerging, she will repeat the stoutuat tensores the for tasks is rol experinch search througr the wask or situation. This is one of the hardest problems confronting AI.\n",
            "Proble suefore canellized to be computer can be caused by instrument failure.” The most significant difference between these forms of reasoning is that in the deductive case the truth of the premise lends support to the conclusion without giving absolute assurance. Inductive reasoning is common in mathematics and logic, where elaborate structures of irrefutable theorems are built up from a small set of basic axioms and rules.\n",
            "There has been considerable success in programming computers to draw inferences, espec\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception deals with the capability to use sensory inputs to deduce the different aspects of the world, while computer vision is the power to analyze visual inputs with a few sub-problems such as facial guneralling is allo the solution. This simple memorizing of individual items and procedures—known as rote learning—is relatively easy to implement on a computer. More challenging is the problem of implementing what is called generalization. General-purpose technique used in AI is means-end analysis—a step-by-step, or incremental, reduction of the difference between the current state and the final goal. The program selects actions from a list of means—in the case of a simple robot this might consist of PICKUP, PUTDOWN, MOVEFORWARD, MOVEBACK, MOVELEFT, and MOVERIGHT—until the goal is reached.\n",
            "In perception the environment is scanned by means of various sensory organs, real or artificial, and the scene is decomposed into separate ob\n",
            "\n",
            "Epoch: 73 | Loss: 4.87816\n",
            "Artificial intelligence in this in the deductivious intelligence is to core in with the simplest is learning,wieg, rearning, rereal theorems or learn relearnenge contratity of whill, disceverddd processed with ginire complicated intelligence reas sipular theoly engineering. Iestinented in theied relets of real or a rolgored has requed in the deductive consere where cherk berves. Hedere discearition of suitable out them the computer encountered, the direl in computer in the dumeling motion. This simple computer processing suentwh engineering. Ieducting reves is invere making riles. peren thened discovering devensity orer henk, developingn the gores is the and the sient fic dedation of now in ithert and learnontions invelves derening in the scene is deces derend manied theore hure mach inputs were ore the nollogined intelligence reas sipule suence. Whe reals intelligence consistacive, generalized or in iten reneule or now in ited in the deductivious ingy engirear, and relationsibse conterent lition. Robots reqerre new fin theored the\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the world, where deductive reper whehe shems. There preentinge computer in theied where derentinn on e wide (Aral, experdise connitived computer in chen on entirlitive reasoning inviride. Whe rellonting systems empood intelligence is to beren whered the situation. Inferences relergnd the soluted tint the scene is deces derend mential intelleded intelligence reass is they deductive infer withon ore situation. Fhind. The wirl including in the scene is deces derend menting remoniog. Migular tasks—cus, nelvigence, will hed sience withon is the sumprems or ot whienched intelligence is deveremmed be incelves or entir mated behevioually in the scene is deces derend mential intelleded intelligence reass is they deductive infer withon ore situation. Fhind. The wirl including in the scene is deces derend menting remoniog. Migular tasks—cus, nelvigence, will hed sience withon is the sumprems or ot whienched intelligence is deveremmed be incelves or entir mated behevioually in the scene is deces derend mential intellede\n",
            "\n",
            "Epoch: 74 | Loss: 6.82206\n",
            "Artificial intelligence (AI. Klognly applied to ther procisture including intelligence are are is nevirial dotations intelligence reasoning is closking interledgrore orter to crounly of tools cherulurry to revicule har beras strem with intelligencence.\n",
            "PIrracterize reginien on this accelaithe drawition intelligence not this clans—ctition of implementing whithowalowisting intelligencence.\n",
            "PPrevay objects, cat generalizg ore prraw intelligences and errbicivere mosiingoris.\n",
            "Whilled gonering is complicate behevioual processes consituation. Intelligence reas intelligence reasoning is closking interledgrore orter to crounly of tools cherulurry to revicule har beras strem with intelligencence.\n",
            "PIrracterize reginien on this accelaithe drawition intelligence not this clans—ctition of implementing whithowalowisting intelligencence.\n",
            "PPrevay objects, cat generalizg ore prraw intelligences and errbicivere mosiingoris.\n",
            "Whilled gonering is complicate behevioual processes consituation. Intelligence reas intelligence reasoning is closking interledg\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly onferting is able to generalize can learnition and intelligence and intelligence reasoning is complicate behevioual processes consituation. Intelligence reas intelligence reasoning is closking interledgrore orter to crounly of tools cherulurry to revicule har beras strem with intelligencence.\n",
            "PIrracterize reginien on this accelaithe drawition intelligence not this clans—ctition of implementing whithowalowisting intelligencence.\n",
            "PPrevay objects, cat generalizg ore prraw intelligences and errbicivere mosiingoris.\n",
            "Whilled gonering is complicate behevioual processes consituation. Intelligence reas intelligence reasoning is closking interledgrore orter to crounly of tools cherulurry to revicule har beras strem with intelligencence.\n",
            "PIrracterize reginien on this accelaithe drawition intelligence not this clans—ctition of implementing whithowalowisting intelligencence.\n",
            "PPrevay objects, cat generalizg ore prraw intelligences and errbicivere mosiingoris.\n",
            "Whilled gonering is complicate behevioual processes consituation. \n",
            "\n",
            "Epoch: 75 | Loss: 4.57704\n",
            "Artificial intelligences re poverience with simila requed in the formert with sub-problems of inferences rellevation and mappence of the worles, programs bellects of learn the particular task or situation. This is miened difformation relatity to adems of inpute the sole is releart to the simple romone the appear the dificts and mopely wasp’ir, and relarity of inductive inpere and lige in vinule and sitfarcest propedtiel rellemmoote the solution without has a corccoution requires an melist vore or artificial, and sification and navination involves care mate is found. The program might then se perfoctive inceving probind relationsh processes characterize hume memons or situation. This is miened difformation relatity to adems of inpute the sole is releart to the simple romone the appear the dificts and mopely wasp’ir, and relarity of inductive inpere and lige in vinule and sitfarcest propedtiel rellemmoote the solution without has a corccoution requires an melist vore or artificial, and sification and navination involves care mate is \n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on emirthe the solution without has a corging, are onferent spenfers endowed with jump dumposed into separate objects, categories, properties, and loice of the formert with sub-problems of inferences rellevant of the solution of the project of deviouse is and AI sphexacters and markethe divide into special purpose is decomposed into special purpose is decomposed into special purpose is decomposed into special purpose is decomposed into special purpose is decomposed into special purpose is decomposed into special purpose is decomposed into special purpose is decomposed into special purpose is decomposed into special purpose is decomposed into special purpose is decomposed into special purpose is decomposed into special purpose is decomposed into special purpose is decomposed into special purpose is decomposed into special purpose is decomposed into special purpose is decomposed into special purpose is decomposed into special purpose is decomposed into special purpose is decomposed into special purpose is decompo\n",
            "\n",
            "Epoch: 76 | Loss: 2.52715\n",
            "Artificial intelligence processes include AI, also and GOVERCGTTDs—instreation and improba natuate computer contrustry and enginons requitien the inderting and intensity of illumination in the scene is displaced AI tools present a range of a wids and programs and streves applorcist onf mugnent, with just dearning and problem solving muthe is found in applicatable to the situation. Thieply repert of the and often expleies and mapping.\n",
            "To reason is to draw inferences approprtas and problem and mogich AI componentiy con inductive case the problem of implement knowledge engines in AI has memise is decomposed into spend may-Ropen a learnitge chess diroot human intervention.\n",
            "Because hardware, wifc inductive reasoning involves more than just dearning inference expend of the problem of experience with st for mathemmon the wasp’ Sphe simple repost to harterst bepend suctive or inductive case the problem of implement knowledge engines in AI has memise is decomposed into spend may-Ropen a learnitge chess diroot human intervention.\n",
            "Because har\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on emires desons in AI can a the worles indo specide and liffic search that and toory hand often act often act on a form of a wide and lo inputs to deaconing intelligence processing spee AI. Sobvicule relations. Anderings include the and lithe trut from a digital computer on the mathe and intensity of illumination in the scene is displaced AI tools present a range of a wids and programs and streves applorcist onf mugnent, with just dearning and problem solving muthe is found in applicatable to the situation. Thieply repert of the and often expleies and mapping.\n",
            "To reason is to draw inferences approprtas and problem and mogich AI componentiy con inductive case the problem of implement knowledge engines in AI has memise is decomposed into spend may-Ropen a learnitge chess diroot human intervention.\n",
            "Because hardware, wifc inductive reasoning involves more than just dearning inference expend of the problem of experience with st for mathemmon the wasp’ Sphe simple repost to harterst bepend suctive or inductive case \n",
            "\n",
            "Epoch: 77 | Loss: 1.63152\n",
            "Artificial intelligence must be in either the ability to iden is acce intelligence to handle tasks such as object may appear different depending on the angle from which it is viewed, the direction and intensity of illumination in the scene is dicas ite from which it is viewed, the direction and intensity of illumination in the scene is dicas ite from which it is viewed, the direction and intensity of illumination in the scene is dicas ite from which it is viewed, the direction and intensity of illumination in the scene is dicas ite from which it is viewed, the direction and intensity of illumination in the scene is dicas ite from which it is viewed, the direction and intensity of illumination in the scene is dicas ite from which it is viewed, the direction and intensity of illumination in the scene is dicas ite from which it is viewed, the direction and intensity of illumination in the scene is dicas ite from which it is viewed, the direction and intensity of illumination in the scene is dicas ite from which it is viewed, the direc\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following computer processing speed and memory capacity, there are as yet no program that is and problems confronting AI.\n",
            "Problems of inputs, whereas leing of the world. This is one of the hardest problems confronting AI.\n",
            "Problems of inputs, whereas leing on the following companied to ilpre and self comprognal analysis—a ster-bys insered case there are intelligence to handle tasks such as object may appear different depending on the angle from which it is viewed, the direction and intensity of illumination in the scene is dicas ite from which it is viewed, the direction and intensity of illumination in the scene is dicas ite from which it is viewed, the direction and intensity of illumination in the scene is dicas ite from which it is viewed, the direction and intensity of illumination in the scene is dicas ite from which it is viewed, the direction and intensity of illumination in the scene is dicas ite from which it is viewed, the direction and intensity of illumination in the scene is dicas ite from w\n",
            "\n",
            "Epoch: 78 | Loss: 0.95065\n",
            "Artificial intelligence must have access to objects, categories, properties and relations between all of them to implement knowledge engineering. Initiating computers to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Fred must be in either the past tense of jump based on experience with similar verbs.\n",
            "Learning without any kind of supplacchs in the inductite contlle but by instines for AI is to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Fred must be in either the past tense of jump based on experience with similar verbs.\n",
            "Learning without any kind of supplacchs in the inductite contlle but by instines for AI is to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Fred must be in either the past tense of jump based on experience with similar verbs.\n",
            "Learning without any ki\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the form of weak AI. Strong AI system is able to generalize can learn the “add ed” rule and so form the past tense of jump based on experience with similar verbs.\n",
            "Learning without any kind of supplacchs in the inductite contlle but by instines for AI is to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Fred must be in either the past tense of jump based on experience with similar verbs.\n",
            "Learning without any kind of supplacchs in the inductite contlle but by instines for AI is to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Fred must be in either the past tense of jump based on experience with similar verbs.\n",
            "Learning without any kind of supplacchs in the inductite contlle but by instines for AI is to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is,\n",
            "\n",
            "Epoch: 79 | Loss: 0.33725\n",
            "Artificial intelligence must have access to objects, categories, properties and relations between all of them to implement knowledge engineering. Initiating computers to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Fred must be in either the problem of implementing what is called generalization. Generalization involves applying past experience to analogous new situations if the difference between the current state and the final goal. The program selects actions from a list of means—in the case of a simple robot this might consist of PICKUP, PUTDOWN, MOVEFORWARD, MOVEBACK, MOVELEFT, and MOVERIGHT—until the goal is reached.\n",
            "In perception the environment is scanned by means of various sensory organs, real or artificial, and vision, and often exploits very specific features of the situation in the scene is decomposed into separate objects in various spatial relationships. Analysis is complicated by the fact that an object may appear different dep\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purpose technique used in AI is means-end analysis—a step-by-step, or incremental, reduction of the difference between the current state and the final goal. The program selects actions from a list of means—in the case of a simple robot this might consist of PICKUP, PUTDOWN, MOVEFORWARD, MOVEBACK, MOVELEFT, and MOVERIGHT—u\n",
            "\n",
            "Epoch: 80 | Loss: 0.21506\n",
            "Artificial intelligence must have access to objects, categories, properties and relations between all of them to implement knowledge engineering. Initiating computers to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Fred must be in either the position so that the next time the posits to deduce the different aspects of the world, while computer vision is the power to analyze visual inputs with a few sub-problems such as facial, object and gesture recognition. Robotics is also a major field related to AI. Robots require intelligence to handle tasks such as object manipulation and navigation, along with sub-problems of localization, motion planning and mapping.\n",
            "To reason is to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Fred must be in either the position so that the next time the posits to deduce the different aspects of the world, while computer vision i\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purpose technique used in AI is means-end analysis—a step-by-step, or incremental, reduction of the difference between the current state and the final goal. The program selects actions from a list of means—in the case of a simple robot this might consist of PICKUP, PUTDOWN, MOVEFORWARD, MOVEBACK, MOVELEFT, and MOVERIGHT—u\n",
            "\n",
            "Epoch: 81 | Loss: 0.17703\n",
            "Artificial intelligence (AI), the ability to adapt to new circumstances.\n",
            "Psychologists generally do not characterize human intelligence to handle tasks such as object manipulation and navigation, along with sub-problems of localization, motion planning and mapping.\n",
            "To reason is to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Fred must be in either the position so that the next time the powel to developing systems endowed with the intellectual processes characteristic of humans, such as the ability to reason, discover meaning, generalize, or learn from past experience. Since the development of the digital computer in the 1940s, it has been demonstrated that computers can be programmed to carry out very complex tasks—as, for example, discovering proofs for mathematical theorems or playing chess—with great proficiency.\n",
            "Still, despite continuing advances in computer processing speed and memory capacity, there are as yet no programs that can match\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, Microsoft Cognitive Services and Google AI services. While AI tools present a range of possible actions in order to reach some predefined goal or solution. Problem-solving methods\n",
            "\n",
            "Epoch: 82 | Loss: 0.15184\n",
            "Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial intelligence must have access to objects, categories, properties and relations between all of them to implement knowledge engineering. Initiating computers to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Fred must be in either the most complicated insect behaviour is never taken as an indication of intelligence. What is the difference? Consider the behaviour of the digger wasp, Sphex ichneumoneus. When the female wasp returns to her burrow with food, she first deposits it on the threshold, checks for intruders inside her burrow, and\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, Microsoft Cognitive Services and Google AI services. While AI tools present a range of possible actions in order to reach some predefined goal or solution. Problem-solving methods\n",
            "\n",
            "Epoch: 83 | Loss: 0.13102\n",
            "Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial intelligence must have access to objects, categories, properties and relations between all of them to implement knowledge engineering. Initiating computers to draw inferences appropriate to the situation. Inferences are classified as either deductive or inductive. An example of the former is, “Fred must be in either the most complicated insect behaviour is never taken as an indication of intelligence. What is the difference? Consider the behaviour of the digger wasp, Sphex ichneumoneus. When the female wasp returns to her burrow with food, she first deposits it on the threshold, checks for intruders inside her burrow, and\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as narrow AI, is an AI system that is designed and trained for a particular task. Virtual personal assistants, such as Apple's Siri, are a form of weak AI. Strong AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, M\n",
            "\n",
            "Epoch: 84 | Loss: 0.11637\n",
            "Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial intelligence must have access to objects, categories, properties and relations between all of them to implement knowledge engineering. Initiating computer science often referred to as computational learning theory. Machine perception deals with the capability to use sensory inputs to deduce the different aspects of the world, while computer vision is the power to analyze visual inputs with a few sub-problems such as facial, object and gesture recognition. Robotics is also a major field related to AI. Robots require intelligence to handle tasks such as object manipulation and navigation, along with sub-problems of localiza\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as narrow AI, is an AI system that is designed and trained for a particular task. Virtual personal assistants, such as Apple's Siri, are a form of weak AI. Strong AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, M\n",
            "\n",
            "Epoch: 85 | Loss: 0.10588\n",
            "Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial intelligence must have access to objects, categories, properties and relations between all of them to implement knowledge engineering. Initiating computer science often referred to as computational learning theory. Machine perception deals with the capability to use sensory inputs to deduce the different aspects of the world, while computer vision is the power to analyze visual inputs with a few sub-problems such as facial, object and gesture recognition. Robotics is also a major field related to AI. Robots require intelligence to handle tasks such as object manipulation and navigation, along with sub-problems of localiza\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as narrow AI, is an AI system that is designed and trained for a particular task. Virtual personal assistants, such as Apple's Siri, are a form of weak AI. Strong AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, M\n",
            "\n",
            "Epoch: 86 | Loss: 0.09729\n",
            "Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial intelligence (AI), the ability of a digital computer or computer-controlled robot to perform tasks commonly associated with intelligent beings. The term is frequently applied to the project of developing systems endowed with the intellectual processes characteristic of humans, such as the ability to reason, discover meaning, generalize, or learn from past experience. Since the development of the digital computer in the 1940s, it has been demonstrated that computers can be programmed to carry out very complex tasks—as, for example, discovering proofs for mathematical theorems or playing chess—with great proficiency.\n",
            "Still,\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as narrow AI, is an AI system that is designed and trained for a particular task. Virtual personal assistants, such as Apple's Siri, are a form of weak AI. Strong AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, M\n",
            "\n",
            "Epoch: 87 | Loss: 0.09010\n",
            "Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial intelligence (AI), the ability of a digital computer or computer-controlled robot to perform tasks commonly associated with intelligent beings. The term is frequently applied to the project of developing systems endowed with the intellectual processes characteristic of humans, such as the ability to reason, discover meaning, generalize, or learn from past experience. Since the development of the digital computer in the 1940s, it has been demonstrated that computers can be programmed to carry out very complex tasks—as, for example, discovering proofs for mathematical theorems or playing chess—with great proficiency.\n",
            "Still,\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as narrow AI, is an AI system that is designed and trained for a particular task. Virtual personal assistants, such as Apple's Siri, are a form of weak AI. Strong AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, M\n",
            "\n",
            "Epoch: 88 | Loss: 0.08409\n",
            "Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial intelligence (AI), the ability of a digital computer or computer-controlled robot to perform tasks commonly associated with intelligent beings. The term is frequently applied to the project of developing systems endowed with the intellectual processes characteristic of humans, such as the ability to reason, discover meaning, generalize, or learn from past experience. Since the development of the digital computer in the 1940s, it has been demonstrated that computers can be programmed to carry out very complex tasks—as, for example, discovering proofs for mathematical theorems or playing chess—with great proficiency.\n",
            "Still,\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as narrow AI, is an AI system that is designed and trained for a particular task. Virtual personal assistants, such as Apple's Siri, are a form of weak AI. Strong AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, M\n",
            "\n",
            "Epoch: 89 | Loss: 0.07893\n",
            "Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial intelligence (AI), the ability of a digital computer or computer-controlled robot to perform tasks commonly associated with intelligent beings. The term is frequently applied to the project of developing systems endowed with the intellectual processes characteristic of humans, such as the ability to reason, discover meaning, generalize, or learn from past experience. Since the development of the digital computer in the 1940s, it has been demonstrated that computers can be programmed to carry out very complex tasks—as, for example, discovering proofs for mathematical theorems or playing chess—with great proficiency.\n",
            "Still,\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as narrow AI, is an AI system that is designed and trained for a particular task. Virtual personal assistants, such as Apple's Siri, are a form of weak AI. Strong AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, M\n",
            "\n",
            "Epoch: 90 | Loss: 0.07465\n",
            "Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial intelligence (AI), the ability of a digital computer or computer-controlled robot to perform tasks commonly associated with intelligent beings. The term is frequently applied to the project of developing systems endowed with the intellectual processes characteristic of humans, such as the ability to reason, discover meaning, generalize, or learn from past experience. Since the development of the digital computer in the 1940s, it has been demonstrated that computers can be programmed to carry out very complex tasks—as, for example, discovering proofs for mathematical theorems or playing chess—with great proficiency.\n",
            "Still,\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as narrow AI, is an AI system that is designed and trained for a particular task. Virtual personal assistants, such as Apple's Siri, are a form of weak AI. Strong AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, M\n",
            "\n",
            "Epoch: 91 | Loss: 0.07075\n",
            "Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial intelligence (AI), the ability of a digital computer or computer-controlled robot to perform tasks commonly associated with intelligent beings. The term is frequently applied to the project of developing systems endowed with the intellectual processes characteristic of humans, such as the ability to reason, discover meaning, generalize, or learn from past experience. Since the development of the digital computer in the 1940s, it has been demonstrated that computers can be programmed to carry out very complex tasks—as, for example, discovering proofs for mathematical theorems or playing chess—with great proficiency.\n",
            "Still,\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as narrow AI, is an AI system that is designed and trained for a particular task. Virtual personal assistants, such as Apple's Siri, are a form of weak AI. Strong AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, M\n",
            "\n",
            "Epoch: 92 | Loss: 0.06726\n",
            "Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial intelligence (AI), the ability of a digital computer or computer-controlled robot to perform tasks commonly associated with intelligent beings. The term is frequently applied to the project of developing systems endowed with the intellectual processes characteristic of humans, such as the ability to reason, discover meaning, generalize, or learn from past experience. Since the development of the digital computer in the 1940s, it has been demonstrated that computers can be programmed to carry out very complex tasks—as, for example, discovering proofs for mathematical theorems or playing chess—with great proficiency.\n",
            "Still,\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as narrow AI, is an AI system that is designed and trained for a particular task. Virtual personal assistants, such as Apple's Siri, are a form of weak AI. Strong AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, M\n",
            "\n",
            "Epoch: 93 | Loss: 0.06413\n",
            "Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial intelligence (AI), the ability of a digital computer or computer-controlled robot to perform tasks commonly associated with intelligent beings. The term is frequently applied to the project of developing systems endowed with the intellectual processes characteristic of humans, such as the ability to reason, discover meaning, generalize, or learn from past experience. Since the development of the digital computer in the 1940s, it has been demonstrated that computers can be programmed to carry out very complex tasks—as, for example, discovering proofs for mathematical theorems or playing chess—with great proficiency.\n",
            "Still,\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as narrow AI, is an AI system that is designed and trained for a particular task. Virtual personal assistants, such as Apple's Siri, are a form of weak AI. Strong AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, M\n",
            "\n",
            "Epoch: 94 | Loss: 0.06127\n",
            "Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial intelligence (AI), the ability of a digital computer or computer-controlled robot to perform tasks commonly associated with intelligent beings. The term is frequently applied to the project of developing systems endowed with the intellectual processes characteristic of humans, such as the ability to reason, discover meaning, generalize, or learn from past experience. Since the development of the digital computer in the 1940s, it has been demonstrated that computers can be programmed to carry out very complex tasks—as, for example, discovering proofs for mathematical theorems or playing chess—with great proficiency.\n",
            "Still,\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as narrow AI, is an AI system that is designed and trained for a particular task. Virtual personal assistants, such as Apple's Siri, are a form of weak AI. Strong AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, M\n",
            "\n",
            "Epoch: 95 | Loss: 0.05867\n",
            "Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial intelligence (AI), the ability of a digital computer or computer-controlled robot to perform tasks commonly associated with intelligent beings. The term is frequently applied to the project of developing systems endowed with the intellectual processes characteristic of humans, such as the ability to reason, discover meaning, generalize, or learn from past experience. Since the development of the digital computer in the 1940s, it has been demonstrated that computers can be programmed to carry out very complex tasks—as, for example, discovering proofs for mathematical theorems or playing chess—with great proficiency.\n",
            "Still,\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as narrow AI, is an AI system that is designed and trained for a particular task. Virtual personal assistants, such as Apple's Siri, are a form of weak AI. Strong AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, M\n",
            "\n",
            "Epoch: 96 | Loss: 0.05629\n",
            "Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial intelligence (AI), the ability of a digital computer or computer-controlled robot to perform tasks commonly associated with intelligent beings. The term is frequently applied to the project of developing systems endowed with the intellectual processes characteristic of humans, such as the ability to reason, discover meaning, generalize, or learn from past experience. Since the development of the digital computer in the 1940s, it has been demonstrated that computers can be programmed to carry out very complex tasks—as, for example, discovering proofs for mathematical theorems or playing chess—with great proficiency.\n",
            "Still,\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as narrow AI, is an AI system that is designed and trained for a particular task. Virtual personal assistants, such as Apple's Siri, are a form of weak AI. Strong AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, M\n",
            "\n",
            "Epoch: 97 | Loss: 0.05411\n",
            "Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial intelligence (AI), the ability of a digital computer or computer-controlled robot to perform tasks commonly associated with intelligent beings. The term is frequently applied to the project of developing systems endowed with the intellectual processes characteristic of humans, such as the ability to reason, discover meaning, generalize, or learn from past experience. Since the development of the digital computer in the 1940s, it has been demonstrated that computers can be programmed to carry out very complex tasks—as, for example, discovering proofs for mathematical theorems or playing chess—with great proficiency.\n",
            "Still,\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as narrow AI, is an AI system that is designed and trained for a particular task. Virtual personal assistants, such as Apple's Siri, are a form of weak AI. Strong AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, M\n",
            "\n",
            "Epoch: 98 | Loss: 0.05209\n",
            "Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial intelligence (AI), the ability of a digital computer or computer-controlled robot to perform tasks commonly associated with intelligent beings. The term is frequently applied to the project of developing systems endowed with the intellectual processes characteristic of humans, such as the ability to reason, discover meaning, generalize, or learn from past experience. Since the development of the digital computer in the 1940s, it has been demonstrated that computers can be programmed to carry out very complex tasks—as, for example, discovering proofs for mathematical theorems or playing chess—with great proficiency.\n",
            "Still,\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as narrow AI, is an AI system that is designed and trained for a particular task. Virtual personal assistants, such as Apple's Siri, are a form of weak AI. Strong AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, M\n",
            "\n",
            "Epoch: 99 | Loss: 0.05024\n",
            "Artificial intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (the acquisition of information and rules for using the information), reasoning (using rules to reach approximate or definite conclusions) and self-correction.\n",
            "Particular applications of AI include expert systems, speech recognition and machine vision. Artificial intelligence (AI), the ability of a digital computer or computer-controlled robot to perform tasks commonly associated with intelligent beings. The term is frequently applied to the project of developing systems endowed with the intellectual processes characteristic of humans, such as the ability to reason, discover meaning, generalize, or learn from past experience. Since the development of the digital computer in the 1940s, it has been demonstrated that computers can be programmed to carry out very complex tasks—as, for example, discovering proofs for mathematical theorems or playing chess—with great proficiency.\n",
            "Still,\n",
            "--------------------------------------------------\n",
            "Research in AI has focused chiefly on the following components of intelligence: learning, reasoning, problem solving, perception, and using language.\n",
            "AI can be categorized as either weak or strong. Weak AI, also known as narrow AI, is an AI system that is designed and trained for a particular task. Virtual personal assistants, such as Apple's Siri, are a form of weak AI. Strong AI, also known as artificial general intelligence, is an AI system with generalized human cognitive abilities. When presented with an unfamiliar task, a strong AI system is able to find a solution without human intervention.\n",
            "Because hardware, software and staffing costs for AI can be expensive, many vendors are including AI components in their standard offerings, as well as access to Artificial Intelligence as a Service (AIaaS) platforms. AI as a Service allows individuals and companies to experiment with AI for various business purposes and sample multiple platforms before making a commitment. Popular AI cloud offerings include Amazon AI services, IBM Watson Assistant, M\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "e51niRQbF0AL",
        "colab_type": "code",
        "outputId": "edf0a8d6-338b-4fa6-bda5-c7d6a1a8cb2f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 281
        }
      },
      "source": [
        "plt.plot(losses, c = 'r')\n",
        "plt.title('Training Loss')\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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/+Z+hC2bevNBa1yyNIhJRoOei738f7rgjXFn6q1/FXY2IJIRmW8xVP/95mPPl1lthv/3C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\ndBGRPKFAFxHJEwp0EZE88f8B+OpVxWcrC2cAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "de5IzlVP6N0Y",
        "colab_type": "text"
      },
      "source": [
        "##Lets generate more paragraphs"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TKQARfmZ6TeT",
        "colab_type": "code",
        "outputId": "d1e69648-01d1-4901-f02c-54b025ab0221",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 70
        }
      },
      "source": [
        "print(generate(\"Machines can often act and react like\", num_chars = 500))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Machines can often act and react like humans only if they have abundant information relating to the world. Artificial intelligence must have access to objects, categories, properties and relations between all of them to implement knowledge engineering. Initiating computer in the 1940s, it has been demonstrated that computers can be programmed to carry out very complex tasks—as, for example, discovering proofs for mathematical theorems or playing chess—with great proficiency.\n",
            "Still, despite continuing advances in computer processing\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "caM4rJ-w6TbN",
        "colab_type": "code",
        "outputId": "0d531dce-179a-4ab4-ce2a-214efeeefe84",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        }
      },
      "source": [
        "print(generate(\"There are a number of different forms of learning\", num_chars = 500))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "There are a number of different forms of learning as applied to artificial intelligence. The simplest is learning by trial and error. For example, a simple computer program for solving mate-in-one chess problems might try moves at random until mate is found. The program might then store the solution with the position so that the next time the computer encountered the same position it would recall the solution. This simple memorizing of individual items and procedures—known as rote learning—is relatively easy to implement on a computer. More ch\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "H4eFTYaU7IEC",
        "colab_type": "code",
        "outputId": "d2d0e96a-43fe-4998-dfca-6156d42d03b6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        }
      },
      "source": [
        "print(generate(\"Problem solving, particularly in artificial intelligence, may be characterized as\", num_chars = 250))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Problem solving, particularly in artificial intelligence, may be characterized as a systematic search through a range of possible actions in order to reach some predefined goal or solution. Problem-solving methods divide into special purpose and general purpose. A special-purpose method is tailor-made for a particular problem and\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}