What tools does Google Cloud's Vertex AI provide for prototyping, fine-tuning, and deploying Gemini models?

Question

Accepted Answer

## Overview

Google Cloud's Vertex AI provides a comprehensive, integrated suite of tools for the entire lifecycle of Gemini models.

## Key Features

Prototyping tools include Vertex AI Studio, Workbench, Colab Enterprise, and the Model Garden.

## Technical Specifications

Fine-tuning methods include SFT, RLHF, and Parameter-Efficient Fine-Tuning (PEFT).

## How It Works

Deployment options include Managed Online Endpoints with autoscaling and Batch Prediction at reduced cost.

## Use Cases

The platform includes Gen AI Evaluation Service, Model Armor, and Grounding capabilities.

## Limitations and Requirements

## Comparison to Alternatives

## Summary

In summary, Vertex AI offers an end-to-end solution for operationalizing Gemini models.

Google Gemini