Jupyter Notebook Machine Learning

Open-source Jupyter Notebook projects categorized as Machine Learning

Top 23 Jupyter Notebook Machine Learning Projects

Machine Learning
  1. LLMs-from-scratch

    Implement a ChatGPT-like LLM in PyTorch from scratch, step by step

    Project mention: What Building Redis, Git and an LLM From Scratch Taught Us About Using Them | dev.to | 2026-10-05

    RAG and agents. LLMs from scratch and Karpathy's Zero to Hero cover tokens, embeddings, attention. Chunking and retrieval choices stop being folklore.

  2. AppSignal

    AppSignal knows why the f*#k it crashed. Stop vibe-debugging. Every exception, every backtrace, grouped so you see patterns, not noise.

    AppSignal logo
  3. ML-For-Beginners

    12 weeks, 26 lessons, 52 quizzes, classic Machine Learning for all

    Project mention: 10 Best AI Engineering GitHub Repos to Build Real Systems | dev.to | 2026-01-07

    A beginner-friendly ML curriculum with practical examples and exercises you can actually finish. A solid starting point if youโ€™re new to ML and want quick wins. Link: https://github.com/microsoft/ML-For-Beginners

  4. llm-course

    Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.

    Project mention: 10 Best AI Engineering GitHub Repos to Build Real Systems | dev.to | 2026-01-07

    A hands-on, end-to-end course on building, evaluating, and deploying LLM applications. Ideal when you want a clear path from spark of an idea to deployment. Link: https://github.com/mlabonne/llm-course

  5. AI-For-Beginners

    12 Weeks, 24 Lessons, AI for All!

    Project mention: AI Agents Roadmap 2026: 10 Free Courses in the Right Order | dev.to | 2026-09-30

    AI for Beginners (Microsoft): 12 weeks, 24 lessons with quizzes and labs. Neural networks, computer vision, language, AI ethics. https://github.com/microsoft/AI-For-Beginners

  6. llm-app

    Ready-to-run cloud templates for RAG, AI pipelines, and enterprise search with live data. ๐ŸณDocker-friendly.โšกAlways in sync with Sharepoint, Google Drive, S3, Kafka, PostgreSQL, real-time data APIs, and more.

  7. Made-With-ML

    Learn how to develop, deploy and iterate on production-grade ML applications.

  8. TensorFlow-Examples

    TensorFlow Tutorial and Examples for Beginners (support TF v1 & v2)

  9. SaaSHub

    SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

    SaaSHub logo
  10. google-research

    Google Research

    Project mention: Smart Routing Benchmark: Cost and Quality | dev.to | 2026-09-26

    The IFEval subset uses Google Research's dataset. Its score checks instructions such as avoiding commas or formatting an answer as JSON. It does not establish factual accuracy or writing quality. We cross-checked the stored outputs against the official evaluator and independently verified all 15 exact-answer reference solutions. This is a subset score, not a full IFEval leaderboard result.

  11. CLIP

    CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image

    Project mention: WatchTower : an open-weight agent for video incident investigation | dev.to | 2026-10-09

    Model terms: Gemma 4 Terms of Use ยท CLIP: MIT ยท YOLOv8: AGPL-3.0 ยท FAISS: MIT

  12. RAG_Techniques

    This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial.

  13. fastai

    The fastai deep learning library

    Project mention: GSoC 2026 Predictions: 30 NEW AI/ML/Security Organizations You Should Start Contributing to NOW! | dev.to | 2026-02-06

    fastai: https://github.com/fastai/fastai โญ 26k+

  14. shap

    A game theoretic approach to explain the output of any machine learning model.

  15. handson-ml

    โ›”๏ธ DEPRECATED โ€“ See https://github.com/ageron/handson-ml3 or handson-mlp instead.

  16. fastbook

    The fastai book, published as Jupyter Notebooks

    Project mention: GSoC 2026 Predictions: 30 NEW AI/ML/Security Organizations You Should Start Contributing to NOW! | dev.to | 2026-02-06
  17. homemade-machine-learning

    ๐Ÿค– Python examples of popular machine learning algorithms with interactive Jupyter demos and math being explained

  18. GenAI_Agents

    50+ tutorials and implementations for Generative AI Agent techniques, from basic conversational bots to complex multi-agent systems.

    Project mention: 10 Best AI Engineering GitHub Repos to Build Real Systems | dev.to | 2026-01-07

    Clear tutorials and implementations of generative AI agent techniques, from basic builds to advanced strategies. Youโ€™ll see how different agent strategies are wired up, which makes design choices feel obvious. Link: https://github.com/NirDiamant/GenAI_Agents

  19. learnopencv

    Learn OpenCV : C++ and Python Examples

  20. FinGPT

    FinGPT: Open-Source Financial Large Language Models! Revolutionize ๐Ÿ”ฅ We release the trained model on HuggingFace.

  21. machine-learning-for-trading

    Code for Machine Learning for Trading, 3rd edition โ€” from data sourcing to live execution.

  22. llama-cookbook

    Welcome to the Llama Cookbook! This is your go to guide for Building with Llama: Getting started with Inference, Fine-Tuning, RAG. We also show you how to solve end to end problems using Llama model family and using them on various provider services

    Project mention: Using AI to prototype games in the browser | dev.to | 2025-12-01

    While people often focus on the big models, smaller and more specialised models are increasingly important. Codex for code generation, Stable Diffusion for images, and small LLaMA-class models for focused tasks are all good examples.

  23. mlops-zoomcamp

    Free MLOps course from DataTalks.Club. Register here ๐Ÿ‘‡๐Ÿผ to get notified about the next cohort

  24. Virgilio

    Your new Mentor for Data Science E-Learning.

  25. machine-learning-zoomcamp

    Learn ML engineering for free in 4 months! Register here ๐Ÿ‘‡๐Ÿผ

  26. SaaSHub

    SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

    SaaSHub logo
NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

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Index

What are some of the best open-source Machine Learning projects in Jupyter Notebook? This list will help you:

# Project Stars
1 LLMs-from-scratch 106,200
2 ML-For-Beginners 91,410
3 llm-course 83,463
4 AI-For-Beginners 69,690
5 llm-app 58,812
6 Made-With-ML 49,711
7 TensorFlow-Examples 43,739
8 google-research 38,887
9 CLIP 34,410
10 RAG_Techniques 29,783
11 fastai 28,221
12 shap 25,796
13 handson-ml 25,604
14 fastbook 25,189
15 homemade-machine-learning 24,807
16 GenAI_Agents 24,502
17 learnopencv 23,182
18 FinGPT 21,384
19 machine-learning-for-trading 21,267
20 llama-cookbook 18,560
21 mlops-zoomcamp 15,397
22 Virgilio 15,000
23 machine-learning-zoomcamp 14,701

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Stop vibe-debugging. Every exception, every backtrace, grouped so you see patterns, not noise.
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