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Q function approximation

Mastering Reinforcement Learning Q-function approximation: Q-Tables, linear Q-learning, deep Q-learning https://gibberblot.github.io/rl-notes/ Tim Miller Professor of Artificial Intelligence The University of Queensland https://uqtmiller.github.io/ 0:00:00 1 Introduction 0:01:12 2 Intuition of Q-function approximation 0:06:45 3 Linear Q-function representation 0:11:37 4 Linear Q-function update 0:15:37 5 Example - Linear Q-function update in Freeway 0:19:16 6 Defining state-action features 0:22:10 7 Q-tables vs linear Q-functions 0:26:16 8 Deep Q-function approximation 0:29:29 9 Linear Q-functions vs deep Q-functions 0:31:30 10 Strengths and limitations of Q-function approximation 0:34:59 11 Summary