Links:
Overview
Nearest Neighbors
Linear Regression
Gradient Descent and SGD
Model Selection
Logistic Regression
Classification
SVMs
Kernel Machines
Neural Networks
ConvNets, RNNs
PCA
Clustering
Reinforcement Learning
Misc Topics