S13-394 Machine learning features for ligand-based drug discovery. Stanford researchers have developed descriptors based on OpenEye Rapid Overlay of Chemical Structures (ROCS) that, when paired with machine learning methods improve virtual screening performance. Steven Kearnes Vijay Pande