Collaborations Pharmaceuticals is a company that researches and develops therapeutics for rare and infectious diseases. It offers Assay Central, a machine learning platform used to create and build machine learning models; MegaSyn, a tool for de novo design of molecules; MegaTox, MegaTrans, and MegaPredict, collections of machine learning models for molecular properties and bioactivities prediction; and other products.