Deep Learning Framework from Zero¶

This is a machine-translated text of the Japanese book titled "ゼロから作るDeep Learning ❸ ―フレームワーク編" that was published in April. 2020, with minimum post-editing. Part of the book is available on this site.

Sumary of the book

In this book, you will create a deep learning framework called "DeZero" from scratch (from zero), which is the original framework of this book. With minimal code, the framework's modern features are realized. In this book, you will make this small - yet powerful enough - framework in a total of 60 steps. It will deepen your knowledge of modern frameworks such as PyTorch, TensorFlow, and Chainer.

All you need is a browser

You can run the code on this page on Google Colab. In other words, all you need is a browser and you can read the text and execute the code. On each page, you will see a button that says "Open in Colab", as shown below.

By pressing the button above, the content of this page can be executed on Google Colab as it is.

Feedback is welcome

This page is based on machine translation and still needs a lot of improvement. If you can help me brush up on my English, please point it out. The content of this page is maintained at github, so pull requests are welcome.

We are also looking for a publisher to publish the English version of this book. If you have any questions or concerns, please contact us at the email address below.

dl3@oreilly.co.jp