Machine Learning

KNNs & Model Selection

Regressions

MLE and Regularization

Naive Bayes and Discriminant Analysis

Recommender System

Unsupervised Learning: Clustering

Unsupervised Learning: Dimensionality Reduction

Ensemble Methods

SVMs

Kernels

Learning Theory

Gaussian Process

Adaptive Basis Function Models

Probabilistic Graphical Models