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Course

Homemade Machine Learning

Python examples of popular ML algorithms with interactive Jupyter demos.

  • Rating

    4.7 / 5

  • Pricing

    Free

  • Difficulty

    Intermediate

  • Works on

    Web

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What is Homemade Machine Learning?

Homemade Machine Learning is a collection of from-scratch Python implementations of popular machine learning algorithms, each with interactive Jupyter demos and the math explained step by step.

Third-party open-source projects. We are not affiliated with their authors; repositories are provided as-is by their maintainers. Review each project's license, code and security before installing. See our Disclaimer.

Pros: what Homemade Machine Learning does well

  • Every algorithm implemented from scratch
  • Interactive Jupyter demos
  • Math explained alongside the code

Cons: where it falls short

  • For learning, not production use
  • Covers classical ML more than deep learning

Who Homemade Machine Learning is for

Learners who want to truly understand ML algorithms by building them.

Who can skip it

Practitioners who just need to apply scikit-learn.

Homemade Machine Learning alternatives

Not sold on Homemade Machine Learning? These do a similar job, and each card says what it has in common.

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Focus: llm, training and tutorial. Shares machine learning and from scratch with Homemade Machine Learning. Same 4.7 rating.

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Focus: deep learning, course and free. Shares machine learning and python with Homemade Machine Learning. Rated 4.8 (Homemade Machine Learning: 4.7).

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Made With ML

Focus: mlops, course and production ml. Shares machine learning and open source with Homemade Machine Learning. Rated 4.8 (Homemade Machine Learning: 4.7).

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micrograd

Focus: autograd, neural networks and karpathy. Shares python and open source with Homemade Machine Learning. Rated 4.8 (Homemade Machine Learning: 4.7).

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Free alternatives to Homemade Machine Learning

Want to spend nothing? These free picks cover similar ground.

AI Expert Roadmap

Focus: ai, roadmap and learning. Shares machine learning and open source with Homemade Machine Learning. Same 4.7 rating.

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Focus: genai, ai agents and notebooks. Shares tutorials and open source with Homemade Machine Learning. Same 4.7 rating.

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How to Train Your GPT

Focus: llm, deep learning and tutorial. Shares from scratch and open source with Homemade Machine Learning. Rated 4.5 (Homemade Machine Learning: 4.7).

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FinAI Research

Focus: finance, economics and research. Shares open source and python with Homemade Machine Learning. An AI tool, not a course. Adds macOS, Windows and Linux. Rated 4.2 (Homemade Machine Learning: 4.7).

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Dive into Deep Learning

Focus: deep learning, book and course. Shares open source with Homemade Machine Learning. Rated 4.9 (Homemade Machine Learning: 4.7).

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