#1
🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.
24K starsJun 11, 2026 pushdata-analysisData AnalysisClaude Code
$ npx skills add lukasmasuch/best-of-ml-pythonAlternatives
Data Science Roadmap alternatives for AI agents.
Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.
Current skill
Data Science Roadmap
Data Science Roadmap from A to Z
90
Quality
88
Trust
4.3K
Stars
#2
Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work!
43K starsJun 15, 2026 pushdata-analysisPythonData Analysis
$ npx skills add gradio-app/gradio#3
Streamlit — A faster way to build and share data apps.
45K starsJun 14, 2026 pushdata-analysisPythonData Analysis
$ npx skills add streamlit/streamlit#4
Probably the best curated list of data science software in Python.
3.5K starsApr 13, 2026 pushdata-analysisData AnalysisClaude Code
$ npx skills add krzjoa/awesome-python-data-science#5
Source code accompanying book: Data Science on the Google Cloud Platform, Valliappa Lakshmanan, O'Reilly 2017
1.4K starsFeb 20, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add GoogleCloudPlatform/data-science-on-gcp#6
10 Weeks, 20 Lessons, Data Science for All!
36K starsJun 10, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add microsoft/Data-Science-For-Beginners#7
🕸️ Web apps in pure Python 🐍
29K starsJun 13, 2026 pushdata-analysisPythonData Analysis
$ npx skills add reflex-dev/reflex#8
Roadmap to becoming an Artificial Intelligence Expert in 2022
31K starsSep 12, 2025 pushdata-analysisJavaScriptData Analysis
$ npx skills add AMAI-GmbH/AI-Expert-Roadmap#9
1 Line of code data quality profiling & exploratory data analysis for Pandas and Spark DataFrames.
14K starsApr 22, 2026 pushdata-analysisPythonData Analysis
$ npx skills add Data-Centric-AI-Community/fg-data-profiling#10
A comprehensive machine learning repository containing 30+ notebooks on different concepts, algorithms and techniques.
5.0K starsSep 22, 2023 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add Nyandwi/machine_learning_complete#11
🛠 All-in-one web-based IDE specialized for machine learning and data science.
3.5K starsJul 26, 2024 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add ml-tooling/ml-workspace#12
ML-capsule is a Project for beginners and experienced data science Enthusiasts who don't have a mentor or guidance and wish to learn Machine learning. Using our repo they can learn ML, DL, and many related technologies with different real-world projects and become Interview ready.
659 starsJun 13, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add Niketkumardheeryan/ML-CaPsule#13
Data processing for and with foundation models! 🍎 🍋 🌽 ➡️ ➡️🍸 🍹 🍷
6.5K starsJun 15, 2026 pushdata-analysisPythonData Analysis
$ npx skills add datajuicer/data-juicer#14
Chat with your database or your datalake (SQL, CSV, parquet). PandasAI makes data analysis conversational using LLMs and RAG.
24K starsOct 28, 2025 pushdata-analysisPythonData Analysis
$ npx skills add sinaptik-ai/pandas-ai#15
Open Source Feature Flags, Experimentation, and Product Analytics
7.9K starsJun 16, 2026 pushdata-analysisTypeScriptData Analysis
$ npx skills add growthbook/growthbook#16
Visualizer for pandas data structures
5.2K starsMay 29, 2026 pushdata-analysisTypeScriptData Analysis
$ npx skills add man-group/dtaleHow to choose
When should you switch?
Use an alternative when it has a clearer install path, higher trust score, fresher maintenance, or better platform fit for your current agent stack. Keep Data Science Roadmap if it already passes your workflow test and repository review.
Next step
Compare top candidates side by side
Open the compare page, test the install commands in a sandbox, and check each repository before using a skill in production.