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All issuesVolume 327, Issue 4IT NewsEdge

Edge AI Model Lifecycle Management: Versioning, Monitoring, And Retraining

AiTHORITY, Friday, June 27th, 2025

As artificial intelligence continues to push closer to the edge of the network, Edge AI has emerged as a transformative paradigm across industries.

From smart cameras and industrial sensors to autonomous vehicles and wearable health devices, Edge AI enables real-time, low-latency decision-making directly on local devices-without relying on cloud connectivity. But deploying models to edge devices is only the beginning. The true challenge lies in managing the full lifecycle of Edge AI models: versioning, monitoring, and retraining.

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