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GCP · AI / ML

Vertex AI

Unified ML platform: training, serving, Gemini.

Official docs

Overview

Vertex AI offers managed training, endpoints, pipelines, model registry and Generative AI APIs (Gemini).

When to use it

  • LLM features in apps
  • Auto-triage of test failures
  • Visual diff classification

Setup

  1. Enable Vertex AI API.
  2. Use SDK or Workbench notebooks.

How to use

Gemini call
from vertexai.generative_models import GenerativeModel
m = GenerativeModel('gemini-2.5-flash')
print(m.generate_content('Summarize failure log: ...').text)

QA use cases

  • Cluster similar failures and propose owners using embeddings.