Deep learning can debug biology 10 years ago
From what I've seen, most use molecular fingerprints or cheminformatic descriptors such as RDKit provides. Google and Vijay Pande's group at Stanford had a recent publication on Molecular Graph Convolutions. I believe a lot of interesting research will come out in the area of molecular feature's over the next few years.