Machine Learning Curated Guides ML Frameworks

Curated collections and learning paths for machine learning education from multiple sources. Does NOT include implementation frameworks, specific algorithm tutorials, or domain-specific ML applications.

There are 136 machine learning curated guides frameworks tracked. 17 score above 50 (established tier). The highest-rated is csinva/csinva.github.io at 62/100 with 610 stars. 2 of the top 10 are actively maintained.

Get all 136 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=machine-learning-curated-guides&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Framework	Score	Tier	Stars	Language
1	csinva/csinva.github.io Slides, paper notes, class notes, blog posts, and research on ML 📉,...	62	Established	610	HTML
2	ml-tooling/best-of-jupyter 🏆 A ranked list of awesome Jupyter Notebook, Hub and Lab projects...	61	Established	1,195	—
3	louisfb01/start-machine-learning A complete guide to start and improve in machine learning (ML), artificial...	58	Established	5,206	—
4	leehanchung/awesome-full-stack-machine-learning-courses Curated list of publicly accessible machine learning engineering courses...	56	Established	512	—
5	harleyszhang/cv_note 记录cv算法工程师的成长之路，分享计算机视觉和模型压缩部署技术栈笔记。https://harleyszhang.github.io/cv_note/	55	Established	2,617	Python
6	AaltoDictionaryofML/AaltoDictionaryofML.github.io Welcome! 👋 This is the working draft of the Aalto Dictionary of Machine...	54	Established	57	TeX
7	ahkarami/Great-Deep-Learning-Tutorials A Great Collection of Deep Learning Tutorials and Repositories	54	Established	379	—
8	nocomplexity/FreeAndOpenMachineLearning This project is created to promote and advocate the use of FOSS machine learning.	52	Established	47	Python
9	Carl-McBride-Ellis/Compendium-of-free-ML-reading-resources Compendium of free ML reading resources	52	Established	500	—
10	TarrySingh/Artificial-Intelligence-Deep-Learning-Machine-Learning-Tutorials A comprehensive list of Deep Learning / Artificial Intelligence and Machine...	51	Established	3,985	Python
11	MLReef/mlreef The collaboration workspace for Machine Learning	51	Established	1,456	Kotlin
12	howie6879/mlhub123 机器学习&深度学习网站资源汇总（Machine Learning Resources）	51	Established	1,141	—
13	aimi-cn/AILearners 机器学习、深度学习、自然语言处理、计算机视觉、各种算法等AI领域相关技术的路线、教程、干货分享。笔记有：机器学习实战、剑指Offer、cs231n、cs1...	51	Established	673	Python
14	andy6804tw/crazyai-ml 全民瘋AI系列 [經典機器學習]	50	Established	209	CSS
15	learnbyexample/py_resources Collection of Python learning resources	50	Established	182	—
16	AdicherlaVenkataSai/ml-workspace Machine Learning (Beginners Hub), information(courses, books, cheat sheets,...	50	Established	382	—
17	Ramakm/AI-ML-Book-References This repository is for all those AI enthusiastics who actually loves to read...	50	Established	361	—
18	SmartDataAnalytics/Knowledge-Graph-Analysis-Programming-Exercises Exercises for the Analysis of Knowledge Graphs	49	Emerging	283	Jupyter Notebook
19	chasingbob/deep-learning-resources A Collection of resources I have found useful on my journey finding my way...	49	Emerging	144	—
20	noahgift/pragmaticai [Book-2019] Pragmatic AI: An Introduction to Cloud-based Machine Learning	48	Emerging	139	Makefile
21	IvLabs/resources Resources on various topics being worked on at IvLabs	48	Emerging	351	—
22	eugeneyan/applied-ml 📚 Papers & tech blogs by companies sharing their work on data science &...	48	Emerging	28,712	—
23	azminewasi/online-ml-university A curated list of FREE courses available online from top universities of the...	48	Emerging	205	—
24	0voice/learning-Journey-AI learning-Journey-AI...	48	Emerging	412	Python
25	dair-ai/ML-YouTube-Courses 📺 Discover the latest machine learning / AI courses on YouTube.	47	Emerging	17,122	—
26	leemengtw/deep-learning-resources 由淺入深的深度學習資源 Collection of deep learning materials for everyone	47	Emerging	688	—
27	BAILOOL/DoYouEvenLearn Essential Guide to keep up with AI/ML/DL/CV	46	Emerging	1,064	—
28	runwayml/learn 👩‍🏫 Learn how to use RunwayML with tutorials, guides, and examples!	46	Emerging	141	—
29	innat/ML-Resource A concise resource repository for machine learning	46	Emerging	113	HTML
30	rebecca-vickery/data-science-learning-resources A comprehensive list of free resources for learning data science	45	Emerging	410	—
31	eugeneyan/applyingml 📌 Papers, guides, and mentor interviews on applying machine learning for...	45	Emerging	204	MDX
32	adeshpande3/Machine-Learning-Links-And-Lessons-Learned List of all the lessons learned, best practices, and links from my time...	43	Emerging	1,009	—
33	Shujian2015/FreeML A List of Data Science/Machine Learning Resources (Mostly Free)	43	Emerging	1,130	—
34	HYU-AILAB/ai-seminar AI & Deep Leanring Seminar @ Artificial Intelligence Lab, Hanyang University	43	Emerging	81	Jupyter Notebook
35	tangyudi/Ai-Learn 人工智能学习路线图，整理近200个实战案例与项目，免费提供配套教材，零基础入门，就业实战！包括：Python，数学，机器学习，数据分析，深度学习，计算机视...	43	Emerging	12,749	—
36	weslynn/AlphaTree-graphic-deep-neural-network AI Roadmap:机器学习(Machine Learning)、深度学习(Deep...	43	Emerging	2,967	—
37	RemoteML/bestofml The best resources around Machine Learning	43	Emerging	352	HTML
38	demidovakatya/vvedenie-mashinnoe-obuchenie :memo: Подборка ресурсов по машинному обучению	43	Emerging	1,450	—
39	hindupuravinash/nips2017 A list of resources for all invited talks, tutorials, workshops and...	43	Emerging	887	—
40	allmachinelearning/MachineLearning Machine learning resources	43	Emerging	3,773	—
41	pzivich/publications-code Publicly available code from my publications 📝	43	Emerging	18	Python
42	davidmacmillan/DeepLearningStudyGroup Papers, code, etc. for the Deep Learning Study Group, which has been meeting...	42	Emerging	33	Python
43	rohanmistry231/AI-ML-Books A curated collection of books, summaries, and resources focused on...	41	Emerging	36	—
44	logancyang/my-cs-degree A CS degree with a focus on full-stack ML engineering, 2020	41	Emerging	890	—
45	shantanu-ai/deep-learning-resources Resources needed to start deep learning research....	41	Emerging	92	—
46	orico/www.mlcompendium.com The Machine Learning & Deep Learning Compendium was a list of references in...	40	Emerging	2,180	—
47	tmheo/deep_learning_study A curated list of Deep Learning	40	Emerging	136	—
48	dustinvtran/ml-videos A collection of video resources for machine learning	40	Emerging	1,555	—
49	cbamls/AI_Tutorial 精选机器学习，NLP，图像识别，深度学习等人工智能领域学习资料，搜索，推荐，广告系统架构及算法技术资料整理。算法大牛笔记汇总	40	Emerging	3,648	—
50	weicho-wang/AI-TrainerCertificationExamPrepGuide 人工智能训练师备考指南，分为基础概念、算法原理、编程实例等内容。	40	Emerging	11	—
51	mileistone/study_resources study resources of model and engineering	40	Emerging	225	—
52	Mybridge/learn-python Python Top 45 Articles of 2017	39	Emerging	145	—
53	vyraun/Megalodon Various ML/DL Resources organised at a single place.	39	Emerging	189	—
54	utsavk28/ML-DS-Guide Complied Resources for learning Machine Learning & Data Science	39	Emerging	54	—
55	Data-Science-Community-SRM/Resourceify A curated list of everything you need in the field of Data Science, Machine...	39	Emerging	99	Jupyter Notebook
56	ReScience/MLRC Editorial venue for ML Reproducibility Challenge Accepted papers	38	Emerging	17	TeX
57	benthecoder/yt-channels-DS-AI-ML-CS A comprehensive list of 180+ YouTube Channels for Data Science, Data...	38	Emerging	1,573	—
58	lihanghang/Deep-learning-And-Paper 【仅作为交流学习使用】机器智能--相关书目及经典论文包括AutoML、情感分类、语音识别、声纹识别、语音合成实验代码等	38	Emerging	90	Jupyter Notebook
59	ocademy-ai/open-learning-resources A curated list of free/open source resources for you to learn Computer Science.	38	Emerging	15	—
60	leandromineti/ml-journey A curated collection of free learning resources on topics related to Machine...	38	Emerging	26	—
61	leandromineti/ml-knowledge-graph Organizing concepts related to machine learning and artificial intelligence	37	Emerging	39	HTML
62	hindupuravinash/nips2016 A list of resources for all invited talks, tutorials, workshops and...	37	Emerging	223	—
63	kishumds/Machine-Learning-Resources Machine Learning resources for everyone.	37	Emerging	15	—
64	Mybridge/learn-machine-learning Learn to Build a Machine Learning Application from Top Articles	37	Emerging	114	—
65	lobe/lobe-adafruit-kit Everything you need to bring your machine learning ideas to life with our...	37	Emerging	78	Python
66	leerumor/ai-study 人工智能学习资料超全整理，包含机器学习基础ML、深度学习基础DL、计算机视觉CV、自然语言处理NLP、推荐系统、语音识别、图神经网路、算法工程师面试题	37	Emerging	664	—
67	vlgiitr/DL_Topics List of DL topics and resources essential for cracking interviews	37	Emerging	458	—
68	zhililab/Python-Learning-Resources This is a set of useful resources for python learning.	36	Emerging	3	Python
69	fltenwall/AI-awesome AI学习路线，入门-基础-进阶-高级	34	Emerging	55	—
70	baniasbaabe/learning-data-science Curated collection of awesome resources and tutorials for mastering Data...	34	Emerging	50	—
71	Kenny-EPAM-DIAL/applied-ml-evaluation Applied ML Evaluation Papers is a public, practitioner-focused repository of...	33	Emerging	2	—
72	khanhney/ml-mastery-guide A comprehensive, practical roadmap for mastering Machine Learning and Deep Learning.	33	Emerging	19	—
73	Simon-ux/free-algorithm-learning 算法导航，免费的可视化算法学习神器！通过交互式动画带你掌握常见数据结构（二叉树、链表、栈、队列、图）和算法（排序、搜索、动态规划、贪心）。提供保姆级算法学...	32	Emerging	14	—
74	haltakov/suboptimal Seriously Unnecessary Baffling Obscure Perplexing Terms In MAchine Learning	31	Emerging	193	HTML
75	deehzee/ml-bookmarks My bookmarks related to Machine Learning	31	Emerging	4	—
76	AUSTIN2526/learn-AI-in-30-days-book-version ChatGPT X Keras X PyTorch 全方位應用實踐指南：從零開始的 AI...	31	Emerging	24	—
77	h4ck3r0/Free_Resources_For_MachineLearning Free resources to learn machine learning	31	Emerging	6	—
78	sayantansatpati/awesome-data-science Laundry List of Data Science / ML /AI resources available online	30	Emerging	15	—
79	mohammad-oghli/ML-Term Most Common Data and ML Terms	30	Emerging	2	—
80	Elkinmt19/ml-engineering-dojo :rocket: This is a repository to learn and gain more knowledge about ML...	30	Emerging	6	Jupyter Notebook
81	cloudpedagogy/AI-models Comprehensive collection of Machine Learning and Deep Learning Models	29	Experimental	1	Jupyter Notebook
82	SajagIN/Machine-Learning-Starter-Guide This is a starting point for my ( and can be yours ) Machine Learning...	29	Experimental	9	—
83	tambetvali/LaegnaAIBasics This is an introduction to Deep Learning AIs: and then...	29	Experimental	4	—
84	mikeroyal/Jupyter-Guide Jupyter Guide	28	Experimental	14	Jupyter Notebook
85	Emmanuel1118/Learn-ML-Basics A collection of resources that should help and guide your first steps as you...	28	Experimental	92	—
86	Pseudo-Lab/klue-baseline KLUE로 모델 평가하기 crew	27	Experimental	6	Jupyter Notebook
87	mikeroyal/Deep-Learning-Guide Deep learning Guide.	27	Experimental	38	Python
88	Sophia-11/Deep-Learning-Highlights 深度学习资源集锦	27	Experimental	27	—
89	dobriban/stat-ml-edu Resources for education in statistics and machine learning: from advanced...	26	Experimental	105	—
90	EISHKARAN/TSS-Resources Basic Machine Learning resources	26	Experimental	7	Jupyter Notebook
91	montali/MLEngineerSummary Everything a Machine Learning Engineer needs to know, from statistics,...	26	Experimental	24	Python
92	krishnamali1101/Kickstart-AI-ML Best tutorial links to Kickstart Artificial Intelligence and ML. It include...	25	Experimental	6	Jupyter Notebook
93	mirianfsilva/data-science-ml-books Data Science & Machine Learning Books that people should read. Currently my...	25	Experimental	4	—
94	vishal815/ML_INT354_NLP_INT344_ETE_Q_Paper_Mcq_handwitten_Notes This will help you to prepare Machine learing and NLP exam of LPU. It's...	25	Experimental	7	—
95	Rocky-Dewan/Machine-Learning-Books-Colllection Curated collection of essential books and learning resources for Machine...	25	Experimental	1	—
96	dungxibo123/MachineLearningBy2Idiot My resources	24	Experimental	5	—
97	MarcoSteinke/Machine-Learning-Resources A personal collection of Machine Learning / Data Science / AI resources....	24	Experimental	5	HTML
98	rueedlinger/ml-resources A curated list of statistics, data visualization and machine learning...	23	Experimental	12	—
99	carpentries-incubator/developing-evaluating-dl Developing and Evaluating a Deep Learning Model	23	Experimental	—	Dockerfile
100	AIDajiangtang/AI-MindMap 线性代数，概率与统计，机器学习，深度学习，计算机视觉，人工智能思维导图	22	Experimental	6	—
101	iamc1oud/Machine-Learning Machine Learning Resources	22	Experimental	1	Jupyter Notebook
102	zack-zzq/Scripture NovelAI图集，二次元浓度Max!!!	21	Experimental	10	—
103	pranam-s/AI-ML-Guide-For-Beginners A comprehensive guide and interactive notebook for beginners to explore...	21	Experimental	1	Jupyter Notebook
104	BenAmpel/DS-ISR-Methodological-Tools A repository of tools found in top conferences to aid in method...	20	Experimental	2	SCSS
105	outoflaksh/Python-Learning-Resources A collaboratively compiled collection of learning resources for beginner and...	20	Experimental	8	—
106	joaopfonseca/publications Repository containing most of the source code (LaTeX, Python, etc.) of all...	20	Experimental	7	PostScript
107	mikeroyal/Linear-Algebra-Guide Linear Algebra Guide	19	Experimental	15	MATLAB
108	Smartshield-INSAT/MLEngine This repository contains all of the SmartShield AI Team’s work for building,...	19	Experimental	3	Jupyter Notebook
109	JayAhn0104/Reading-List A Curated List of Learning Materials on Machine Learning	17	Experimental	1	—
110	iamkirankumaryadav/Library Data Science \| AI \| ML \| NLP \| OpenCV \| Python \| Statistics \| SQL	16	Experimental	2	—
111	Hazrat-Ali9/Machine-Learning-Engineer 🤡 Machine 👹Learning 🤖 Engineer 🙉 is a curated 🤢 hands-on 🥶 repository 🧸...	16	Experimental	36	—
112	boostcamp-AI-Tech-alumni/Events 부스트캠프 AI Tech 수료생 커뮤니티 event wiki	15	Experimental	31	—
113	atharvaaalok/machine-learning-for-design A curated list of resources on machine learning for fluid flow, structures...	14	Experimental	1	—
114	Kenzie-lim/field-log A bricoleur's field log — where narrative meets nonlinearity	14	Experimental	—	—
115	haikal851/ressources-ml 📚 Discover a community-driven collection of quality, free resources for...	13	Experimental	—	—
116	kalafus/MachineLearningCurves MachineLearningCurves is a collection of abstract papers, insights, and...	13	Experimental	—	—
117	AlexMuresan/Machine-Learning-Resources Resources to use when studying machine learning	13	Experimental	9	Jupyter Notebook
118	MohammedBelfellah/ML_Study_Guide A comprehensive, bilingual (EN/FR) interactive study guide for AI & Machine Learning	13	Experimental	—	HTML
119	woshiniudun/ai_learning 算法工程师的学习路线、资源和实战项目	12	Experimental	6	Jupyter Notebook
120	Dipankar-Medhi/the-mlengineer-notebook Find everything required to become a Machine Learning Engineer.	12	Experimental	5	JavaScript
121	Abhijith14/MachineLearningDocs Learn ML	12	Experimental	7	—
122	CrownedHead06/MachineLearningBooks All books you need to get started or accelerate your journey in Machine...	12	Experimental	1	—
123	mehmoodulhaq570/Machine-Learning-Books-By-Jason-Brownlee Machine Learning Resource guides to help you become the master of ML.	11	Experimental	3	—
124	Yogananth-r/machine-learning-resources Resources of Machine Learning	11	Experimental	3	—
125	wadeedmadni/BiteSizedML Welcome to BiteSizedML - your quick reference for Machine Learning...	11	Experimental	—	—
126	OGSarah/Machine-Learning-Resources An organized repository of essential machine learning resources, including...	11	Experimental	1	—
127	shreyazh/Machine-Learning Breif Description about Machine Learning	11	Experimental	—	—
128	epochDVKHN/word-wall-codex Chronicling a Dovahkiin's odyssey through the realm of knowledge.	11	Experimental	—	—
129	kuldipem/ML Important Definitions in Machine Learning	11	Experimental	—	TeX
130	kolharsam/Machine-Learning-Resource-Box This repository contains all known, tried and tested resources that we think...	11	Experimental	—	—
131	aquastripe/paper-notes 電腦視覺與深度學習的論文筆記	11	Experimental	—	HTML
132	shrutisaxena51/ML-Learning-Resources A curated list of learning plans, books, free resources, talk, research...	11	Experimental	3	—
133	NLGithubWP/tech-notebook The website is at following link	11	Experimental	4	HTML
134	bunsyy/machine_learning_resources Resources for starters about AI, ML, Deep Learning 🧠	10	Experimental	2	—
135	AK3847/ml_stash Resources for Machine Learning (specially for LLMs)	10	Experimental	2	—
136	heyvaldemar/machine-learning-deep-learning-courses Machine Learning and Deep Learning Courses on YouTube	10	Experimental	2	—