Collection of algorithms from scratch in operation research, machine learning, discrete math, statistics. Use only R / Python (numpy, scipy).
For theoretical part, check my blogs:
- Logistic Regression
- Linear Regression
- Decision Tree for Regression
- Decision Tree for Classification
- Bagging Trees and Random Forest
- Support Vector Machines
This list is to be continued!