~/talk

Build end-to-end solutions with Vertex AI

Talkat Google I/O 2021 · 2021-05-18..05-20· [machine-learning]
slides:none on file

Vertex AI launches as a managed ML platform that claims end-to-end support from raw data to deployed endpoints, offering vertex pipelines that run TFX or Kubeflow-style steps, a feature store that computes features once for training and serving to avoid training‑serving skew, AutoML plus custom training with GPUs and hyperparameter tuning, and model monitoring that alerts on drift or training‑serving skew. The console shows pipeline artifacts, lets traffic split between models, and exposes feature attributions for explainability.

AI-written summary · about

  1. 0:00Introduction
  2. 2:01Model Development
  3. 7:41Pipelines
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