Lectures

https://www.youtube.com/playlist?list=PLzvYlJMoZ02Dxtwe-MmH4nOB5jYlMGBjr

Reinforcement Learning By the Book

 

https://www.youtube.com/playlist?list=PLwRJQ4m4UJjNymuBM9RdmB3Z9N5-0IlY0

Foundations of Deep RL -- 6-lecture series by Pieter Abbeel

 

* DeepMind 와 Pieter Abbeel 교수님의 lecture 강추. RL을 공부한다면 필수 시청 

 

* Mutual Information youtube series는 simulation을 시각적으로 정말 잘 보여줌. 

 

https://www.youtube.com/playlist?list=PL_iWQOsE6TfVYGEGiAOMaOzzv41Jfm_Ps

CS 285: Deep RL, 2023

 

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Lecture 1: MDPs and Exact Solution Methods

https://www.dropbox.com/scl/fi/rvbpc40ozhstnwhk7h5b7/l1-mdps-exact-methods.pdf?rlkey=5bibe5t8cqmpm9dhth969iiq6&e=1&dl=0

 

Lecture 2: 

https://www.dropbox.com/scl/fi/h8he4egdku0wmpdgfxodk/l2-deep-q-learning.pdf?rlkey=u0lquk5267s4tt20q0mwmetp4&e=1&dl=0

 

Lecture 3:

https://www.dropbox.com/scl/fi/htn2r6ac807oluoxeihdt/l3-policy-gradient-and-advantage-estimation.pdf?rlkey=26hsbd5qvthb8ozq53vdfjrr4&e=1&dl=0

 

Lecture 4:

https://www.dropbox.com/scl/fi/z0ev7f53yoyilrkfl9jck/l4-TRPO-PPO.pdf?rlkey=1y8f0am0bpqyxysxq3adnkobu&e=1&dl=0

 

Lecture 5:

https://www.dropbox.com/scl/fi/302ef41a9929yvtedc77l/l5-DDPG-SAC.pdf?rlkey=xc21zgliwfjynjse1je8oo6mx&e=1&dl=0

 

Lecture 6:

https://www.dropbox.com/scl/fi/pnv0k74lbajh2uahoegwr/l6-model-based-rl.pdf?rlkey=psemgw6b6a4c4owmc16liyba0&e=1&dl=0

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