Week 8

2023/02/27 - 2023/03/05

Research Plan

• Jan. Reinforcement Learning
• Feb. Reinforcement Learning
  
  
• Mar. Object Tracking
• Apr. Object Tracking
  
  
• May. WHAT & BAT (Resubmission)

Reinforcement Learning

Four Courses on Coursera:

Four Courses on Udemy:

Two Books:

• RL Theory: Reinforcement Learning (Sutton & Barto, 2nd Edition)
• RL Practice: Reinforcement Learning: Industrial Applications of Intelligent Agents

Deep Q Network

• Double DQN
• Dueling DQN
• Prioritized Experience Replay
• Noisy DQN
• N-step DQN
• Distributional DQN

Reinforcement Learning

[●] Deep SARSA
[●] Deep Q Network

[●] REINFORCE
[●] A2C / A3C

[●] GAE / NAF / HER

[●] DDPG
[●] TRPO & PPO

[●] SAC
[●] TD3