Alternatives

Ps4ds alternatives for AI agents.

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

Current skill

Ps4ds

Probability and Statistics for Data Science: A self-contained introduction to probability and statistics for data science, including a free pdf, 103 Python notebooks using 23 real-world datasets, 118 videos with slides, and solutions to 200 exercises

74
Quality
82
Trust
593
Stars
#1

Machine Learning Complete

Similarity 141Trust 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
#2

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
#3

Nannyml

Similarity 135Trust 87Excellent 87

nannyml: post-deployment data science in python

2.1K starsJul 12, 2025 pushdata-analysisPythonData Analysis
$ npx skills add NannyML/nannyml
#4

Data Science For Beginners

Similarity 134Trust 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
#5

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
#6

Dtale

Similarity 133Trust 94Excellent 100

Visualizer for pandas data structures

5.2K starsMay 29, 2026 pushdata-analysisTypeScriptData Analysis
$ npx skills add man-group/dtale
#7

Mlcourse.AI

Similarity 132Trust 88Excellent 98

Open Machine Learning Course

11K starsMar 1, 2026 pushdata-analysisPythonData Analysis
$ npx skills add Yorko/mlcourse.ai
#8

Data Analysis And Machine Learning Projects

Similarity 132Trust 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
#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

ML CaPsule

Similarity 131Trust 88Excellent 85

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
#11

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
#12

bansalkanav/Ultimate-Data-Science-Toolkit---From-Python-Basics-to-GenerativeAI is a high-star GitHub project relevant to AI agent workflows.

968 starsApr 8, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add bansalkanav/Ultimate-Data-Science-Toolkit---From-Python-Basics-to-GenerativeAI
#13

Python

Similarity 130Trust 89Excellent 100

This repository helps you learn Python and Machine Learning from scratch.

2.2K starsJun 14, 2026 pushdata-analysisJupyter NotebookData Visualization
$ npx skills add Tanu-N-Prabhu/Python
#14

Hands On Data Analysis With Pandas 2nd Edition

Similarity 130Trust 87Strong 80

Materials for following along with Hands-On Data Analysis with Pandas – Second Edition

709 starsApr 11, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add stefmolin/Hands-On-Data-Analysis-with-Pandas-2nd-edition
#15

Hamilton

Similarity 129Trust 94Excellent 100

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

2.5K starsJun 14, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add apache/hamilton
#16

Gradio

Similarity 129Trust 99Excellent 100

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

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 Ps4ds if it already passes your workflow test and repository review.

Next step

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