DeepChem aims to provide a high quality open-source toolchain that democratizes the use of deep-learning in drug discovery, materials science, quantum chemistry, and biology.
Apart from being an open-source toolchain, there are plenty of tutorials which teach you how to apply deep learning in drug discovery and life sciences, and they seem to be a great starting point for people new to this space like me.
https://github.com/deepchem/deepchem
Tutorials : https://github.com/deepchem/deepchem/tree/master/examples/tutorials