Datarobot, Inc.

Lior Amar

Nisha D Talagala

Swaminathan Sundararaman

Sriram Subramanian

Bharath Ramsundar

Sindhu Ghanta

Drew Roselli

Vinay Sridhar

Lior Khermosh

Apparatuses, systems, program products, and method are disclosed for detecting suitability of machine learning models for datasets. An apparatus includes a training evaluation module configured to calculate a first statistical data signature for a training data set of a machine learning system using one or more predefined statistical algorithms. An apparatus includes an inference evaluation module configured to calculate a second statistical data signature for an inference data set of a machine learning system using one or more predefined statistical algorithms. An apparatus includes a score module configured to calculate a suitability score describing the suitability of a training data set to an inference data set as a function of a first and a second statistical data signature. An apparatus includes an action module configured to perform an action related to a machine learning system in response to a suitability score satisfying an unsuitability threshold.

Detecting suitability of machine learning models for datasets

Growing community of inventors

Sunnyvale, CA, United States of America

Lior Amar