In this chapter, we are going to learn more about Amazon Web Services (AWS) and how to create a deep neural network to solve a video action recognition problem. We will show you how to use multiple GPUs for faster training. At the end of the chapter, we will give you a quick overview of Amazon Mechanical Turk Service, which allows us to collect labels and correct the model's results.