Reinforcement Learning

Repo contains notebooks with common reinforcement learning algorithms and solved gym environments.

Value Based Methods

Algorithms	Paper & Code
Q-Learning & SARSA	notebook
DQN	notebook DQN paper
DoubleDQN	notebook DoubleDQN paper
DuelingDQN	notebook DuelingDQN paper
`DuelingDoubleDQN + PER`	notebook PER paper

Policy Based Methods

Algorithms	Paper & Code
PG(Reinforce)	notebook
`PPO` [needs improvement]	notebook (discrete) notebook (continuous) PPO paper

Actor Critic Methods

Algorithms	Paper & Code
AC	notebook AC paper
`A2C`	notebook (discrete) A3C paper
`DDPG`	notebook DDPG paper
`TD3`	notebook TD3 paper