Follow a 100-day sequence of machine-learning coding exercises in this repository.
The Best Introduction to machine learning with scikit-learn Alternatives in 2026
Looking for something like Introduction to machine learning with scikit-learn? Here are 24 alternatives, ranked by how closely they match it on purpose, features and platforms. Of these, 6 are open source.
This repository contains Jupyter notebooks for an introductory video series on machine learning with scikit-learn.
Top picks at a glance
Quick comparison
| # | Alternative | Pricing | Open source | Platforms |
|---|---|---|---|---|
| 1 | 100-Days-Of-ML-Code | — | Yes | — |
| 2 | Data School | — | Not stated | Web |
| 3 | Videos | — | Not stated | — |
| 4 | Practical Deep Learning | — | Not stated | Web |
| 5 | The Algorithms - C++ | — | Not stated | Linux, macOS, Web |
| 6 | Data Science 101 | — | Not stated | Web |
| 7 | ThrustCurve | — | Not stated | Web |
| 8 | computer-vision-in-action | — | Not stated | — |
| 9 | S2DS | — | Not stated | Web |
| 10 | DataScientistJourney | — | Not stated | Web |
All Introduction to machine learning with scikit-learn alternatives
Data School
dataschool.ioData School publishes lessons and articles for people building data science careers, including coverage of machine learning topics.
Videos
github.com/3b1b/videosThis repository contains Manim-generated scenes used in 3Blue1Brown explanatory math videos.
Practical Deep Learning
course.fast.aiPractical Deep Learning for Coders is a free course on applying deep learning and machine learning, designed for people with coding experience.
The Algorithms - C++
thealgorithms.github.io/C-Plus-PlusStudy algorithms implemented in C++ through this open-source learning repository.
Data Science 101
ryanswanstrom.com/datascience101Data Science 101 is Ryan Swanstrom’s blog about learning to become a data scientist.
ThrustCurve
thrustcurve.orgThrustCurve provides model and high-power hobby rocket motor data, including manufacturer specifications and certified performance.
computer-vision-in-action
github.com/Charmve/computer-vision-in-actionA computer vision learning platform with interactive online code, an ebook, source code, and a reader community.
S2DS
s2ds.orgS2DS provides a data science bootcamp focused on business experience and career transition.
DataScientistJourney
datascientistjourney.wordpress.com/category/da…The Open Source Data Science Masters site shares reflections and materials from a six-month data science study program.
JavaScript for Data Science
third-bit.com/js4dsJavaScript for Data Science presents educational material about data science topics.
Executive Data Science
leanpub.com/edsThis book explains how to build and manage a successful organization for data science work.
SKiDL uses Python to design electronic circuits, with KiCad and schematics among the repository's listed topics.
Curriculum via Metro map
nirvacana.com/thoughts/2013/07/08/becoming-a-d…This article maps a possible curriculum for becoming a data scientist and discusses where to begin learning the field.
MLOps Guide
mlops-guide.github.ioThis guide introduces MLOps concepts and demonstrates their use with tools including DVC, CML, IBM Watson, Terraform, and Cookiecutter.
BirdSounds
experiments.withgoogle.com/ai/bird-sounds/viewBird Sounds presents a collection of bird recordings, with sounds credited to the Macaulay Library and collaborators.
Artificial Intelligence: A Modern Approach
aima.cs.berkeley.eduThe Artificial Intelligence: A Modern Approach textbook site includes courses, exercises, and related resources.
whoBIRD
f-droid.org/fr/packages/org.woheller69.whobirdThis Android app recognizes bird species from their sounds and includes an extensive database of bird recordings.
TheAlgorithms
the-algorithms.comLearn data structures and algorithms through open-source implementations in multiple programming languages.
The Manim engine creates precise programmatic animations for explanatory mathematics videos, including scenes associated with 3Blue1Brown.
The Hugging Face Diffusion Models Course provides course materials for studying diffusion theory and image generation.
openMotor simulates internal rocket motor ballistics, estimating chamber pressure and thrust from propellant, grain geometry, and nozzle details.
ChemOCR
github.com/kunal1320k/ChemOCRChemOCR uses a lightweight model to recognize chemical structures from images and convert them into other formats.
RocketPy describes itself as a six-degree-of-freedom trajectory simulator for high-power rocketry.
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