Linear Regression
Linear Regression 2
Linear Classification
Convex Optimization & SVM
K-means & MoG Clustering
model evaluation and regularization
information theory
MLE and MAP
Decision Tree and Random Forest
SVD
Dimensional Reduction
Neural Network and Backpropagation
Posterior Predictive
image convolution
cnn