Resources for instructors

Instructor answer booklet available with proof of credentials via MIT Press.

Request an exam/desk copy via MIT Press.

Figures in PDF (vector) / SVG (vector) / Powerpoint (images):

Instructions for editing figures / equations can be found here.

My slides for 20 lecture undergraduate deep learning course:

Resources for students

Answers to selected questions: PDF

Python notebooks: (Early ones more thoroughly tested than later ones!)


 author = "Simon J.D. Prince",
 title = "Understanding Deep Learning",
 publisher = "MIT Press",
 year = 2023,
 url = ""