Phase 1 of 5, 8 weeks
Foundations
Write Python comfortably and understand the math ML is built on: vectors, matrices, derivatives, probability.
Python basics
Weeks 1–4Math refresh
Weeks 1–4Python for data
Weeks 5–8The math behind ML
Weeks 5–8Project & checkpoint
Week 8Lessons open after you sign in with your email. It's free, and it lets you track progress and keep notes.