Sriram Subramanian

Research Director, AI/ ML Lifecycle Management Software

This IDC Perspective provides an overview of machine learning (ML) at the edge and the challenges associated with ML software and infrastructure deployment at the edge. This document also provides recommendations to the end user to overcome...
This IDC Market Note presents artificial intelligence (AI)–focused details from Microsoft's Ignite Virtual Conference held November 2-4, 2021, over the web and afterward. Microsoft invited IT pros, decision makers, implementors, architects,...
This IDC Market Glance provides a look at the current makeup of the AI & ML life-cycle software market landscape in 4Q21, illustrates who some of the vendors and players are, and depicts the segments and structure of the market.
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Analyst Location

United States


Cloud computing, Applications, Cognitive/artificial intelligence