ML Reference Guides ML Frameworks

Quick reference materials, cheat sheets, and summarized documentation for ML/AI concepts and frameworks. Does NOT include full tutorials, course materials, interactive learning platforms, or specialized reference guides for specific prediction tasks.

There are 47 ml reference guides frameworks tracked. 7 score above 50 (established tier). The highest-rated is matyushkin/ds at 52/100 with 219 stars.

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#	Framework	Score	Tier	Stars	Language
1	matyushkin/ds 👨‍🔬 In Russian: Обновляемая структурированная подборка бесплатных ресурсов...	52	Established	219	Jupyter Notebook
2	AdiBro/Data-Science-Resources Data Science related resources and cheatsheets	52	Established	68	—
3	bfortuner/ml-glossary Machine learning glossary	51	Established	3,114	Python
4	kailashahirwar/cheatsheets-ai Essential Cheat Sheets for deep learning and machine learning researchers...	51	Established	15,398	—
5	starkblaze01/Algorithms-Cheatsheet-Resources 🤓All the geeky stuffs you need to know at one place!	51	Established	431	Python
6	frontbenchHQ/Data-Science-Free Free Resources For Data Science created by Shubham Kumar	51	Established	317	—
7	tirthajyoti/Data-science-best-resources Carefully curated resource links for data science in one place	51	Established	3,167	—
8	dformoso/machine-learning-mindmap A mindmap summarising Machine Learning concepts, from Data Analysis to Deep Learning.	49	Emerging	6,254	—
9	FrancescoSaverioZuppichini/Reinforcement-Learning-Cheat-Sheet Reinforcement Learning Cheat Sheet	48	Emerging	157	TeX
10	MLEveryday/Machine-Learning-Cheatsheets 机器学习备忘录	45	Emerging	86	—
11	SamBelkacem/AI-ML-cheatsheets Cheatsheets for AI and Machine Learning	45	Emerging	616	—
12	gagandeepreehal/Cheatsheets Quick reference material for techies	43	Emerging	72	—
13	airalcorn2/Michael-s-Data-Science-Curriculum This is the companion curriculum to my guide to becoming a data scientist.	42	Emerging	404	—
14	aaronwangy/Data-Science-Cheatsheet A helpful 5-page machine learning cheatsheet to assist with exam reviews,...	40	Emerging	5,361	TeX
15	jayinai/ml-cheatsheet A constantly updated python machine learning cheatsheet	40	Emerging	167	—
16	tushar2704/Everyday_Python Welcome to Everyday Python Sheets – your go-to resource for everyday Python...	39	Emerging	15	Python
17	Alexoner/AI-cheat-sheet cheat sheet for Artificial Intelligence	38	Emerging	22	TeX
18	BrianPulfer/ML-Tech-Cheatsheet "Cheatsheet" repository which uses advanced libraries and features.	33	Emerging	21	Python
19	DL1943/DL1943-cheatsheet DL1943 Deep Learning Cheatsheet codebase	32	Emerging	5	C++
20	yashprakash13/Python-Cool-Concepts All noteworthy Python tricks, tips, and cheatsheets!	32	Emerging	24	Jupyter Notebook
21	ttariqaziz/data_science_cheat_sheets All updated cheat sheets regarding data science, data analysis provided by...	32	Emerging	5	—
22	tushar2704/Taipy-Cheat-Sheets Taipy Cheat Sheets - All of Taipy with Taipy Application	31	Emerging	17	Python
23	mikewlange/cheatsheets-ai-fork Cheat Sheets for deep learning and machine learning.	30	Emerging	21	—
24	CSCheatsheets/mle-cheatsheet Cheatsheet for Machine Learning Engineer.	30	Emerging	2	Shell
25	alexfdez1010/micromaster_statistics_data_science_cheatsheet Cheatsheets for the micromaster in statistics and data science of MIT	30	Emerging	2	TeX
26	ma-mehralian/cheat_sheets Some of my courses fragmentary cheat sheets in LaTex.	29	Experimental	23	TeX
27	kahramankostas/CheatSheets CheatSheets about python , ml etc.	29	Experimental	20	—
28	OpenCoreCH/ethz_cs_summaries Summaries / Cheat Sheets created at ETH Zurich BsC Computer Science & MsC...	28	Experimental	163	—
29	jordanmendler/project-cheatsheet Compilation of cheatsheets related to AI, Machine Learning, Software Development, etc	27	Experimental	6	—
30	Jerin06/data-science-days A list of comprehensive guides, cheatsheets, roadmaps, and hands-on labs to...	24	Experimental	2	—
31	ozanyetkin/ml-cheatsheet Cheat sheet for ML models based on scikit-learn, tensorflow, pytorch,...	22	Experimental	6	Python
32	4ngelojr/AI-ML-Cheatsheets 🗂️ Access essential AI and ML concepts with quick-reference cheatsheets for...	21	Experimental	—	—
33	imarranz/data-science-essential-guides A minimalist static website for hosting and exploring the Essential Guides...	19	Experimental	—	CSS
34	DolMalin/AICheatSheet A non-exhaustive cheat sheet about what I learned in AI during the last...	18	Experimental	2	—
35	alessandro1802/ml-visualizations A Python cheatcheet for Machine Learning visualizations.	17	Experimental	1	Jupyter Notebook
36	KiarashS/Files My Directory (Files, URLs, etc.)	17	Experimental	—	JavaScript
37	khosro06001/bellman-equation-as-dot-products Most presentations of the Bellman Expectation Equation use either scalar...	16	Experimental	4	—
38	sattusaipraneeth/Data-Science-Cheat-Sheets Data Science Cheat Sheets is a compact reference repository covering...	14	Experimental	6	TeX
39	Jason2Brownlee/DataScienceDiagnosticChecklist Data Science Diagnostic Checklist: Helpful checks for data scientists with...	14	Experimental	23	—
40	mlnjsh/data-science-cheatsheets Comprehensive cheatsheets for Data Science, Machine Learning, Statistics,...	14	Experimental	1	—
41	Ishan2608/Cheat-Sheets A repo of guide books.	14	Experimental	—	HTML
42	Develop-Packt/Introduction-to-Data-System-Design You will look at some existing system designs and analyze the reasons for...	13	Experimental	—	Jupyter Notebook
43	vmarffaaa/Das_Coder_ML-Engineer-Journey-2027 🚀 Master machine learning through a structured journey, documenting progress...	13	Experimental	—	HTML
44	sahaavi/Data-Science-Resources 📊 List of Free Data Science Courses/Podcasts, Open/Public datasets repo ,...	11	Experimental	—	—
45	nykabhishek/awesome-ai-ml-cheatsheet A curated list of cheat sheets and documentation for the AI and ML community...	11	Experimental	—	—
46	kunalarya873/python_cheatsheets A Python cheatsheet is a quick reference guide that summarizes the most...	10	Experimental	2	—
47	PFarahani/data-science-essentials A collection of cheat sheets, summaries, and tutorials for various...	10	Experimental	2	—

Comparisons in this category

cheatsheets-ai and AI-ML-cheatsheets (51 vs 45) Data-Science-Resources and Data-Science-Cheatsheet (52 vs 40) Data-science-best-resources and Data-Science-Free (51 vs 51) ml-glossary and ml-cheatsheet (51 vs 40) Data-Science-Resources and Data-science-best-resources (52 vs 51) ml-glossary and Machine-Learning-Cheatsheets (51 vs 45) Machine-Learning-Cheatsheets and AI-ML-cheatsheets (45 vs 45) Data-Science-Resources and AI-ML-cheatsheets (52 vs 45) AI-ML-cheatsheets and AI-cheat-sheet (45 vs 38) Algorithms-Cheatsheet-Resources and Cheatsheets (51 vs 43)