AI/ML DEMO is an interactive web tool that helps users to explore and gain hands-on-experience in essential concepts in machine learning. This web tool offers feature space and hyperparameter manipulation allowing users to explore various concepts in machine learning including training/test data distribution, under/over fitting, the bias/variance trade-off, neural networks, performance metrics, etc. By interactively engaging with these concepts, non-experts can deepen their understanding and gain practical insights into the world of machine learning.

Below illustrates some example concepts based on user-selected training/test data points

Linear Discriminant Analysis (High Bias)

Neural Network (High Variance)

Neural Network (Larger Pool of Training Data)

Quadratic Discriminant Analysis

Jacob McIntosh

Python 3.10 or higher

Ubuntu 18.04

1. pip install -r requirements.txt
2. cd src
3. python manage.py collectstatic
4. python manage.py runserver 0.0.0.0:8000
5. Open host ip address:8000 on browser