Google Gemini

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

## 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.