TECH SUPPLIER Sep 2021 - IDC Survey Spotlight - Doc # US47392021

Artificial Intelligence/Machine Learning Life-Cycle Trends and Challenges

By: Sriram SubramanianResearch Director, AI/ ML Lifecycle Management Software

Abstract

This IDC Survey Spotlight highlights challenges with different phases of model life-cycle management — model build, training, and inferencing. Cost, performance, and scale are common challenges across these stages, with each phase having unique challenges as well. IDC recommends establishing scalable machine learning (ML) pipelines leveraging MLOPs/ModelOps capabilities to overcome these challenges. This IDC Survey Spotlight is based on data from IDC's AI StrategiesView Survey conducted in April 2021. This question surveyed 1,366 respondents from a variety of industries across the globe.


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