A 12-week, 26-lesson curriculum from Microsoft covering classical machine learning with scikit-learn, built around hands-on projects rather than theory dumps.
| Category | Learn AI & machine learning |
| Type | Curriculum (12 weeks) |
| License | MIT |
| Runs locally | Yes |
| Built with | Jupyter |
| Skill level | Beginner |
| Best for | anyone starting ML without a maths background |
Other open-source learn ai & machine learning tools worth comparing:
VirgilioA structured mentor for data science and ML
AI for BeginnersFrom symbolic AI to neural networks
Generative AI for BeginnersBuild generative AI apps, lesson by lesson
Data Science for BeginnersThe data foundations before any ML
LLM CourseThe reference roadmap for learning LLMs
LLMs from ScratchBuild a GPT from nothing, line by line
Neural Networks: Zero to HeroKarpathy builds backprop, then GPT, from scratch
Annotated Paper Implementations60+ papers implemented and explained side by side
Dive into Deep LearningThe textbook where every equation is runnable
fastai Book (fastbook)Deep learning for coders, top-down
Hands-On Machine LearningThe notebooks of the best-selling ML book
Hugging Face CourseMaster transformers with the actual library
Hugging Face Agents CourseBuild AI agents, properly
Made With MLFrom notebook to production system
Prompt Engineering GuideThe reference on prompting, backed by papers
Applied MLHow real companies actually ship ML
ML YouTube CoursesThe best free ML courses on YouTube, curated
OpenAI CookbookPractical recipes that work with any OpenAI-compatible API
Awesome Machine LearningThe reference index of ML libraries, by language
Awesome LLMPapers, models and tools of the LLM era
Deep Learning DrizzleUniversity lectures, from the source
ML Interviews BookWhat ML interviews actually askML for Beginners is free and open-source (MIT license), so you can use, self-host and modify it at no cost.
Yes. ML for Beginners is designed to run on your own machine or server, keeping your data private.
Popular open-source alternatives include Virgilio, AI for Beginners, Generative AI for Beginners. See the comparisons above to choose.
Browse the full directory of open-source AI tools, models and projects — updated daily.
Browse all tools →