Educational repository containing Python implementations of popular machine learning algorithms without relying on third-party ML libraries. Each algorithm includes interactive Jupyter Notebook demonstrations that allow users to experiment with training data and configurations directly in a browser. The focus is on understanding the underlying mathematics behind each algorithm rather than using high-level library calls.