Canonical resource index

Resources

Jump straight to source-backed PDFs, notes, notebooks, exercises, slides, and roadmap guidance. Use Chapters for the guided path; use Resources when you already know what you need.

Open source repositoryOpen figure assets
PDFs

Chapter PDFs

Sample chapters and book PDFs linked back to the canonical GitHub repo.

Best for reading offline or assigning chapter excerpts.

Open resourceNotes + notebooks

Colab and Jupyter notebooks

Interactive notes for optimization, regression, classification, clustering, and neural networks.

Best for moving from the page into runnable examples.

Open resourcePractice sets

Exercises

Exercise wrappers and datasets for hands-on Python practice.

Best for homework, labs, and self-checks.

Open resourceCourse materials

Slides and roadmaps

Instructor-facing presentations and recommended study paths for different courses.

Best for planning a syllabus or lecture sequence.

Open resource