Abstract: Methods, systems and computer program products for transferring knowledge using machine learning techniques by automatically generating training datasets are provided. New training datasets based on target datasets are automatically generated and used in machine learning techniques to perform tasks on images. One of the main benefits is the possibility to transfer the knowledge learned in one domain to another domain in which extracting data or labeling images would be costly or simply infeasible. The methods and systems also provide image training sets based on image target sets which augments data in a more efficient way and improves the content of the training set and the prediction of the machine learning techniques.

Abstract: The present application relates to methods and systems of identifying molecules or processes of biological interest by using knowledge discovery in biological data. In particular, the present application describes new methods of creating a biological map, new methods of codifying such map, new methods of analyzing such map and new methods of identifying molecules and processes of biological interest. The present application provides methods and systems to identify new and useful direct or indirect therapeutic targets, molecular modulators, adverse events effectors, disease biomarkers, genetic biomarkers, safety-related biomarkers, diagnostic molecules, hormones, metabolites, or metabolic effectors of any type.