Instructor adoption

Instructor Path

Compare course roadmaps, then jump straight to the chapters, slides, exercises, and notebooks behind each path.

Choose roadmapAdoption support

Support links stay one step away: preface, slides, sample-copy request, and GitHub questions.

Most instructors start with EssentialsCore optimization, linear learning, unsupervised learning, and validation in a 12 to 16 week path.View Essentials roadmap

Interactive roadmap

Essentials Core ML in one semester

A compact path from optimization foundations into supervised and unsupervised learning.

Core semester12 to 16 week course
1Chapter 2
zero-order searchmodel fitting
PDFNotesExercisesSlides
2Chapter 3
3Chapter 5
4Chapter 6
5Chapter 7
6Chapter 8
7Chapter 9
8Chapter 11