AIoT Ops - Using Kubernetes and ML Ops to Build Edge ML Applications

Explore the innovative world of AIoT (Artificial Intelligence of Things) in this 45-minute conference talk from KubeCon + CloudNativeCon Europe 2022. Discover how to leverage Kubernetes and ML Ops to build cutting-edge Edge ML applications. Delve into the advantages of bringing machine intelligence closer to the edge, particularly for IIoT and IoMT solutions requiring closed-loop decisions. Learn about a novel approach to AIoT application development using Kubernetes, and gain insights into emergent AIoT behaviors and architecture patterns. Witness a practical demonstration simulating an industrial IoT environment, showcasing real-time sensor data processing on an edge device with TPU acceleration for predictive maintenance. Understand how ML pipelines measure drift, re-train, and re-deploy models in AIoT contexts. Gain valuable knowledge about choosing appropriate open source projects for AIoT solutions and implementing effective workflow pipelines.