Abstract: This disclosure relates to systems and methods for interacting with, controlling, and/or otherwise managing statistical, machine learning, data mining, and/or other predictive methods to produce algorithms for intelligent systems. Various embodiments allow for management of diverse, distributed predictive algorithms via user interfaces and APIs that enable access to configuration, optimization, and/or other activities related to managing computational models in training, production, and/or archival processes. Further embodiments disclosed herein allow for the tracking and/or improvement of models over time.