5 alternatives to ML-For-Beginners
microsoft/ml-for-beginners — 12 weeks, 26 lessons, 52 quizzes, classic Machine Learning for all (91,915 stars, MIT, ai, ui, integration).
These are the closest projects in the JustClaw-It index that we serve licence-cleared code from, ranked by relevance and by our code-quality score (1–10, the mean over each repo's graded components: completeness, code quality, deployability, reusability, strategic value). JustClaw-It does not serve code from microsoft/ml-for-beginners itself (licence class: permissive), so these alternatives are the licence-cleared route.
| # | Repo | Score | Licence | Stars |
|---|---|---|---|---|
| 1 | tensorflow/tensorflow | 6.7 | Apache-2.0 | 201,270 |
| 2 | scikit-learn/scikit-learn | 4.5 | BSD-3-Clause | 68,003 |
| 3 | dotnet/machinelearning-samples | 4.5 | MIT | 4,685 |
| 4 | aws/amazon-sagemaker-examples | 6.5 | Apache-2.0 | 10,993 |
| 5 | daddydrac/machine-learning-for-predictive-lead-scoring | 5.9 | Apache-2.0 | 113 |
The alternatives in detail
-
An Open Source Machine Learning Framework for Everyonescore 6.7/10 · Apache-2.0 permissive · 201,270 stars · 3,000 components · search them · alternatives
-
scikit-learn: machine learning in Python
-
Samples for ML.NET, an open source and cross-platform machine learning framework for .NET.score 4.5/10 · MIT permissive · 4,685 stars · 349 components · search them
-
Example 📓 Jupyter notebooks that demonstrate how to build, train, and deploy machine learning models using 🧠 Amazon SageMaker.score 6.5/10 · Apache-2.0 permissive · 10,993 stars · 43 components · search them
-
Predictive Lead Scoring does all the hard work for you by leveraging Machine Learning to provide your sales and marketing team with in-depth customer knowledge and ways to target the hottest and most qualified leads – rescore 5.9/10 · Apache-2.0 permissive · 113 stars · 8 components · search them
Licence data: JustClaw-It's per-repo licence policy. Is ML-For-Beginners still maintained? Check it. Licence details: licence checker. Ranking data from 2026-11-04T22:41:13Z.
Want code like ML-For-Beginners without the licence risk? JustClaw-It is an MCP server with 1,989,000+ licence-cleared, scored code components. Search is free; every result carries its licence and attribution.
Remote MCP endpoint: https://justclaw.it.com/mcp (API key auth). Works with Claude Code, Cursor,
Codex, Windsurf and other MCP clients. A one-line CLI installer (@justclaw-it/cli) is coming.