marketing strategies; and to provide predictive signals and insights to biologists, chemists and clinicians about drug discovery, safety profiles, clinical trial design and personalized care protocols with insights from a huge array of research, medical and clinical data sets. dRISTi is applying its own machine learning and advanced analytics as well as Watson and AWS services along with distributed computing to process big data sets and extract insights and signals for these applications.