In this chapter, we created a deep neural network for image classification problem in an enterprise-grade problem, medical diagnosis. Moreover, we also guided you through the process of reading DICOM digital medical image data for further researches. In the next chapter, we will build a production system that can self-improve by learning from users feedback.