AI adoption is increasing across retail, manufacturing, medical devices, transportation and logistics, smart cities, utilities and consumer electronics. Typical AI applications range from delivering sensor data powered insights for operational efficiency and worker effectiveness to facilitating control of field deployed assets with reliability and precision. The technology stack powering these applications spans from edge to cloud, with multiple open source as well as commercial tools being widely used by AI practitioners for designing, developing and deploying AI pipelines. Enterprise technology landscape is also being transformed to integrate AI compute infrastructure, development platforms and operationalization tools with existing IT and OT systems.

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