While it's most certainly possible to build and train deep neural networks from scratch using just Python's numpy, that would take a great deal of time and code. It's far more practical, in almost every case, to use a deep learning framework.

Throughout this book we will be using TensorFlow and Keras to make developing deep neural networks much easier and faster.