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Thursday, May 23 • 11:55 - 12:30
A Tale of Two Worlds: Canary-Testing for Both ML Models and Microservices - Jörg Schad, ArangoDB & Vincent Lesierse, Vamp.io

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With the rapid and recent rise of data science, organizations are leveraging Cloud Native tools, especially Kubeflow for Data Science. One of the big challenges is how to deploy models in productions using similar practices like A/B testing and Canary-releasing which have proven successful for microservices.


How to easily test and update your data models to production without impacting users? These are typical challenges a data-scientist will encounter when self-deploying and -managing the lifecycle of data models in production.

In this talk Vincent Lesierse and Jörg Schad are going to show how experiences learned from releasing Microservices on Kubernetes can be applied to the world of ML Models, and where the deployment and lifecycle management of these ML Models differs from Microservices.
Speakers
avatar for Vincent Lesierse

Vincent Lesierse

Technical Product Manager, Vamp.io
Vincent is technical product manager at Vamp.io in Amsterdam, and a technology enthusiast who lives with his head in the cloud with a passion for code. With the experience built up in the last 20 years he has developed, deployed and ran mission critical applications in production... Read More →
avatar for Jörg Schad

Jörg Schad

CTO, ArangoDB
Jörg Schad is the CTO at ArangoDB. In a previous life, he has worked on or built machine learning pipelines in healthcare, distributed systems, including early Kubernetes code at Mesosphere, and in-memory databases. He received his Ph.D. for research about distributed databases and... Read More →

A Tale of two worlds (2) pdf
Thursday May 23, 2019 11:55 - 12:30 CEST
Hall 8.0 C1
  Machine Learning + Data