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🌟 Dive into the world of machine learning with three no-framework, beginner-friendly models. | 基于项目的机器学习入门理论详解。

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RiverTwilight/Awesome-Machine-Learning-Playground

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Awesome Machine Learning Playground

By Rene Wang

[Blog] [Project] [Demo]

This repository contains various machine learning projects, each focusing on fundamental concepts within different subfields of machine learning. The projects are framework-agnostic and are available for free, with no ads.

Upon completing all the projects, you'll gain a solid foundation in machine learning, making it easier to dive into research papers.

Model What you'll learn Get Start
Hand-written digits detection DL, Neural Network, GA Open In Colab
SMS Filter & Text Generation NLP, Neural Network Open In Colab
Obstacle Avoidance APF, RL Open In Colab
🚧 Pixel_Sprite_Generation ControlNet, Stable Diffusion, RNN Open In Colab
Drone Dogfight RDL Run Locally

Prerequisites:

This repo is not a beginner guide. Make sure you meet these requirements:

  • A Google account (to run the notebooks in Google Colab)
  • Basic Python programming experience
  • A foundational understanding of advanced mathematics
  • Basic proficiency in English reading

Run on Local

The code requires python>=3.8. PyTorch or other framework are not needed.

py -m venv Env
./Env/Scripts/activate
pip install -r requirements.txt
# or
py -m pip install -r requirements.txt

License

The repo is licensed under the Apache 2.0 license.

Contributing

See contributing and the code of conduct.

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🌟 Dive into the world of machine learning with three no-framework, beginner-friendly models. | 基于项目的机器学习入门理论详解。

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