Machine learning and more specifically deep learning have gained in popularity over the last few decades thanks to powerful computational resources such as GPUs, the research in the algorithms, and the growing amount of data . Applications to CADD are diverse, ranging from molecular property prediction to December 8, 2021 de novo molecular design . Here, the focus is the featurization of molecular entities (T021) and ligandbased screening (T022).