Learning Path Roadmaps ML Frameworks

Structured educational roadmaps and curated learning progressions for AI/ML careers and skill development. Does NOT include individual course repositories, hands-on projects, or competition solutions — only meta-guides that map out what to learn and in what order.

There are 86 learning path roadmaps frameworks tracked. 10 score above 50 (established tier). The highest-rated is loganthorneloe/ml-roadmap at 60/100 with 1,250 stars. 1 of the top 10 are actively maintained.

Get all 86 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=learning-path-roadmaps&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	loganthorneloe/ml-roadmap The simplest, most straightforward way to learn ML for free.	60	Established	1,250	Python
2	shanmukh05/Machine-Learning-Roadmap A roadmap for getting started with Machine Learning	57	Established	488	—
3	kimtth/software-architect-mindmap 🧠Mindmap of 🗺️Software Architecture, Software engineering: An Overview of...	55	Established	407	Python
4	Bhavik-Jikadara/ai-ml-roadmap Welcome to the ultimate guide for starting your journey in Artificial...	54	Established	88	JavaScript
5	mohitmishra786/amILearningEnough Low-Level Programming Roadmap and Resources	54	Established	1,317	—
6	rashakil-ds/Roadmap-Docs Best Data Science, Data Analytics, AI, and SDE roadmaps. This repository is...	53	Established	1,047	—
7	aadi1011/AI-ML-Roadmap-from-scratch Become skilled in Artificial Intelligence, Machine Learning, Generative AI,...	53	Established	3,218	—
8	jasmcaus/ai-math-roadmap Your no-nonsense guide to the Math used in Artificial Intelligence	52	Established	520	—
9	rmcmillan34/algorithmic-trading-learning-roadmap A comprehensive learning roadmap for mastering the core disciplines...	51	Established	139	Shell
10	JsonChao/ML-Roadmap :robot: Roadmap to becoming a Machine Learning developer in 2020	50	Established	455	—
11	graykode/nlp-roadmap ROADMAP(Mind Map) and KEYWORD for students those who have interest in learning NLP	49	Emerging	3,274	—
12	mrdbourke/machine-learning-roadmap A roadmap connecting many of the most important concepts in machine...	49	Emerging	7,797	—
13	instillai/deep-learning-roadmap :satellite: All You Need to Know About Deep Learning - A kick-starter	48	Emerging	4,646	Python
14	armankhondker/awesome-ai-ml-resources Learn AI/ML for beginners with a roadmap and free resources.	47	Emerging	4,229	—
15	AMAI-GmbH/AI-Expert-Roadmap Roadmap to becoming an Artificial Intelligence Expert in 2022	47	Emerging	30,799	JavaScript
16	ErdemOzgen/Python-developer-roadmap Roadmap for becoming Python developer.	47	Emerging	396	Python
17	farukalamai/advanced-machine-learning-engineer-roadmap-2024 A Full Stack ML (Machine Learning) Roadmap involves learning the necessary...	47	Emerging	701	—
18	astorfi/Deep-Learning-Roadmap :satellite: Organized Resources for Deep Learning Researchers and Developers	46	Emerging	3,190	Python
19	cybergeekgyan/Zero-to-AI-Engineer-Roadmap-and-Resources A comprehensive roadmap and curated resources for aspiring AI Engineers,...	43	Emerging	50	—
20	raycad/devops-roadmap DevOps methodology & roadmap for a devops developer in 2019. Interesting...	43	Emerging	700	—
21	CodeRayZhang/Deep-Learning-Papers-Reading-Roadmap 深度学习论文阅读路线图	42	Emerging	329	—
22	floodsung/Deep-Learning-Papers-Reading-Roadmap Deep Learning papers reading roadmap for anyone who are eager to learn this...	42	Emerging	39,477	Python
23	joaopaulolndev/my-data-scientist-roadmap Description about my roadmap to become Data Scientist and Engineer Machine Learning	41	Emerging	44	—
24	Rudra-G-23/Data-Science-Roadmap This repository documents all my learning, projects, and resources collected...	41	Emerging	3	—
25	AdilShamim8/ML-Roadmap-and-Notes A carefully curated collection of machine learning notes, resources,...	41	Emerging	21	Jupyter Notebook
26	gopala-kr/ai-learning-roadmap List of all AI related learning materials and practical tools to get started...	40	Emerging	157	—
27	ahmedbahaaeldin/From-0-to-Research-Scientist-resources-guide Detailed and tailored guide for undergraduate students or anybody want to...	40	Emerging	7,596	—
28	amusi/AI-Job-Resume AI 算法岗简历模板	39	Emerging	687	—
29	COPS-IITBHU/AI-roadmap A beginner's roadmap to getting started in Machine Learning, by COPS IIT(BHU).	37	Emerging	116	—
30	leadthefuture/ML-and-DataScience-preparation RoadMap and preparation material for Machine Learning and Data Science -...	37	Emerging	50	Python
31	atharvjairath/Resources-for-python Hi, This is my open-sourced roadmap/resource guide for Python. Please Feel...	37	Emerging	20	—
32	cody328/path-to-fullstack-to-iot-engineer-handbook 🚀Ultimate guide for transforming from a Fullstack Developer to an IoT Engineer!	37	Emerging	29	—
33	AICyberShubham/ai-security-engineer-roadmap Complete roadmap to become an AI Security Engineer from zero to advanced —...	36	Emerging	5	—
34	Pandeycoder/AI-Engineer-Roadmap-2025 AI Engineer Roadmap 2025 – Learn AI, ML, Deep Learning, MLOps, and Big Data...	36	Emerging	33	—
35	AlicanKaya192/Data-Science-RoadMap İstatistikten Makine Öğrenmesine kadar uzanan süreçte Veri Bilimi...	36	Emerging	18	Python
36	FardinHash/Machine-Learning-Roadmap Welcome to the Machine Learning Roadmap! This comprehensive guide will take...	36	Emerging	10	—
37	EngrSaad2/Artificial-Intelligence-Engineer-Roadmap A Roadmap to Becoming an AI Engineer, artificial intelligence (AI),...	36	Emerging	102	—
38	armankhondker/awesome-ai-ml-roadmap Roadmap for learning AI/ML in 2025.	36	Emerging	32	—
39	Devanik21/machine-learning-from-scratch-Zero-to-Hero-ML-Roadmap The Ultimate Machine Learning Roadmap: From Scratch to Production. 📚...	35	Emerging	2	—
40	bnutfilloyev/Data-Science 🧩 \| Data Science Roadmap (Python) Python → Data Science → Machine Learning →...	34	Emerging	10	Jupyter Notebook
41	Devparihar5/Complete-Data-Science-Roadmap Complete Roadmap For Data Science	34	Emerging	81	Jupyter Notebook
42	marcoshsq/Data_Science_Roadmap A curated list of free courses from reputable universities that meet the...	33	Emerging	36	—
43	isLinXu/awesome-road-map 🗺️awesome-road-map🗺️	33	Emerging	51	Python
44	mahmoudxyz/ai-roadmap-journey-brick-by-brick Building artificial intelligence mastery one brick at a time, constructing...	33	Emerging	5	—
45	rembertdesigns/Machine-Learning-AI-Library Curated machine learning and AI roadmap—free, open-access resources spanning...	31	Emerging	20	—
46	barzansaeedpour/machine-learning-roadmap-with-examples This repository contains a roadmap with examples for machine learning,...	29	Experimental	7	Jupyter Notebook
47	rohanmistry231/Tech-World-Roadmaps Your ultimate guide to mastering tech in 2025! This repo offers structured...	29	Experimental	8	—
48	mhmdkardosha/CAT-Reloaded-2025-Data-Science-Roadmap Roadmap for Data Science circle associated with CAT Reloaded.	29	Experimental	37	—
49	ArianAmani/DL-RoadMap A Road Map To Deep Learning	27	Experimental	66	—
50	thenomaniqbal/MachineLearningAndDeepLearningNotes A Road Map to Machine Learning and Deep Learning	26	Experimental	5	Jupyter Notebook
51	AdArya125/Primer-to-Machine-Learning 'Primer to Machine Learning' is a comprehensive guide covering essential...	26	Experimental	24	Jupyter Notebook
52	wanjiru517/Resources A collection of useful links and resources for beginner data scientists	26	Experimental	1	—
53	shumbul/AI Become an AI Engineer 🚀	25	Experimental	2	Python
54	Ahmet-Ruchan/ML-Engineer-RoadMap 🚀 A comprehensive roadmap to become an expert ML Engineer, AI Engineer, Data...	25	Experimental	2	TypeScript
55	belumume/AI-ML-DL-Roadmap A comprehensive, time-bound learning roadmap for AI/ML/DL with structured...	24	Experimental	4	—
56	zede2314/Tech-World-Roadmaps 🌍 Explore structured roadmaps to master tech skills and advance your career...	23	Experimental	—	—
57	MahdiAmrollahi/ai-topics-map Comprehensive AI Topics Map & Learning Roadmap	23	Experimental	2	—
58	socalledvitaly/useful_links_for_ML What to read to become Machine Learning Engineer in 2025	23	Experimental	3	—
59	cksajil/ML-Roadmap-Malayalam A set of self study notes in my own style for anyone to upskill themselves...	23	Experimental	—	Jupyter Notebook
60	samsamitech/hydroinformatics-roadmap This roadmap outlines the essential study topics and skills needed to work...	22	Experimental	6	—
61	sarinanemati/90-days-of-AI---A-Beginner-s-Roadmap Use this repository to ease your AI learning journey! Full of youtube...	21	Experimental	—	—
62	keivanipchihagh/machinelearning-roadmap A hands-on and industry-oriented roadmap to learn to become a Full-Stack...	21	Experimental	9	—
63	EfekanAlpsa/DataScientist-RoadMap DATA SCIENCE ROADMAP	20	Experimental	5	Jupyter Notebook
64	GasComIT/AI-Expert-Roadmap AI-Expert-Roadmap	20	Experimental	5	JavaScript
65	mikeffendii/Data-Scientist-Roadmap Discover a highly effective roadmap that guides you to become a Data...	20	Experimental	8	—
66	TusharKukra/MachineLearningRoadmap Machine Learning Roadmap. A roadmap connecting many of the most important...	20	Experimental	10	—
67	AIApproach/Resources إليك قائمة من الأدوات والكتب ومحاضرات الفيديو والمصادر التعلمية في مجال...	19	Experimental	26	—
68	Ailln/deep-learning-roadmap 🗺️ 一个深度学习的学习路线图	17	Experimental	1	—
69	HariVenkataKrishnaKotha/dotnet-ai-learning-journey 🚀 Complete roadmap to become an AI-powered .NET Solutions Architect \|...	17	Experimental	—	—
70	AIwithMuzammil/python-roadtrip This repository serves as a guide and will take you on a great python...	17	Experimental	1	—
71	akshitsutharr/Data-Science-Roadmap A complete Data Science Roadmap — from coding, math & stats to ML, DL,...	16	Experimental	3	—
72	skyvanguard/ai-scientist-roadmap Complete roadmap from zero to AI Scientist - Free resources, projects, and milestones	16	Experimental	1	—
73	Mohammed-Majid/ML_Roadmap Comprehensive Machine Learning Roadmap	15	Experimental	27	—
74	harish303118/machine-learning-roadmap Machine Learning Engineer Roadmap 2026. You don't need expensive courses.	15	Experimental	6	—
75	nicolehao34/InkSight-Deep-Learning-Roadmap A Road Map to learning all the key concepts in deep learning. WIP	14	Experimental	1	TypeScript
76	justAbdulaziz10/To-infinity-and-AI documents my personal roadmap to master AI & Machine Learning	14	Experimental	1	—
77	ananttripathi/System-Design Structured AI/ML career roadmap with 4 role-based paths. Interactive web app...	14	Experimental	1	—
78	apakek-99/DevNet_StudyLab Build skills for the Cisco DevNet Associate exam with interactive study...	13	Experimental	—	TypeScript
79	babilonczyk/bio-ai-software-engineering-roadmap Explore roadmap to becoming a Bio AI Software Engineer - combining machine...	13	Experimental	7	—
80	suryansh-malik/ai-cloud-devops-roadmap 🚀 Master AI, Cloud, and DevOps with 320+ real interview questions, detailed...	13	Experimental	—	JavaScript
81	harounkesbi/ai-ml-roadmap 🤖 Structured path from Math fundamentals to Deep Learning — built for CS students	13	Experimental	—	—
82	AbdullahAbdelaziz122/AI-Research-Roadmap A comprehensive, phased execution plan for mastering artificial intelligence...	13	Experimental	—	HTML
83	cybersec-dev-au/ai-ml-roadmap Beginner → Intermediate (Student & Self-Learner Friendly)	12	Experimental	1	—
84	SunnyBibyan/ML_through_project_based_learning A project-based roadmap for mastering machine learning, covering essential...	12	Experimental	5	—
85	Tanwar-12/Data-Science-Roadmap How to become a data scientist in 6 months.	12	Experimental	6	—
86	Math-Muniz/Data-Roadmap A roadmap with a tutorial about the data field in Portuguese created to...	12	Experimental	6	—

Comparisons in this category

AI-ML-Roadmap-from-scratch and AI-Expert-Roadmap (53 vs 47) ai-math-roadmap and AI-Expert-Roadmap (52 vs 47) ai-ml-roadmap and AI-Expert-Roadmap (54 vs 47) ml-roadmap and machine-learning-roadmap (60 vs 49) Machine-Learning-Roadmap and machine-learning-roadmap (57 vs 49) ML-Roadmap and machine-learning-roadmap (50 vs 49) ai-ml-roadmap and machine-learning-roadmap (54 vs 49) deep-learning-roadmap and Deep-Learning-Roadmap (48 vs 46) AI-ML-Roadmap-from-scratch and awesome-ai-ml-resources (53 vs 47) Machine-Learning-Roadmap and awesome-ai-ml-resources (57 vs 47)