Dive into Deep Learning

Dive into Deep Learning

Interactive deep learning book with code, math, and discussions

Implemented with PyTorch, NumPy/MXNet, JAX, and TensorFlow

Adopted at 500 universities from 70 countries

Star

Authors

Aston Zhang

Amazon

Zack C. Lipton

CMU and Amazon

Mu Li

Amazon

Alex J. Smola

Amazon

Vol.2 Chapter Authors

Framework Adaptation Authors

Anirudh Dagar

Amazon
PyTorch Adaptation
JAX Adaptation

Yuan Tang

Akuity
TensorFlow Adaptation

We thank all the community contributors
for making this open source book better for everyone.

Contribute to the book

Each section is an executable Jupyter notebook

You can modify the code and tune hyperparameters to get instant feedback to accumulate practical experiences in deep learning.

Mathematics + Figures + Code

We offer an interactive learning experience with mathematics, figures, code, text, and discussions, where concepts and techniques are illustrated and implemented with experiments on real data sets.

Active community support

You can discuss and learn with thousands of peers in the community through the link provided in each section.

D2L as a textbook or a reference book

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BibTeX entry for citing the book


@book{zhang2023dive,
    title={Dive into Deep Learning},
    author={Zhang, Aston and Lipton, Zachary C. and Li, Mu and Smola, Alexander J.},
    publisher={Cambridge University Press},
    note={\url{https://D2L.ai}},
    year={2023}
}

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