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This repository has all the codes and sources of various RL algorithms that I have implemented.

Python 100.00%
rl dqn multiarmed-bandits tabular-rl montecarlomethod temporal-differencing-learning

rl-implementations's Introduction

Reinforcement Learning Implementations

tags: Reinforcement Learning

Hands on experience gives a clear understanding of the concepts read. Implementation gives a different and better view of the theoretical knowledge. The errors that we encounter in the process helps learn a lot of things which lectures and books don't teach!

This repository has all the implementations of all the concepts and research papers read.

Each folder has a saperate Readme file where summary of the implemetations are given.

The Following algorithms are included:

  • Multiarmed Bandits
  • Tabular RL
  • Monte Carlo Methods
  • TD learning Methods
  • DQN*
  • Policy based Mehods**

*There are variants to dqn algorithm which are implemented here

**There are so many policy gradient based algorithms which are implemented here

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