Machine Learning from First Principle

A repository to derive all machine learning and deep learning algorithms from first principle.

While there are a myriad of libraries available today, I want to make sure that I understand all of the algorithms fully so that my solutions are robust to changes.

All of the algorithm derivations will be done in Python using Jupyter Notebook.

To Do

K-Means

Naive Bayes

Perceptron

Multi-layer Perceptron

Support Vector Machine

Random Forest