Jupyter notebooks implement and derive machine learning algorithms from first principles using NumPy.
The Best Handson ML3 Alternatives in 2026
Looking for something like Handson ML3? Here are 24 alternatives, ranked by how closely they match it on purpose, features and platforms. Of these, 7 are open source.
A series of Jupyter notebooks teaches machine learning and deep learning in Python with Scikit-Learn, Keras, and TensorFlow.
Top picks at a glance
Quick comparison
| # | Alternative | Pricing | Open source | Platforms |
|---|---|---|---|---|
| 1 | Machine Learning Visualized | — | Yes | — |
| 2 | Codecademy's Data Science | — | Not stated | Web |
| 3 | Data Science Ipython Notebooks | — | Not stated | — |
| 4 | Hands-on Train and Deploy ML | — | Yes | — |
| 5 | Learn-Python | — | Yes | — |
| 6 | Algorithms-Cheatsheet-Resources | — | Yes | — |
| 7 | ML Engineering | — | Not stated | — |
| 8 | IAILab | — | Not stated | Web |
| 9 | Machine Learning Roadmap | — | Not stated | Web |
| 10 | Scipy Lectures | — | Not stated | Web |
All Handson ML3 alternatives
Codecademy's Data Science
codecademy.com/learn/paths/data-scienceCodecademy’s Machine Learning Specialist path covers Python, SQL, pandas, scikit-learn, Matplotlib, and TensorFlow.
Data Science Ipython Notebooks
github.com/donnemartin/data-science-ipython-no…Data Science IPython Notebooks collects notebooks about data science, including TensorFlow deep learning.
This tutorial walks through training and deploying a machine learning REST API that predicts cryptocurrency prices in ten steps.
A Python learning playground and cheat sheet organizes example scripts by topic, with explanations for the code.
Algorithms Cheatsheet Resources collects reference material for programming and algorithms.
ML Engineering
github.com/stas00/ml-engineeringThis open book collects methods, tools, and instructions for training, fine-tuning, and running machine learning models.
IAILab
iailab.kaist.ac.kr/teaching/deep-learningThe iAI KAIST page shares deep learning materials that visitors are permitted to use, modify, and distribute.
Machine Learning Roadmap
rentry.org/machine-learning-roadmapThis machine learning roadmap lays out a learning path that starts with mathematics and calculus fundamentals.
Scipy Lectures
lectures.scientific-python.orgScientific Python Lectures is a set of learning materials about Python for scientific computing.
This LLM course combines learning roadmaps with Google Colab notebooks for studying large language models.
Roadmap
roadmap.shRoadmap.sh publishes community-created developer roadmaps, guides, articles, and courses for learning technical skills.
Sourcecodester
sourcecodester.comSourcecodester publishes free source code projects and tutorials in programming languages including Python, PHP, and Java.
A curated repository helps readers discover machine learning and AI courses published on YouTube.
GeeksforGeeks
geeksforgeeks.orgGeeksforGeeks provides programming tutorials, courses, interview preparation, and data structure practice.
rasbt/LLMs-from-scratch
github.com/rasbt/LLMs-from-scratchThis repository walks through implementing a ChatGPT like language model in PyTorch, step by step.
Virgilio
github.com/virgili0/VirgilioAn open-source initiative, Virgilio guides learners through data science resources and skill development.
Virgilio
virgili0.github.io/VirgilioVirgilio organizes data science e-learning resources in a structured project overview.
Data Engineering Practice Problems
github.com/danielbeach/data-engineering-practiceData Engineering Practice Problems provides exercises for practicing data engineering skills.
Devops Exercises
github.com/bregman-arie/devops-exercisesA collection of DevOps interview questions covers tools and topics including Linux, cloud services, containers, networking, and databases.
Awesome YouTubers collects channels that teach a range of subjects through video.
Tpoint Tech
tpointtech.comTpoint Tech publishes free online tutorials and interview questions across programming languages and technology subjects.
ItSourceCode
itsourcecode.comItSourceCode offers free source code, capstone projects, and programming tutorials in several languages.
Cs50
cs50.devVisual Studio Code for CS50 provides a coding environment adapted for students and teachers.
Alternatives to similar tools
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Are there open-source alternatives to Handson ML3?
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