Chapter 4: Project: Face Generation with GANs
Welcome to Chapter 4, where we put theory into practice by taking on a project on face generation with GANs. Having covered the theory behind GANs in detail in the previous chapter, this project-based chapter will help solidify your understanding of how to implement and use GANs for real-world applications.
Our main aim in this project is to develop a GAN model that can generate realistic human faces. This involves the entire workflow of a typical machine learning project, starting with data collection and preprocessing, through model development, training, and finally evaluation of the results. Throughout the chapter, we will provide code examples and explain each step in the process in detail. ...
Get Generative Deep Learning with Python now with the O’Reilly learning platform.
O’Reilly members experience books, live events, courses curated by job role, and more from O’Reilly and nearly 200 top publishers.
