Deep Learning with Python Francios Chollet

PART 1: THE FUNDAMENTALS OF DEEP LEARNING 1 What is Deep Learning? 2 Before we start: 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 ©