Reinforcement Learning Algorithms from Scratch

Table of content ✍️

01. Epsilon Greedy

02. Optimistic Initial Values

03. UCB1

04. Bayesian Bandit Thompson Sampling

05. Iterative Policy Evaluation

06. Policy Iteration

07. Value Iteration

08. TD(0)

09. TD(λ)

10. SARSA

11. SARSA(λ)

12. Q-Learning

13. Deep Q-Learning