CloudEXPO 2019

Model Governance in the Enterprise

Datatron is bringing fundamental change to machine learning Model Governance with automation and efficiency. Fortune 500 companies endure the drudgery of ML models in production, as auditing, reporting, and compliance processes are manual and time-consuming. Datatron’s Model Governance platform is the solution: It includes model deployment, model monitoring, and model management, and grants users total control over the behavior of their ML models by automating the entire operationalization process. One use case involves helping companies smoothly and carefully migrate from obsolete SAS to modern open-source models, which have been gaining in popularity. Multiple models can be monitored simultaneously, while keeping redundant models in shadow mode. The Datatron platform has figured out the solution at scale (TB) by employing user-friendly UI, and calculates the metrics necessary to measure AI risk for traffic and behavior of models. It can be scaled for online and offline processing.