This repository provides pure-Python/NumPy/PyTorch implementations of common machine learning algorithms covering statistical learning, deep learning, and reinforcement learning. Each algorithm is encapsulated as a class with fit, predict, and score methods following a scikit-learn-like API pattern. It serves as a learning resource for understanding ML fundamentals through well-documented, annotated code.