Lecture notes for courses Advanced machine learning (딥러닝 시대에도 필요한 고급기계학습).

• Graphical Model(GM)

  Probability, Conditional Probability, Bayesian Reasoning, Independence

• Bayesian Network Overview

  Probabilistic Reasoning, Bayesian Network

• Non-Linear SVM

  Non-Linear SVM, Kernel Trick

• Gaussian Process

  Gaussian Distribution, Covariance Matrix, Gaussian Process