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Seattle, WA
December 10–13, 2018
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Thursday, December 13 • 1:45pm - 2:20pm
Machine Learning the Kubernetes Way - Ania Musial & Keith Laban, Bloomberg

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The Bloomberg Professional Service (aka "the Terminal") provides data, analytics, news, information and communication to professionals in business, finance, government, and philanthropy. Through our internal machine learning platform, Bloomberg is applying advanced AI and GPU-accelerated compute to dozens of domains such as NLP, computer vision, time-series analysis and personalization.

In this talk we'll discuss how we adapted Kubernetes to support a diverse set of machine learning workloads; how an ecosystem of data connectors enables rich collaboration; how we address multi-tenancy, data security and privacy; and finally, how we support heterogenous compute requirements and hardware acceleration.

Speakers
avatar for Keith Laban

Keith Laban

Senior Software Engineer, Bloomberg
Keith Laban is a senior compute infrastructure engineer at Bloomberg. He works on leveraging Kubernetes as the building blocks of a machine learning platform. Keith has given internal talks at Bloomberg about Kubernetes and building custom controllers (operators). Keith has worked... Read More →
avatar for Ania Musial

Ania Musial

Senior Software Engineer, Bloomberg
Ania Musial is a Senior Software Engineer in the ML Platform team at Bloomberg, focusing on components required for a more robust machine learning model development lifecycle. Previous projects in her 9 year tenure at Bloomberg include building recommendation system infrastructure... Read More →



Thursday December 13, 2018 1:45pm - 2:20pm
Ballroom 6A