Trends Report

ModelOps: AI At Scale Isn’t Possible Without It

May 7th, 2020

Summary

Enterprises struggle to go from dabbling with artificial intelligence (AI) to deploying it at scale. ModelOps is an emerging discipline, as well as tools and technologies, that enables enterprises to deploy AI models in a responsible, repeatable, and scalable manner. ModelOps solutions exist in predictive analytics and machine learning (PAML) solutions, and a handful of ModelOps-specific vendors provide tools and technology for model deployment, monitoring, and management. ModelOps tools aren’t just for data scientists: They help developers, data engineers, and business users collaborate across the machine learning model lifecycle.

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