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August 19-21 - Co-Located Events
August 21-23 - Conference
Hilton San Diego Bayfront - San Diego, CA
More information for Open Source Summit + Embedded Linux Conference North America 2019
Wednesday, August 21 • 12:20pm - 12:55pm
Machine Learning Made Easy on Kubernetes. DevOps for Data Scientists - Brian Redmond, Microsoft*

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Though machine learning and AI are immensely powerful, these solutions are by no means easy. In many cases, there are many diverse components that are not designed to work together. Additionally, these models are most efficient when running on large scale clusters that can be more difficult to manage. Configuration and deployment is often left to data scientists who are wasting time on infrastructure and not on data science itself.

Kubernetes to the rescue! In this session I will talk about how machine learning can be greatly improved by implementing ML solutions on top of Kubernetes with containers. I will be discussing each stage of a typical workflow including: data preparation/versioning, model training, testing and validation, monitoring, and CI/CD and automation. Demos will include tooling such as Tensorflow/Kubeflow, Pachyderm, Argo, etc.

This talk is for both data scientists and infrastructure/SRE teams alike helping bring the benefits of DevOps to AI and machine learning.

Speakers
avatar for Brian Redmond

Brian Redmond

Cloud Architect, Microsoft
I am a Cloud Architect on the Azure Global Black Belt team at Microsoft. I focus on containers, microservices, and cloud native applications in the Azure cloud platform. I have been working in technology for over 20 years and have a mixed background from application development to... Read More →



Wednesday August 21, 2019 12:20pm - 12:55pm
Sapphire H
  • Session Slides Included Yes
  • Session Recorded Yes