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I Can Do All Things

A from-scratch study trail through deep learning — built to learn by implementing, not by reading.

Open source
Deep LearningNotebooksSelf-study

Why it exists

Most deep-learning tutorials jump straight to high-level APIs. This repo is the opposite: a set of notebooks working through foundational topics the slow way, from first principles up, so the mechanics stop being magic and start being obvious.

What’s in it

  • Notebooks that implement core ideas rather than import them.
  • Each topic starts from the paper or textbook derivation and ends at working code.
  • The title is the ethos: “I can do all things” — pick a goal, study it, build it.

Notes

Living repo — it grows whenever a topic I want to understand shows up in my reading queue. Not a tutorial series; more a scratchpad that happens to be public.

© 2026 Dr. Bin Liu