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 80 learning path roadmaps frameworks tracked. 5 score above 50 (established tier). The highest-rated is loganthorneloe/ml-roadmap at 56/100 with 1,250 stars. 2 of the top 10 are actively maintained.

Get all 80 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.	56	Established	1,250	Python
2	aadi1011/AI-ML-Roadmap-from-scratch Become skilled in Artificial Intelligence, Machine Learning, Generative AI,...	53	Established	3,218	—
3	mohitmishra786/amILearningEnough Low-Level Programming Roadmap and Resources	53	Established	1,317	—
4	kimtth/software-architect-mindmap 🧠Mindmap of 🗺️Software Architecture, Software engineering: An Overview of...	51	Established	407	Python
5	shanmukh05/Machine-Learning-Roadmap A roadmap for getting started with Machine Learning	50	Established	488	—
6	graykode/nlp-roadmap ROADMAP(Mind Map) and KEYWORD for students those who have interest in learning NLP	49	Emerging	3,274	—
7	mrdbourke/machine-learning-roadmap A roadmap connecting many of the most important concepts in machine...	49	Emerging	7,797	—
8	instillai/deep-learning-roadmap :satellite: All You Need to Know About Deep Learning - A kick-starter	48	Emerging	4,646	Python
9	armankhondker/awesome-ai-ml-resources Learn AI/ML for beginners with a roadmap and free resources.	47	Emerging	4,229	—
10	AMAI-GmbH/AI-Expert-Roadmap Roadmap to becoming an Artificial Intelligence Expert in 2022	47	Emerging	30,799	JavaScript
11	Bhavik-Jikadara/ai-ml-roadmap Welcome to the ultimate guide for starting your journey in Artificial...	47	Emerging	88	JavaScript
12	rashakil-ds/Roadmap-Docs Best Data Science, Data Analytics, AI, and SDE roadmaps. This repository is...	46	Emerging	1,047	—
13	astorfi/Deep-Learning-Roadmap :satellite: Organized Resources for Deep Learning Researchers and Developers	46	Emerging	3,190	Python
14	jasmcaus/ai-math-roadmap Your no-nonsense guide to the Math used in Artificial Intelligence	45	Emerging	520	—
15	rmcmillan34/algorithmic-trading-learning-roadmap A comprehensive learning roadmap for mastering the core disciplines...	44	Emerging	139	Shell
16	JsonChao/ML-Roadmap :robot: Roadmap to becoming a Machine Learning developer in 2020	43	Emerging	455	—
17	floodsung/Deep-Learning-Papers-Reading-Roadmap Deep Learning papers reading roadmap for anyone who are eager to learn this...	42	Emerging	39,477	Python
18	ahmedbahaaeldin/From-0-to-Research-Scientist-resources-guide Detailed and tailored guide for undergraduate students or anybody want to...	40	Emerging	7,596	—
19	ErdemOzgen/Python-developer-roadmap Roadmap for becoming Python developer.	40	Emerging	396	Python
20	farukalamai/advanced-machine-learning-engineer-roadmap-2024 A Full Stack ML (Machine Learning) Roadmap involves learning the necessary...	40	Emerging	701	—
21	cybergeekgyan/Zero-to-AI-Engineer-Roadmap-and-Resources A comprehensive roadmap and curated resources for aspiring AI Engineers,...	39	Emerging	50	—
22	Devanik21/machine-learning-from-scratch-Zero-to-Hero-ML-Roadmap The Ultimate Machine Learning Roadmap: From Scratch to Production. 📚...	36	Emerging	2	—
23	raycad/devops-roadmap DevOps methodology & roadmap for a devops developer in 2019. Interesting...	36	Emerging	700	—
24	CodeRayZhang/Deep-Learning-Papers-Reading-Roadmap 深度学习论文阅读路线图	35	Emerging	329	—
25	joaopaulolndev/my-data-scientist-roadmap Description about my roadmap to become Data Scientist and Engineer Machine Learning	34	Emerging	44	—
26	Rudra-G-23/Data-Science-Roadmap This repository documents all my learning, projects, and resources collected...	34	Emerging	3	—
27	AdilShamim8/ML-Roadmap-and-Notes A carefully curated collection of machine learning notes, resources,...	34	Emerging	21	Jupyter Notebook
28	gopala-kr/ai-learning-roadmap List of all AI related learning materials and practical tools to get started...	33	Emerging	157	—
29	AlicanKaya192/Data-Science-RoadMap İstatistikten Makine Öğrenmesine kadar uzanan süreçte Veri Bilimi...	33	Emerging	18	Python
30	AICyberShubham/ai-security-engineer-roadmap Complete roadmap to become an AI Security Engineer from zero to advanced —...	32	Emerging	5	—
31	amusi/AI-Job-Resume AI 算法岗简历模板	32	Emerging	687	—
32	atharvjairath/Resources-for-python Hi, This is my open-sourced roadmap/resource guide for Python. Please Feel...	30	Emerging	20	—
33	COPS-IITBHU/AI-roadmap A beginner's roadmap to getting started in Machine Learning, by COPS IIT(BHU).	30	Emerging	116	—
34	leadthefuture/ML-and-DataScience-preparation RoadMap and preparation material for Machine Learning and Data Science -...	30	Emerging	50	Python
35	cody328/path-to-fullstack-to-iot-engineer-handbook 🚀Ultimate guide for transforming from a Fullstack Developer to an IoT Engineer!	30	Emerging	29	—
36	FardinHash/Machine-Learning-Roadmap Welcome to the Machine Learning Roadmap! This comprehensive guide will take...	29	Experimental	10	—
37	Pandeycoder/AI-Engineer-Roadmap-2025 AI Engineer Roadmap 2025 – Learn AI, ML, Deep Learning, MLOps, and Big Data...	29	Experimental	33	—
38	armankhondker/awesome-ai-ml-roadmap Roadmap for learning AI/ML in 2025.	29	Experimental	32	—
39	EngrSaad2/Artificial-Intelligence-Engineer-Roadmap A Roadmap to Becoming an AI Engineer, artificial intelligence (AI),...	29	Experimental	102	—
40	Devparihar5/Complete-Data-Science-Roadmap Complete Roadmap For Data Science	27	Experimental	81	Jupyter Notebook
41	bnutfilloyev/Data-Science 🧩 \| Data Science Roadmap (Python) Python → Data Science → Machine Learning →...	27	Experimental	10	Jupyter Notebook
42	mahmoudxyz/ai-roadmap-journey-brick-by-brick Building artificial intelligence mastery one brick at a time, constructing...	27	Experimental	5	—
43	isLinXu/awesome-road-map 🗺️awesome-road-map🗺️	26	Experimental	51	Python
44	marcoshsq/Data_Science_Roadmap A curated list of free courses from reputable universities that meet the...	26	Experimental	36	—
45	rembertdesigns/Machine-Learning-AI-Library Curated machine learning and AI roadmap—free, open-access resources spanning...	25	Experimental	20	—
46	zede2314/Tech-World-Roadmaps 🌍 Explore structured roadmaps to master tech skills and advance your career...	24	Experimental	—	—
47	rohanmistry231/Tech-World-Roadmaps Your ultimate guide to mastering tech in 2025! This repo offers structured...	23	Experimental	8	—
48	rudra496/devroadmaps 🗺️ Free open-source developer roadmaps — 17 paths, 800+ topics, 1700+...	23	Experimental	1	JavaScript
49	barzansaeedpour/machine-learning-roadmap-with-examples This repository contains a roadmap with examples for machine learning,...	22	Experimental	7	Jupyter Notebook
50	mhmdkardosha/CAT-Reloaded-2025-Data-Science-Roadmap Roadmap for Data Science circle associated with CAT Reloaded.	22	Experimental	37	—
51	cksajil/ML-Roadmap-Malayalam A set of self study notes in my own style for anyone to upskill themselves...	21	Experimental	—	Jupyter Notebook
52	Ahmet-Ruchan/ML-Engineer-RoadMap 🚀 A comprehensive roadmap to become an expert ML Engineer, AI Engineer, Data...	21	Experimental	2	TypeScript
53	shumbul/AI Become an AI Engineer 🚀	21	Experimental	2	Python
54	ArianAmani/DL-RoadMap A Road Map To Deep Learning	20	Experimental	66	—
55	AdArya125/Primer-to-Machine-Learning 'Primer to Machine Learning' is a comprehensive guide covering essential...	19	Experimental	24	Jupyter Notebook
56	sarinanemati/90-days-of-AI---A-Beginner-s-Roadmap Use this repository to ease your AI learning journey! Full of youtube...	19	Experimental	—	—
57	thenomaniqbal/MachineLearningAndDeepLearningNotes A Road Map to Machine Learning and Deep Learning	19	Experimental	5	Jupyter Notebook
58	wanjiru517/Resources A collection of useful links and resources for beginner data scientists	19	Experimental	1	—
59	belumume/AI-ML-DL-Roadmap A comprehensive, time-bound learning roadmap for AI/ML/DL with structured...	17	Experimental	4	—
60	MahdiAmrollahi/ai-topics-map Comprehensive AI Topics Map & Learning Roadmap	17	Experimental	2	—
61	socalledvitaly/useful_links_for_ML What to read to become Machine Learning Engineer in 2025	16	Experimental	3	—
62	samsamitech/hydroinformatics-roadmap This roadmap outlines the essential study topics and skills needed to work...	15	Experimental	6	—
63	Umar-sfdc/Quest A comprehensive collection of real-time Salesforce problems and solutions💡.	15	Experimental	—	Apex
64	HariVenkataKrishnaKotha/dotnet-ai-learning-journey 🚀 Complete roadmap to become an AI-powered .NET Solutions Architect \|...	15	Experimental	—	—
65	keivanipchihagh/machinelearning-roadmap A hands-on and industry-oriented roadmap to learn to become a Full-Stack...	14	Experimental	9	—
66	suryansh-malik/ai-cloud-devops-roadmap 🚀 Master AI, Cloud, and DevOps with 320+ real interview questions, detailed...	14	Experimental	—	JavaScript
67	apakek-99/DevNet_StudyLab Build skills for the Cisco DevNet Associate exam with interactive study...	14	Experimental	—	TypeScript
68	GasComIT/AI-Expert-Roadmap AI-Expert-Roadmap	13	Experimental	5	JavaScript
69	EfekanAlpsa/DataScientist-RoadMap DATA SCIENCE ROADMAP	13	Experimental	5	Jupyter Notebook
70	mikeffendii/Data-Scientist-Roadmap Discover a highly effective roadmap that guides you to become a Data...	13	Experimental	8	—
71	TusharKukra/MachineLearningRoadmap Machine Learning Roadmap. A roadmap connecting many of the most important...	13	Experimental	10	—
72	AIApproach/Resources إليك قائمة من الأدوات والكتب ومحاضرات الفيديو والمصادر التعلمية في مجال...	12	Experimental	26	—
73	ananttripathi/System-Design Structured AI/ML career roadmap with 4 role-based paths. Interactive web app...	12	Experimental	1	—
74	skyvanguard/ai-scientist-roadmap Complete roadmap from zero to AI Scientist - Free resources, projects, and milestones	12	Experimental	1	—
75	AbdullahAbdelaziz122/AI-Research-Roadmap A comprehensive, phased execution plan for mastering artificial intelligence...	11	Experimental	—	HTML
76	harounkesbi/ai-ml-roadmap 🤖 Structured path from Math fundamentals to Deep Learning — built for CS students	11	Experimental	—	—
77	harish303118/machine-learning-roadmap Machine Learning Engineer Roadmap 2026. You don't need expensive courses.	11	Experimental	6	—
78	Ailln/deep-learning-roadmap 🗺️ 一个深度学习的学习路线图	10	Experimental	1	—
79	AIwithMuzammil/python-roadtrip This repository serves as a guide and will take you on a great python...	10	Experimental	1	—
80	akshitsutharr/Data-Science-Roadmap A complete Data Science Roadmap — from coding, math & stats to ML, DL,...	10	Experimental	3	—

Comparisons in this category

AI-ML-Roadmap-from-scratch and AI-Expert-Roadmap (53 vs 47) ai-ml-roadmap and AI-Expert-Roadmap (47 vs 47) ml-roadmap and machine-learning-roadmap (56 vs 49) Machine-Learning-Roadmap and machine-learning-roadmap (50 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 (50 vs 47) AI-ML-Roadmap-from-scratch and Machine-Learning-Roadmap (53 vs 50) AI-ML-Roadmap-from-scratch and ai-ml-roadmap (53 vs 47) ml-roadmap and Machine-Learning-Roadmap (56 vs 50)