6 alternatives to Data-Science-For-Beginners

microsoft/data-science-for-beginners — 10 Weeks, 20 Lessons, Data Science for All! (37,928 stars, MIT, ui).

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 also serves 6 licence-cleared components from microsoft/data-science-for-beginners itself.

The alternatives in detail

• mwaskom/seaborn
  Statistical data visualization in Python
  score 7.2/10 · BSD-3-Clause permissive · 14,087 stars · 52 components · search them
• gradio-app/gradio
  Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work!
  score 7.1/10 · Apache-2.0 permissive · 43,875 stars · 842 components · search them · alternatives
• marimo-team/marimo
  A reactive notebook for Python — run reproducible experiments, query with SQL, execute as a script, deploy as an app, and version with git. Stored as pure Python. All in a modern, AI-native editor.
  score 7.0/10 · Apache-2.0 permissive · 23,269 stars · 2,388 components · search them
• jakevdp/pythondatasciencehandbook
  Python Data Science Handbook: full text in Jupyter Notebooks
  score 1.6/10 · MIT permissive · 50,277 stars · 10 components · search them · alternatives
• maxgfr/csv-ai-analyzer
  A self-hosted, browser-based AI CSV analyzer
  score 7.9/10 · MIT permissive · 87 stars · 66 components · search them
• hoangsonww/fred-banking-data-analysis
  💸 A comprehensive AI-powered data explorer that combines FRED economic data & insights with vector search, regression analysis, and interactive RAG chatbot via Pinecone Vector DB, OpenAI, Claude, and Gemini. Built with T
  score 3.2/10 · MIT permissive · 18 stars · 32 components · search them

Licence data: JustClaw-It's per-repo licence policy. Is Data-Science-For-Beginners still maintained? Check it. Licence details: licence checker. Ranking data from 2026-11-04T17:50:14Z.