November 13–15, 2018 - Shanghai, China
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Tuesday, November 13 • 17:10 - 17:15
CI/CD Pipelines and Machine Learning - Jeremy Lewi, Google

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This sessions will be part of the larger Kubeflow presentation. This will specifically cover how to use CI/CD pipelines to serve machine learning models on Kubernetes via Kubeflow.

Machine Learning requires a lot of training, experiments and retraining. It also requires a lot of data. Automating these can be difficult for many data scientists. Well now that we are able to make Machine Learning more cloud native via Kubeflow, allowing it to run on Kubernetes, we should now make use of the tooling that is available in a cloud native architecture. While most of my demo will involve WeaveWorks Flux, I will try to speak in general terms revolving around best practices in building a cloud native machine learning automation pipeline.

avatar for Jeremy Lewi

Jeremy Lewi

Senior Software Developer, Google
Jeremy Lewi is a co-founder and lead engineer at Google for the Kubeflow project, an effort to help developers and enterprises deploy and use ML cloud-natively everywhere. He's been building on Kubernetes since its inception starting with Dataflow and then moving onto Cloud ML Engine... Read More →

Tuesday November 13, 2018 17:10 - 17:15 CST
2F Room 3
  Lightning Talk
  • Skill Level Any