Deep-Learning-From-Scratch-Notes

Modern academic notes for learning deep learning from first principles.

The project combines a Quarto website with a small companion Python package. The notes focus on three passes through each topic: formula, diagram, and code.

Website

Render the HTML website:

quarto render --profile html --no-execute

Export notebooks:

quarto render --profile jupyter

Render Typst books:

quarto render --profile typst-zh
quarto render --profile typst-en

Python Package

Install the companion package in editable mode:

cd deep_learning
python -m pip install -e ".[test,dev]"

Run package tests:

cd deep_learning
python -m pytest deep_learning/tests

License

The notes are licensed under CC BY-NC. The companion Python package is licensed under MIT.