https://github.com/himasnhu-at/scratchml-algo

Implementation of ML/AL algos from scratch
https://github.com/himasnhu-at/scratchml-algo

Last synced: 22 days ago
JSON representation

Implementation of ML/AL algos from scratch

• Host: GitHub
• URL: https://github.com/himasnhu-at/scratchml-algo
• Owner: Himasnhu-AT
• License: mit
• Created: 2024-04-21T15:16:43.000Z (8 months ago)
• Default Branch: main
• Last Pushed: 2024-04-26T16:16:55.000Z (8 months ago)
• Last Synced: 2024-10-16T21:51:03.295Z (2 months ago)
• Language: Jupyter Notebook
• Homepage:
• Size: 13.4 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: Readme.md
  • License: LICENSE

Awesome Lists containing this project

README

        
# ScratchAI-Algo

ScratchAI-Algo is a a collection of AI/ML algorithms written from scratch in numpy and pandas along with their explanations. It is a collection of algorithms that are implemented in Python. It is a part of the `SynthAI-Labs` project, focused on creating and teaching AI/ML algorithms from scratch.

> [!IMPORTANT]

>

> - This repo is for educational purposes only. The algorithms are implemented simply and understandably so that beginners can understand the concepts behind the algorithms.

> - Therefore, The algorithms are not optimized for performance. For optimized and production-ready implementations, please use libraries like `scikit-learn`, `tensorflow`, `pytorch`, etc.

> [!NOTE]

>

> - We are constantly adding new algorithms to this repo. If you have any suggestions or requests, please create an issue.

> - Also we are planning to add more detailed explanations and tutorials for each algorithm. Stay tuned! Give it a star :star: if you like the project.

## Algorithms

- Machine Learning Algo's

  - [KNN](https://github.com/Himasnhu-AT/ScratchML-Algo/tree/main/ML-Algo/KNN)

  - [Logistic Regression](https://github.com/Himasnhu-AT/ScratchML-Algo/tree/main/ML-Algo/LogisticRegression)

  - [K-Means](https://github.com/Himasnhu-AT/ScratchML-Algo/tree/main/ML-Algo/K-Means)

  - [Decision Trees](https://github.com/Himasnhu-AT/ScratchML-Algo/tree/main/ML-Algo/Decision_Trees)

  - [Multiple Linear Regression](https://github.com/Himasnhu-AT/ScratchML-Algo/tree/main/ML-Algo/Decision_Trees)

  - [Polynomial Regression](https://github.com/Himasnhu-AT/ScratchML-Algo/tree/main/ML-Algo/Polynomial_Regression)

  - [Principal Component Analysis](https://github.com/Himasnhu-AT/ScratchML-Algo/tree/main/ML-Algo/Principal_Component_Analysis)

  - [SimpleLinearRegression](https://github.com/Himasnhu-AT/ScratchML-Algo/tree/main/ML-Algo/SimpleLinearRegression)

  - [Support Vector Machine(SVM)](https://github.com/Himasnhu-AT/ScratchML-Algo/tree/main/ML-Algo/svm_algorithm)

- Deep Learning Algo's

## Contributing

Contributions are welcome! For bug reports or requests please [submit an issue first](https://github.com/Himasnhu-AT/ScratchML-Algo/issues)

## License

This project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details