https://github.com/tirthajyoti/rl_basics

Basic Reinforcement Learning algorithms
https://github.com/tirthajyoti/rl_basics

artificial-intelligence machine-learning machine-learning-algorithms policy-iteration q-learning reinforcement-learning td-learning temporal-differencing-learning value-iteration

Last synced: about 2 months ago
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Basic Reinforcement Learning algorithms

• Host: GitHub
• URL: https://github.com/tirthajyoti/rl_basics
• Owner: tirthajyoti
• License: mit
• Created: 2018-11-13T06:18:54.000Z (over 6 years ago)
• Default Branch: master
• Last Pushed: 2019-06-06T07:26:07.000Z (about 6 years ago)
• Last Synced: 2025-02-25T18:45:21.703Z (4 months ago)
• Topics: artificial-intelligence, machine-learning, machine-learning-algorithms, policy-iteration, q-learning, reinforcement-learning, td-learning, temporal-differencing-learning, value-iteration
• Language: Jupyter Notebook
• Size: 2.29 MB
• Stars: 18
• Watchers: 4
• Forks: 13
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Reinforcement Learning Basics

[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/tirthajyoti/RL_basics/master)

### What is reinforcement learning?

Reinforcement Learning(RL) is a type of machine learning technique that enables an agent to learn in an interactive environment by trial and error using feedback from its own actions and experiences.

### Dynamic visualization of the value iteration/utility propagation in a grid world Markov Decision Process

![VI evolution grid world](https://github.com/tirthajyoti/RL_basics/blob/master/Images/Value%20iteration%20visualization%20for%20grid%20world.gif)

### [Basics of Markov Decision Process](https://github.com/tirthajyoti/RL_basics/blob/master/MDP_basics_value_iteration.ipynb)

### [Value iteration](https://github.com/tirthajyoti/RL_basics/blob/master/MDP_VI_PI_Q-learning_AIMA.ipynb)

### [Policy iteration](https://github.com/tirthajyoti/RL_basics/blob/master/MDP_VI_PI_Q-learning_AIMA.ipynb)

### [Q-learning](https://github.com/tirthajyoti/RL_basics/blob/master/MDP_VI_PI_Q-learning_AIMA.ipynb)

### TD-learning