AI Engineering from Scratch
20 phases, 542 lessons, from math to agents to production.
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AI Engineering from Scratch
Learn it. Build it. Ship it.
20 phases, 542 lessons, from math to agents to production. Every lesson has a video, code and a quiz.
20
Phases
542
Lessons
100%
Free
∞
Access
All Courses — 20 Phases
Each phase builds on the previous. Start at Phase 0 or jump to any topic.
The Learning Path
Structured from foundations to advanced AI architectures.
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How It Works
Three simple steps to master AI engineering.
Watch
Clear, concise video explanations for every concept.
Build
Real Python code repositories and reproducible scripts.
Quiz
Auto-graded quizzes to test and solidify your knowledge.
Read a lesson right now
Phase 0, Lesson 1: Introduction to AI Engineering.
Setting Up Your Environment
In this introductory lesson, we establish our Python runtime, virtual environments, and essential developer tooling for building robust AI systems.
python3 -m venv .venv
source .venv/bin/activate
pip install torch transformers fastapi
Instructor & Author
Rohit Ghumare
Senior AI Engineer & Open Source Author. Building production-grade AI systems and sharing the journey through open-source curricula.
Course Curriculum & Code MIT Licensed.
Frequently Asked Questions
Everything you need to know about the AI Engineering curriculum.
Is it really free?
Yes. Every lesson, video, code repository, and quiz is completely free and public without any paywalls.
Do I need an account?
No. You can read every lesson and access all materials without logging in. Accounts are optional for tracking progress.
What do I need to know first?
Basic familiarity with programming or Python is helpful, but the curriculum takes you from foundations to advanced deployment.
How long does it take?
At 5 to 10 hours per phase, the complete curriculum spans roughly 3 to 6 months of dedicated study.
Can I get the code?
Yes, all code examples and repositories are fully open-source under the MIT license.
Who made the course material?
Created by Rohit Ghumare, MIT licensed curriculum for the open-source AI community.
Ready to Build?
Join engineers learning AI from the ground up. No paywalls, ever.