Topics in Machine Learning

Topics

• Experience replay and target networks
• Auxiliary inputs and tasks
• Deep Q-learning variants
• Model-based methods including MuZero and Dreamer
• Policy gradients including PPO, SAC, DDPG and TD3
• Empirical design and reporting