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
2Chapter 3
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4Chapter 6
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5Chapter 7
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6Chapter 8
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7Chapter 9
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8Chapter 11
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