~/talk

Keynote: Building the Infrastructure that Powers the Future of AI

Talkat CloudNativeCon + KubeCon Europe 2017 · on Wednesday, 2017-03-29· at 09:55· C 01· [machine-learning, kubernetes]
links:none on file
slides:none on file

OpenAI runs research on Kubernetes across Azure AWS and private hardware and scales bursts to 4,000 nodes while moving from single‑pod prototypes to runs that jump from one core to 10,000 cores. Built components include an autoscaler for batch jobs that inspects pod scheduling gaps and provisions exact machines (spot or on demand), a library to deploy distributed TensorFlow jobs, and GPU scheduling and CPU affinity scripts; these tools glue together to run the Universe platform of 1,000+ games and it works in production.

AI-written summary · about

  1. 0:00Start
  2. 0:23What Is Open Ai
  3. 1:09What Makes Building Infrastructure for a Research Lab Running Deep Learning Different from Infrastructure at a Start-Up
  4. 5:18Primary Service Layer
  5. 12:43Why Are We Using Coop
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