Data cleaning, deep learning, and model deployment to replace radiologists. — Automation has been a major driving force of increased efficiency, reliability, and speed across multiple industries, ranging from banking to transportation to agriculture. In this project, we investigate the potential of deep learning models to automate the process of medical image reporting, looking specifically at chest X-ray images.