Hey are there any datasets related to this stuff publicly available? It would be awesome to put this up on kaggle and let people compete to find the best model.
http://deepchem.io/ is trying to set up standard data sets for chemoinformatics/machine learning.
ChEMBL and PubChem are the big public repositories though some care must be taken in curating data from these for machine learning.