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In-person + Virtual
October 11-15
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Thursday, October 14 • 11:55am - 12:30pm
AIoT Ops - Using Kubernetes and ML Ops to Build Edge ML Applications - Asheesh Goja, Cisco

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Whether you are developing an IIoT application or an IoMT solution that requires closed-loop decisions, bringing machine intelligence closer to the edge offers significant advantages. Energy-efficient ML hardware for tensor operations is driving the move towards Edge ML and the emergence of a new domain of edge computing called AIoT or Artificial Intelligence of Things. This talk will propose a novel approach to build AIoT applications using Kubernetes. Using an illustrative reference architecture, the talk will explain emergent AIoT behaviors and architecture patterns. Such patterns can help in deciding what open source projects to choose for AIoT solutions. You will also see a demo simulating an industrial IoT setting where sensors measure conditions in real-time and feed them to an edge device. The device uses a TPU accelerator to apply logistic regression to predict future equipment breakdown. You will see how ML pipelines measure drift and re-train and re-deploy the model.
Speakers
avatar for asheesh goja

asheesh goja

Senior Solutions Architect, Cisco
Asheesh Goja is a Senior Solutions Architect at Cisco’s Emerging technologies and Incubation team, where he works cross-functionally across Cisco to drive outside-in innovation by way of ideation, co-design, incubation, and venture products.Prior to Cisco, he worked at UPS as an... Read More →

KubeCon 2021 AIoT pdf
Thursday October 14, 2021 11:55am - 12:30pm PDT
Room 502 AB + Online
  Machine Learning + Data