Foundation - AI Machine Learning Roadmap & Courses

Foundations

Mathematical and programming fundamentals

Role Transition

End-to-end production engineering stack

Upskilling

Production tooling and workflow efficiency

Specialization

Deep technical focus in targeted subfields

Novel Skills

Recent architectures and developer tooling

Future Proofing

Experimental systems and safety research

All Tracks

Foundations to advanced progression

Is every course required?

What math level is needed?

How long to complete?

Coding experience required?

Can I switch tracks?

How it works

Search tracks by prior experience, tooling, or target topic.

17 tracks available

Select Track

Agentic AI Fundamentals

AI Infrastructure Basics

Data Cleaning and Prep

Deep Learning Foundation

Deep Learning with Keras

Select a track to see courses