loganthorneloe/ml-roadmap
The simplest, most straightforward way to learn ML for free.
This roadmap helps aspiring machine learning practitioners learn AI and ML from scratch. It provides a structured path, starting with foundational programming and math, then moving into core machine learning concepts, and finally AI/ML engineering topics. It's designed for anyone looking to enter the field of machine learning or enhance their existing skills.
1,250 stars. Actively maintained with 4 commits in the last 30 days.
Use this if you want a free, structured guide with curated resources to learn machine learning fundamentals and engineering, even if you're starting with no prior knowledge.
Not ideal if you are an experienced machine learning engineer looking for advanced research papers or niche implementation details.
Stars
1,250
Forks
151
Language
Python
License
MIT
Category
Last pushed
Mar 11, 2026
Commits (30d)
4
Get this data via API
curl "https://pt-edge.onrender.com/api/v1/quality/ml-frameworks/loganthorneloe/ml-roadmap"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
Compare
Related frameworks
shanmukh05/Machine-Learning-Roadmap
A roadmap for getting started with Machine Learning
kimtth/software-architect-mindmap
🧠Mindmap of 🗺️Software Architecture, Software engineering: An Overview of Software Terminologies...
Bhavik-Jikadara/ai-ml-roadmap
Welcome to the ultimate guide for starting your journey in Artificial Intelligence and Machine...
mohitmishra786/amILearningEnough
Low-Level Programming Roadmap and Resources
rashakil-ds/Roadmap-Docs
Best Data Science, Data Analytics, AI, and SDE roadmaps. This repository is continually updated...