This package should contain all code and data necessary to run all of the expierments for assignment 1.
Credit to cmaron (https://github.com/cmaron) for sharing his code.
This assignment uses two datasets, which can be downloaded:
Credit Card Default: ([https://www.kaggle.com/uciml/default-of-credit-card-clients-dataset ])(https://www.kaggle.com/uciml/default-of-credit-card-clients-dataset) Pen Digits Recognition: ([https://archive.ics.uci.edu/ml/datasets/Pen-Based+Recognition+of+Handwritten+Digits]) (https://archive.ics.uci.edu/ml/datasets/Pen-Based+Recognition+of+Handwritten+Digits)
- Requirements are outlined in requirements.txt, this project uses Python 3.
If a python virtual environment has been setup for the project, a simple pip install -r requirements.txt should take care of the required packages.
2. You're set, read the next sections in order to be able to run any of the experiments.
## Run
python run_experiment.py -h
usage: run_experiment.py [-h] [--threads THREADS] [--seed SEED] [--ann] [--boosting] [--dt] [--knn] [--svm] [--all] [--verbose]
Perform some SL experiments
optional arguments: -h, --help show this help message and exit --threads THREADS Number of threads (defaults to 1, -1 for auto) --seed SEED A random seed to set, if desired --ann Run the ANN experiment --boosting Run the Boosting experiment --dt Run the Decision Tree experiment --knn Run the KNN experiment --svm Run the SVM experiment --all Run all experiments --verbose If true, provide verbose output
## Example
To run for example, ANN, use the following command.
python run_experiment.py -ann