/reinforcement-learning-lectures

Reinforcement Learning lectures from world wide universities

Primary LanguagePython

Here list some courses that teach reinforcement learning.

CodeOrganizationLecture NameSemester & Link & Instructor
AAAI-10 TutorialReinforcement Learning Algorithms for MDPsJuly 11, 2010(Csaba Szepesvári, Rich Sutton)
GithubIntro to Reinforcement Learningzhoubolei/introRL(Bolei Zhou)
RLChinaReinforcement Learning China Summer School2021, 2020(Various reporters)
SJTUMulti-Agent Reinforcement Learning TutorialOct. 14-15, 2018(Jun Wang)
UCLReinforcement LearningAdvanced Topics 2015(David Silver)
10703CMUDeep Reinforcement Learning and ControlFall 2018(Katerina Fragkiadaki, Tom Mitchell)
CMPSCI 687University of MassachusettsReinforcement LearningSpring 2006(Andrew Barto)
CMPUT 499/609University of AlbertaReinforcement Learning in Artificial IntelligenceSpring 2006
COMS E6998.001Columbia UniversityBandits and Reinforcement LearningFall 2017(Alekh Agarwal, Alex Slivkins)
CS234StanfordReinforcement LearningWinter 2020(Emma Brunskill)
CS285, CS294-112UC BerkeleyDeep Reinforcement LearningFall 2020, Fall 2019, Fall 2018, Fall 2017(Sergey Levine), Spring 2017(Sergey Levine, John Schulman, Chelsea Finn)
CS394RUniversity of Texas at AustinReinforcement Learning: Theory and PracticeFall 2019(Scott Niekum, Peter Stone)
CS4789Cornell UniversityIntroduction to Reinforcement LearningSpring 2021(Wen Sun)
CS492Shanghai Jiao Tong UniversityReinforcement Learning2020(Weinan Zhang)
CS498University of IllinoisReinforcement LearningSpring 2021(Nan Jiang)
CS542/CS598University of IllinoisStatistical Reinforcement LearningFall 2021, Fall 2020, Spring 2019, Fall 2018(Nan Jiang)
CS6789Cornell UniversityFoundations of Reinforcement LearningFall 2021, Fall 2020(Wen Sun)
CS8803Georgia TechAdaptive Control and Reinforcement LearningSpring 2019(Byron Boots)
CS885WaterlooReinforcement LearningSpring 2020(Pascal Poupart)
CSE4/510BuffaloReinforcement LearningFall 2019(Alina Vereshchaka)
CSE599U/WUniversity of WashingtonReinforcement LearningFall 2020, Spring 2020(Byron Boots)
CSE599mUniversity of WashingtonReinforcement Learning and BanditsSpring 2019(Alekh Agarwal, Sham Kakade)
IEOR 8100Columbia UniversityReinforcement LearningSpring 2019, Spring 2018(Shipra Agrawal)

Here list some courses that involve reinforcement learning.

CodeUniversityLecture NameSemester & Link & Instructor
NTUMachine Learning and having it Deep and StructuredSpring 2018(Deep Reinforcement Learning)(Hung-yi Lee)
CMPSCI 689University of MassachusettsMachine LearningFall 2016(Lecture 17-25)(Sridhar Mahadevan)