PREDICTIVE ANALYTICS FACTORY

摘要

Apparatuses, systems, methods, and computer program products are disclosed for a predictive analytics factory. A function generator module is configured to determine a plurality of learned functions based on training data without prior knowledge regarding suitability of the generated learned functions for the training data. A function evaluator module is configured to perform an evaluation of the plurality of learned functions using test data and to maintain evaluation metadata for the plurality of learned functions. A predictive compiler module is configured to form a predictive ensemble comprising a subset of multiple learned functions from the plurality of learned functions.

主权项

1. An apparatus for a predictive analytics factory, the apparatus comprising:
a function generator module configured to generate a plurality of learned functions based on training data without prior knowledge regarding suitability of the generated learned functions for the training data; a function evaluator module configured to perform an evaluation of the plurality of learned functions using test data and to maintain evaluation metadata for the plurality of learned functions; and a predictive compiler module configured to form a predictive ensemble based on the evaluation metadata, the predictive ensemble comprising a subset of multiple learned functions from the plurality of learned functions.