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October 24, 2022 | Detroit, Michigan
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Tuesday, October 25 • 3:10pm - 3:40pm
MLOps Pipelines to Deliver Tf.Lite Models to Distributed Compute Pools at the Edge - Maciej Mazur, Canonical

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This session will be a demo showcasing how to create an automated MLOps pipeline, that trains a model for different classes of infrastructure. You will see how with Kubeflow and TensorflowLite you can work on a model for a smart city, which will detect cars, do license plate recognition and tell if plates actually match the car. This model will be then, from the same pipeline, available for a mobile phone app, a small form factor device like RaspberryPi/NVidia Jetson as well as a standard Tensorflow model for the datacenter.
Speakers
avatar for Maciej Mazur

Maciej Mazur

Principal ML Engineer, Canonical
I'm a Principal AI/ML Engineer at Canonical - the publisher of Ubuntu.My specialties are:▪ Machine Learning and Data Engineering ▪ Solutions Architecture - Data Lakes / Lakehouse, MLOps pipelines, real-time streaming▪ Public Clouds: AWS, Azure and GCP▪ Kubernetes at scale... Read More →

KubeCon Presentation pdf
Tuesday October 25, 2022 3:10pm - 3:40pm EDT
Room 250 ABC Huntington Place: 1 Washington Blvd, Detroit, MI 48226
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