SPIRIT-ML: A machine learning platform for deriving knowledge from biomedical datasets

Abstract

SPIRIT-ML (Software Platform for Integrated Research Information and Transformation - Machine Learning) is a synergistic and flexible machine learning component of integrated research informatics platform, SPIRIT, being developed at City of Hope. SPIRIT-ML is being developed to analyze varied data analysis problems in biomedical and clinical datasets to further translational research. An interactive interface, broad spectrum of data driven learning models, multiple cross-validation techniques, visualization methods and reporting metrics constitute the platform.