Fundamentals.

• Reinforcement learning [slides] [lecture note] [Video (in Chinese)].

• Value-based learning [slides] [Video (in Chinese)].

• Policy-based learning [slides] [Video (in Chinese)].

• Actor-critic methods [slides] [Video (in Chinese)].

• AlphaGo [slides] [Video (in Chinese)].

Advanced Topics on Value-Based Learning.

• Experience Replay.

• Double DQN.

• Dueling DQN.

Advanced Topics on Policy-Based Learning.

• Deterministic Policy Gradient (DPG).

• Advantage Actor-Critic (A2C).

• Trust-Region Policy Optimization (TRPO).

Multi-Agent Reinforcement Learning.

• Basics and challenges [slides] [Video (in Chinese) ].

• Centralized VS Decentralized [slides] Video (in Chinese)].