A Choose Your Own Adventure moment

If you would like to learn more about how to use deep learning models in practice, including how to identify and fix errors, create a real working web application, and avoid your model causing unexpected harm to your organization or society more generally, then keep reading the next two chapters. If you would like to start learning the foundations of how deep learning works under the hood, skip to <>. (Did you ever read Choose Your Own Adventure books as a kid? Well, this is kind of like that… except with more deep learning than that book series contained.)

You will need to read all these chapters to progress further in the book, but it is totally up to you which order you read them in. They don’t depend on each other. If you skip ahead to <>, we will remind you at the end to come back and read the chapters you skipped over before you go any further.