~/talk

AI in the Cloud

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

Vertex AI appears as a one‑stop platform that actually unifies datasets, notebooks, AutoML and custom training (TensorFlow/PyTorch) and supports Managed Pipelines for reproducible CI/CD‑style model runs and Model Monitoring to detect drift. Concrete, usable APIs include Vision and the Video Intelligence API with person/pose/OCR/brand detection, Document AI for forms, Dialogflow for conversational agents, and step‑by‑step Codelabs and quickstart notebooks that demonstrate working demos (tennis serve analysis, PDF→audio) and ready‑to‑reuse TensorFlow Hub models.

AI-written summary · about

  1. 0:00Intro
  2. 1:38What is Vertex AI
  3. 4:18Different levels of abstraction
  4. 7:36Getting started
  5. 11:20ML Ops
  6. 13:38Leveraging Pretrained Models
  7. 17:08Favorite ML API
  8. 24:53Resources
  9. 26:18AI in the Cloud
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