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May 2-4, 2018 - Copenhagen, Denmark
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Thursday, May 3 • 14:00 - 14:35
The Path to GPU as a Service in Kubernetes - Renaud Gaubert, NVIDIA (Intermediate Skill Level) (Slides Attached)

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TLDR: Kubernetes modern production patterns for Deep Learning applications and a deep dive into the Kubernetes GPU and Hardware accelerators subsystem and it’s challenges (performance, scheduling, monitoring).

Autonomous vehicles, face recognition, High Performance Computing, Virtual Reality, NVIDIA GPUs are enabling a new computer era with cloud computing at its center. With kubernetes being the next iteration in cloud technologies, the NVIDIA container team is driving with the community the advances in GPU integration.

During this talk we will take a look at the possibilities and limitations provided by the kubernetes infrastructure for hardware accelerators. We will also be discussing the latest improvements in the device plugin subsystem of Kubernetes, powering GPU support, and the challenges ahead of it.
Speakers
avatar for Renaud Gaubert

Renaud Gaubert

Software Engineer, Nvidia
Renaud Gaubert has been working since 2017 at NVIDIA on making GPU applications easier to deploy and manage in data centers. He focuses on supporting GPU-accelerated machine learning frameworks in container orchestration systems such as Kubernetes, Docker swarm, and Nomad. He is an... Read More →

Kubecon Talk pdf
Thursday May 3, 2018 14:00 - 14:35 CEST
C1-M5
  Machine Learning & Data, Intermediate