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Vertex AI Gemini Deployment for Production (EXPLAINED)

Project BasedGeminiHard22 min read

**Infrastructure** Managed endpoints vs batch prediction; GPU quotas.

TL;DR — Quick Answer

Use Vertex endpoints with IAM, VPC-SC, model versioning, request logging to Cloud Logging, autoscaling endpoints, and regional placement for residency — integrate with existing GCP MLOps.

The Interview Question

Design production deployment of Gemini on Vertex AI including auth, scaling, and monitoring.

Deep Explanation

Infrastructure Managed endpoints vs batch prediction; GPU quotas.

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