Trust Region and Proximal policy optimization (TRPO and PPO)
Trust Region policy optimization vs Proximal policy optimization
The idea behind Actor-Critics and how A2C and A3C improve them
Actor critics, A2C, A3C
Unravel Policy Gradients and REINFORCE
Explore Policy-based methods and dive into policy gradients
Q-targets, Double DQN and Dueling DQN
Fixed Q-targets, Double DQN, Dueling DQN, Prioritized Replay
Deep Q Learning and Deep Q Networks
Learn what Q Learning is and build a Deep Q Network to play games
The secrets behind Reinforcement Learning
The central idea behind reinforcement learning and an overview of its algorithms