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Seattle, WA
December 10–13, 2018
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Wednesday, December 12 • 1:45pm - 2:20pm
Predictive Application Scaling with Prometheus and ML - Chris Dutra, Schireson

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Schireson, a New York City based data science and engineering firm, overcame a challenge in how to properly scale kubernetes services for their application stack.

Consuming data from several tools in the CNCF portfolio (such as Envoy and Prometheus), Schireson developed home-grown machine learning to actively predict the resource requirements for its services at any given time. The models act in a semi-supervised state to ensure the overall stability of their data science platform.

This talk will illustrate the steps taken to construct the models, and offer suggestions to the larger DevOps community on how to implement Predictive Application Scaling in their organization.
Speakers
avatar for Chris Dutra

Chris Dutra

Director, Site Reliability Engineering, Schireson
Chris is the Director of Site Reliability Engineering at Schireson, a data science consulting and engineering firm. Prior to this role, Chris has held several positions in artificial intelligence and cloud organizations. Outside the office, Chris loves traveling the world with his... Read More →

ProML Scaling pdf
Wednesday December 12, 2018 1:45pm - 2:20pm PST
Ballroom 6A
  Machine Learning & Data