Alternatives

Machine Learning alternatives for AI agents.

Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.

Current skill

Machine Learning

Practical Full-Stack Machine Learning

50
Quality
72
Trust
708
Stars
#1

Data Science For Beginners

Similarity 142Trust 96Excellent 100

10 Weeks, 20 Lessons, Data Science for All!

36K starsJun 10, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add microsoft/Data-Science-For-Beginners
#2

Data Analysis And Machine Learning Projects

Similarity 140Trust 83Strong 74

Repository of teaching materials, code, and data for my data analysis and machine learning projects.

6.7K starsJun 21, 2023 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add rhiever/Data-Analysis-and-Machine-Learning-Projects
#3

Kangas

Similarity 136Trust 84Strong 71

🦘 Explore multimedia datasets at scale

1.1K starsDec 7, 2024 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add comet-ml/kangas
#4

Streamlit

Similarity 136Trust 95Excellent 100

Streamlit — A faster way to build and share data apps.

45K starsJun 14, 2026 pushdata-analysisPythonData Analysis
$ npx skills add streamlit/streamlit
#5

Fklearn

Similarity 135Trust 90Excellent 97

fklearn: Functional Machine Learning

1.5K starsJun 10, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add nubank/fklearn
#6

Imbalanced Learn

Similarity 134Trust 97Excellent 100

A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning

7.1K starsJun 7, 2026 pushdata-analysisPythonData Analysis
$ npx skills add scikit-learn-contrib/imbalanced-learn
#7

Machine Learning Complete

Similarity 133Trust 86Strong 77

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
#8

100 Pandas Puzzles

Similarity 131Trust 87Strong 75

100 data puzzles for pandas, ranging from short and simple to super tricky (60% complete)

3.0K starsJul 10, 2024 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add ajcr/100-pandas-puzzles
#9

Awesome Python Data Science

Similarity 131Trust 91Excellent 100

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
#10

Hyperlearn

Similarity 131Trust 87Strong 74

2-2000x faster ML algos, 50% less memory usage, works on all hardware - new and old.

2.5K starsNov 19, 2024 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add unslothai/hyperlearn
#11

Notebooks

Similarity 131Trust 84Excellent 86

interactive notebooks from Planet Engineering

673 starsJun 12, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add planetlabs/notebooks
#12

Pymc Resources

Similarity 130Trust 85Strong 74

PyMC educational resources

2.1K starsDec 23, 2024 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add pymc-devs/pymc-resources
#13

Pydata Notebook

Similarity 130Trust 79Strong 72

利用Python进行数据分析 第二版 (2017) 中文翻译笔记

4.7K starsMay 8, 2018 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add BrambleXu/pydata-notebook
#14

Book6 First Course In Data Science

Similarity 129Trust 87Excellent 95

Book_6_《数据有道》 | 鸢尾花书:从加减乘除到机器学习;欢迎大家批评指正!纠错多的同学会得到赠书感谢!

2.7K starsMay 1, 2026 pushdata-analysisJupyter NotebookData Visualization
$ npx skills add Visualize-ML/Book6_First-Course-in-Data-Science
#15

Financial Knowledge Graphs

Similarity 129Trust 79Strong 70

小型金融知识图谱构建流程(neo4j / python / cypher / KG)

3.1K starsJul 7, 2024 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add jm199504/Financial-Knowledge-Graphs
#16

KDEpy

Similarity 129Trust 84Strong 79

Kernel Density Estimation in Python

645 starsMay 6, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add tommyod/KDEpy

How 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 Machine Learning 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.