Deep Learning with Python

François Chollet, Deep Learning with Python, Manning Publications Co., November 2017.

PART 1 FUNDAMENTALS OF DEEP LEARNING
1 What is deep learning?
2 Before we begin: the mathematical building blocks of neural networks
3 Getting started with neural networks
4 Fundamentals of machine learning  

PART 2 DEEP LEARNING IN PRACTICE
5 Deep learning for computer vision
6 Deep learning for text and sequences
7 Advanced deep-learning best practices
8 Generative deep learning
9 Conclusions 

基於 Keras 的開發環境，有趣的例子、清楚易懂的說明和程式碼，本書適合當成大學部的課本或自學。作者 François Chollet 是 Keras 的創造者 (Creator)。

以 3.4 Classifying movie reviews 為例，作者只用文字介紹隱藏層 (hidden layer)。如果沒有基本的觀念，將很難理解。如果對本書中的數學有興趣，可以參考 Hands-On Machine Learning With Scikit-Learn and Tensorflow。