Molecular Deep Learning using DeepChem

I vividly remember my high school Chemistry teacher teaching us about covalent bonds using a 3D model of a water molecule. I also remember enjoying my time in the Chemistry lab trying to determine if a given salt is more acidic or alkaline by performing many tests. How would this setup change if we needed to replace the human performing these experiments with a machine? Recently, my curiosity about applying deep learning architectures in the life sciences resulted in an interesting learning opportunity. I stumbled onto some libraries like RDKit and DeepChem that help with training and developing deep learning data models for use in Drug Discovery.