AI/ML Teaching

Supervised Learning

Linear regression

Lec: [pdf]

Code: [code] [naive code]

Logistic regression

Lec: [pdf]

Code: [code]

Image classification

Lec: [pdf]

Code: [code]

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Reinforcement learning

Markov Decision Process & Bellman Equation

Lec: [pdf]

Policy Iteration & Value Iteration

Lec: [pdf]

Code: [code]

Model-free RL

Lec: [pdf]

Code: [code]

Deep Reinforcement Learning

Lec: [pdf]

Policy-gradient

Lec: [pdf]

Code: [code(REINFORCE)] [code(ActorCritic)]