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54 changes: 50 additions & 4 deletions README.md
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<h3>All algorithms implemented in Python - for education 📚</h3>
</div>

Implementations are for learning purposes only. They may be less efficient than the implementations in the Python standard library. Use them at your discretion.
# 🔍 Overview

This repository contains Python implementations of various algorithms for educational purposes. These implementations are designed to help you understand how algorithms work and are not necessarily optimized for production use. They may be less efficient than the implementations in the Python standard library. Use them at your discretion.

## 🚀 Getting Started
1. **Contribute**
- 📋 Read through our [Contribution Guidelines](CONTRIBUTING.md) before you contribute
- Help improve existing implementations or add new algorithms

2. **Explore the algorithms**
- Browse through the directories to find algorithms by category
- Each implementation includes comments explaining the algorithm



## 📂 Project Structure

The repository is organized by algorithm categories:

| Category | Description |
|----------|-------------|
| **Audio Filters** | Audio processing algorithms |
| **Backtracking** | Algorithms that use backtracking to solve problems |
| **Bit Manipulation** | Bit-level operations and algorithms |
| **Blockchain** | Blockchain implementations and related algorithms |
| **Boolean Algebra** | Logic gate implementations and boolean operations |
| **Cellular Automata** | Cellular automaton simulations |
| **Ciphers** | Encryption and decryption algorithms |
| **Computer Vision** | Image processing and computer vision algorithms |
| **Conversions** | Unit and number system conversion algorithms |
| **Data Structures** | Implementation of various data structures |
| **Dynamic Programming** | Optimization algorithms using dynamic programming |
| **Graphs** | Graph algorithms and implementations |
| **Machine Learning** | Machine learning algorithms and models |
| **Maths** | Mathematical algorithms and functions |
| **Sorts** | Sorting algorithms |
| **Strings** | String manipulation algorithms |

📋 Read through our [Contribution Guidelines](CONTRIBUTING.md) before you contribute.
For a complete list of all algorithms, see our [directory](DIRECTORY.md).

## 🌐 Community Channels

We are on [Discord](https://the-algorithms.com/discord) and [Gitter](https://gitter.im/TheAlgorithms/community)! Community channels are a great way for you to ask questions and get help. Please join us!
Join our community to ask questions, get help, or contribute:

## 📜 List of Algorithms
- [Discord](https://the-algorithms.com/discord)
- [Gitter](https://gitter.im/TheAlgorithms/community)

## 📚 Learning Resources

- Each algorithm directory contains a README with explanations
- Code comments provide insights into how algorithms work
- Explore the implementations to deepen your understanding of algorithms

## 📜 List of Algorithms
See our [directory](DIRECTORY.md) for easier navigation and a better overview of the project.

## 📝 License

This project is licensed under the terms specified in [LICENSE.md](LICENSE.md).