~/talk

ML Ops on Google Cloud

Talkat Google I/O 2021 · 2021-05-18..05-20· [machine-learning, devops-and-delivery]
name:Amy Unruh
links:none on file
slides:none on file

Claims a serverless, scalable ML workflow platform that logs run metadata for lineage and reproducibility and charges per executed resource use. Shows Vertex Pipelines built from reusable prebuilt components and from custom components using KFP and TFX, compiles and runs an AutoML image classification pipeline directly from a notebook and surfaces logs and artifacts in the console UI. Describes Vertex Feature Store for low latency serving and model monitoring that emits alerts and distribution stats for drift detection.

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