Deep Reinforcement Learning Demysitifed (Episode 2) — Policy Iteration, Value Iteration and Q-learning

Value Iteration

Pseudo code for value-iteration algorithm. Credit: Alpaydin Introduction to Machine Learning, 3rd edition.
Solution of the FrozenLake8x8 environment using Value-Iteration
Pseudo code for policy-iteration algorithm. Credit: Alpaydin Introduction to Machine Learning, 3rd edition.
Solution of the FrozenLake8x8 environment using Policy Iteration

Q-Learning

Q-Learning algorithm
Solution of MountainCar Problem using Q-Learning
Solution of OpenAI Gym MountainCar Problem using Q-Learning.

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