Statistics for Data Science ML Frameworks

Educational resources, textbooks, and comprehensive courses on probability, statistics, and statistical methods specifically for data science applications. Includes lecture notes, tutorials, and problem sets. Does NOT include general machine learning algorithms, deep learning frameworks, or discipline-specific statistics (e.g., biostatistics, econometrics).

There are 24 statistics for data science frameworks tracked. The highest-rated is D2RS-2026spring/data-driven-reproducible-study at 48/100 with 18 stars. 1 of the top 10 are actively maintained.

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#	Framework	Score	Tier	Stars	Language
1	D2RS-2026spring/data-driven-reproducible-study 《数据驱动的可重复性研究》课程讲义	48	Emerging	18	TeX
2	unpingco/Python-for-Probability-Statistics-and-Machine-Learning Jupyter Notebooks for Springer book "Python for Probability, Statistics, and...	44	Emerging	793	Jupyter Notebook
3	wangyingsm/Python-Data-Science-Handbook A Chinese translation of Jake Vanderplas' "Python Data Science Handbook"....	44	Emerging	423	Jupyter Notebook
4	cfgranda/ps4ds Probability and Statistics for Data Science: A self-contained introduction...	43	Emerging	572	Jupyter Notebook
5	aeturrell/python4DS Python for Data Science. This repository hosts the code behind the online...	42	Emerging	158	Jupyter Notebook
6	APMonitor/pds Machine Learning for Engineers in Python	42	Emerging	84	Jupyter Notebook
7	matteocourthoud/Machine-Learning-for-Economic-Analysis Material for the exercise sessions of master course Machine Learning for...	39	Emerging	88	Jupyter Notebook
8	verri/dsp-book Data Science Project: An Inductive Learning Approach	36	Emerging	7	TeX
9	muandet-lab/ipml-course A course on imprecise probabilistic machine learning	35	Emerging	134	—
10	UWNETLAB/dcss_supplementary Supplementary materials for McLevey 2021 Doing Computational Social Science...	32	Emerging	23	HTML
11	alioh/ds-100-ar Arabic Translation of Data 100 Textbook at UC Berkeley http://www.textbook.ds100.org/	32	Emerging	10	HTML
12	rickiepark/python4daml <코딩 뇌를 깨우는 파이썬>(한빛미디어, 2023)의 코드 저장소	32	Emerging	16	Jupyter Notebook
13	tomasonjo/graphs-network-science Accompanying repository for my book about Graph Data Science	30	Emerging	86	Jupyter Notebook
14	apachecn/ds100-textbook-zh :book: [译] UCB DS100 数据科学的原理与技巧	29	Experimental	117	JavaScript
15	harrywang/misy331 Course Website for MISY331 Machine Learning for Business	28	Experimental	2	JavaScript
16	Chandrakant817/Statistics-for-Data-Science Statistics for Data Science and Machine Learning Handwritten Notes	27	Experimental	47	—
17	jdestefani/StatisticalFoundationsML_INFOF422 Repository for the Statistical Foundation of Machine Learning class (INFO-F-422).	26	Experimental	15	Jupyter Notebook
18	DiogoRibeiro7/academic-presentations Professional-grade presentations on advanced statistics, MCMC methods, and...	15	Experimental	1	TeX
19	luqigroup/cap-4611 Course website for CAP 4611	15	Experimental	—	JavaScript
20	AIML-research/ML4DS-Lecture Machine Learning for Data Science lecture at Freie University Berlin during WiSe21/22	15	Experimental	6	HTML
21	arushig02/Statistics-ML Statistics for Machine Learning — Week 1	14	Experimental	—	Jupyter Notebook
22	Vinod123456183/DSMP-1.0 Ml	14	Experimental	—	Jupyter Notebook
23	rugvedmhatre/machine-learning-summer Course Website for ML Summer Course	13	Experimental	—	HTML
24	JosephMehdiyev/Statistics-and-Probability-with-Code-Applications A open-source book written by Joseph Mehdiyev for educational and...	10	Experimental	1	TeX