Month 5: Reinforcement Learning Techniques

Month 5: Reinforcement Learning Techniques

Week 1: Introduction to Reinforcement Learning

  • Overview of Reinforcement Learning
  • Markov Decision Processes (MDPs)
  • Policy and Value Iteration

Week 2: Q-Learning

  • Introduction to Q-Learning
  • Temporal Difference Learning
  • Q-Learning Algorithm
  • Exploration vs Exploitation

Week 3: Deep Reinforcement Learning

  • Introduction to Deep Reinforcement Learning
  • Deep Q-Networks (DQNs)
  • Double DQNs
  • Policy Gradients
  • Actor-Critic Methods

Week 4: Applications of Reinforcement Learning

  • Reinforcement Learning in Robotics
  • Reinforcement Learning in Game Playing
  • Reinforcement Learning in Autonomous Driving
  • Reinforcement Learning in Recommender Systems
  • Reinforcement Learning in Healthcare