ML Notes

Contents

Review of Linear Algebra

Linear Regression

Review of Probability

Bayesian Classifier

MAP, MLE

Linear Discriminant Analysis

Gaussian Mixture Model & EM

Kernel Density Estimation- Non-Parametric

Logistic Regression

Softmax Regression (Multinomial Logistic Regression)

k-NN

Clustering

SVM

PCA/Dimension Reduction

Decision Tree

HMM

Ensemble

Reference

[TAMU] https://psi.engr.tamu.edu/courses/

[VT] https://filebox.ece.vt.edu/~jbhuang/teaching/ECE5424-CS5824/sp19/

[패] 패턴인식 개론, MATLAB, 한학용

[오] 패턴인식, 오일석

[오2] 기계학습, 오일석

[H] Math for Machine Learning, Richard Han