~/talk

Stepan Pushkarev Interview

Talkat Scale By the Bay 2017 · 2017-11-16..11-18· [machine-learning, microservices]
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Hydrosphere.io focuses on shipping ML pipelines into production and reports concrete engineering choices: using a functional paradigm so models are delivered as pure function deployment units to reduce side effects, building microservices that minimize data movement with flatbuffers for IPC, and exploring Spark Compute as a Service and cost-effective GPU use for inference. The main surprise is that data transfer (large images, binaries) becomes the scaling bottleneck more often than raw compute.

AI-written summary · about

  1. 0:00Intro
  2. 1:35Scaling
  3. 2:22Challenges
  4. 5:08Functional Programming
  5. 7:18Community
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