AIDrugApp (https://sars-covid-app.herokuapp.com/) is a "National award-winning" novel, open-access, deep learning AI-based web application for drug discovery. The goal is to use AI/ML and cloud technology to develop a platform where multiple experts around the world can collaborate in drug discovery research, aiming to speed up and improve the process, especially in emergent situations like the COVID-19 pandemic. Automated Deep Learning Module (Auto-DL) is one of the machine learning tools of AIDrugApp v1.2.1, where users can build the best deep learning models with neural networks for the prediction of target data.