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CS 7642 Reinforcement Learning

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Georgia Tech OMSCS CS 7642

Theory and practice of reinforcement learning, with paper-replication projects.

Practice in the Flight Lab: Solve the backup · One Q update

Prerequisites

CS 7641 recommended; probability, Python.

Subareas

MDPs & Bellman equationsTD(λ) learningQ-learning & function approximationDeep Q-networksPolicy gradient methodsGame theory & multi-agent RL

Main topics / syllabus areas

  • MDPs & Bellman equations
  • TD(λ) learning
  • Q-learning & function approximation
  • Deep Q-networks
  • Policy gradient methods
  • Game theory & multi-agent RL

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