Introduces deep learning systems using the powerful Keras library and its R language interface. The book builds your understanding of deep learning through intuitive explanations and practical examples.
Contents
Part 1. Fundamentals of deep learning -- Chapter 1. What is deep learning? -- Chapter 2. Before we begin: the mathematical building blocks of neural networks -- Chapter 3. Getting started with neural networks -- Chapter 4. Fundamentals of machine learning -- Part 2. Deep learning in practice -- Chapter 5. Deep learning for computer vision -- Chapter 6. Deep learning for text and sequences -- Chapter 7. Advanced deep-learning best practices -- Chapter 8. Generative deep learning -- Chapter 9. Conclusions -- Appendix A. Installing Keras and its dependencies on Ubuntu -- Appendix B. Running RStudio Server on an EC2 GPU instance