README.md

MLDemos

Interactive ML Demos

• Data Generating Distributions Demo
• Interactive OLS Linear Regression Demo
• Interactive OLS Linear Regression Demo with Polynomial Basis Expansion
• Bayesian Linear Regression Demo with Metropolis-Hastings Sampler
• Interactive Linear Classifier Demo
• Interactive Linear Classifier with Polynomial Basis Expansion Demo
• Interactive Gradient Explorer Demo
• Numerical Optimization Demo
• Support Vector Regressor Demo
• Support Vector Classifier Demo
• Subgradient Descent Demos.
• Neural Network Classifier Demo
• Mixture Models Demo
• Factor Analysis
• Linear Autoencoders
• Variational Autoencoders

Tutorials

• NumPy Crash Course
• PyTorch Crash Course