Tutors

Innomatics Research Labs

PROGRAM OVERVIEW

CURRICULUM

  Course Instructions

  • Zoom Link
  • Discord Innomatics Community
  • Reinforcement Learning Curriculum

  Reinforcement Learning Videos

  • Day 1 - Intro to Reinforcement Learning
  • Lecture 1
  • Day 2 - Temporal Difference Methods
  • Lecture 2
  • Day 3 - Stocks Trading using RL
  • Day 4 - Policy Gradient Algorithm
  • Lecture 4
  • Day 5 - Actor Critic Algorithms
  • Lecture 5
  • Lecture 5 (Code Files)
  • Day 6 - Chatbots
  • Lecture 6
  • Day 7 - Continuous Action Spaces
  • Lecture 7
  • Lecture 7 (Code Files)
  • Day 8 - Trust Region Methods
  • Day 9 - TRM cont.. and Proximal Policy Optimization
  • Day 10 - TD3 and Recommendor System
  • TD3 Bipedal Robot Code

  Other References

  • DQN Algorithm
  • Actor Critic Algorithm
  • DDPG
  • PPO and TRPO
  • TD3