This repo contains several implementations of basic ML algorithms in pure NumPy, compared with counterpart implementations from widely used libraries. The implemented algorithms include
- Logistic regression
- Linear regression
- SVM
- KNN, PCA
- backpropagation, RMS, Adam optimizer.