https://github.com/mahmood-anaam/infinite-horizon-dynamic-programming

This repository contains a practical application of Infinite Horizon Dynamic Programming (IHDP) techniques, demonstrated through the Frozen Lake environment and grid world examples. The repository includes a Jupyter Notebook that explores these techniques with visual aids.
https://github.com/mahmood-anaam/infinite-horizon-dynamic-programming

dynamic-programming frozen-lake-game grid-world infinite-horizon policy-iteration-algorithm value-iteration-algorithm

Last synced: 30 days ago
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This repository contains a practical application of Infinite Horizon Dynamic Programming (IHDP) techniques, demonstrated through the Frozen Lake environment and grid world examples. The repository includes a Jupyter Notebook that explores these techniques with visual aids.

• Host: GitHub
• URL: https://github.com/mahmood-anaam/infinite-horizon-dynamic-programming
• Owner: Mahmood-Anaam
• Created: 2024-08-20T02:44:58.000Z (9 months ago)
• Default Branch: main
• Last Pushed: 2024-09-02T00:12:47.000Z (8 months ago)
• Last Synced: 2025-02-08T21:11:49.457Z (3 months ago)
• Topics: dynamic-programming, frozen-lake-game, grid-world, infinite-horizon, policy-iteration-algorithm, value-iteration-algorithm
• Language: Jupyter Notebook
• Homepage:
• Size: 889 KB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Infinite Horizon Dynamic Programming

[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Mahmood-Anaam/infinite-horizon-dynamic-programming/blob/main/practical_infinite_horizon_dynamic_programming.ipynb)

This repository contains a practical application of Infinite Horizon Dynamic Programming (IHDP) techniques, demonstrated through the Frozen Lake environment and grid world examples. The repository includes a Jupyter Notebook that explores these techniques with visual aids.

## Overview

This repository serves as a practical exercise in Infinite Horizon Dynamic Programming. It includes detailed explanations, visualizations, and practical examples to aid in understanding these concepts.

### Repository Contents

- **practical_infinite_horizon_dynamic_programming.ipynb**: A Jupyter Notebook demonstrating IHDP concepts through various examples and exercises.

- **frozen_lake.gif**: A GIF visualizing the Frozen Lake environment.

  ![Frozen Lake](./frozen_lake.gif)

- **grid_world.png**: An image representing the initial state or result of a grid world example.

  ![Grid World](./grid_world.png)

- **grid_world2.png**: A second image illustrating another state or result in the grid world example.

  ![Grid World 2](./grid_world2.png)

- **README.md**: This file, providing an overview of the repository contents.