# generative-ai | Google Cloud Platform | Knowledge Base | Instagit

Sample code and notebooks for Generative AI on Google Cloud, with Gemini on Vertex AI

GitHub Stars: 14.7k

Repository: https://github.com/GoogleCloudPlatform/generative-ai

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## Articles

### [Where to Find generative-ai Repository Documentation: A Complete Guide to GoogleCloudPlatform/generative-ai](/GoogleCloudPlatform/generative-ai/documentation-generative-ai-repository)

Find all generative ai repository documentation easily. This guide shows you where to locate README files within the GoogleCloudPlatform/generative-ai repository for Gemini, Genkit, and Agents.

- Tags: getting-started
- Published: 2026-03-09

### [Cost Implications of Using the generative-ai-gcp Services: A Complete Pricing and Optimization Guide](/GoogleCloudPlatform/generative-ai/cost-implications-using-services-generative-ai-gcp)

Understand generative-ai-gcp costs with our guide. Learn about pay-as-you-go pricing and optimization strategies for Google Cloud AI services. Leverage free trial credits to explore.

- Tags: pricing-and-optimization-guide
- Published: 2026-03-09

### [How to Monitor and Manage AI Models Deployed via Generative-AI-GCP](/GoogleCloudPlatform/generative-ai/monitor-manage-ai-models-deployed-generative-ai-gcp)

Effectively monitor and manage generative AI models deployed with generative-ai-gcp. Learn to use vapo_lib.py, GcpEvaluation, and Vertex AI for robust AI model oversight.

- Tags: how-to-guide
- Published: 2026-03-09

### [How to Deploy a Model on Vertex AI Using the generative-ai Repository Examples](/GoogleCloudPlatform/generative-ai/steps-deploy-model-vertex-ai-repository-examples)

Deploy a model on Vertex AI using generative-ai examples. Learn to initialize the SDK, upload artifacts, create endpoints, and deploy your model quickly.

- Tags: how-to-guide
- Published: 2026-03-09

### [Gemini API Examples in Google Cloud: Navigating the generative-ai Repository](/GoogleCloudPlatform/generative-ai/examples-using-gemini-api-generative-ai-gcp-directory)

Find Gemini API examples in the GoogleCloudPlatform/generative-ai repository. Explore workshops, gemini, and open-models folders for practical applications.

- Tags: tutorial
- Published: 2026-03-09

### [How to Integrate Google's Generative Models Using the generative-ai-gcp Directory](/GoogleCloudPlatform/generative-ai/integrate-google-generative-models-generative-ai-gcp-directory)

Integrate Google's generative models using the generative-ai-gcp directory. Learn to build prompts, batch process data, and evaluate outputs with Vertex AI API.

- Tags: how-to-guide
- Published: 2026-03-09

### [Key Components in the generative-ai-gcp Directory for Building AI Solutions on Google Cloud](/GoogleCloudPlatform/generative-ai/key-components-generative-ai-gcp-directory-building-ai-solutions)

Explore the generative-ai-gcp directory to discover Vertex AI SDK helpers, search infra, model serving, and fine-tuning for building AI solutions on Google Cloud.

- Tags: architecture
- Published: 2026-03-09

### [What Is the generative-ai-gcp Directory? Purpose and Structure Explained](/GoogleCloudPlatform/generative-ai/generative-ai-gcp-directory-purpose)

Explore the generative-ai-gcp directory's purpose: provisioning Google Cloud Platform resources for Generative AI samples. Learn about its IaC modules and deployment automation.

- Tags: documentation
- Published: 2026-03-09

### [LLM Demos for Multiple Providers in the Google Cloud Generative AI Repository](/GoogleCloudPlatform/generative-ai/code-examples-different-llm-providers-llm-demos)

Explore LLM demos for OpenAI, Anthropic Claude, and vLLM in Google Cloud's generative AI repository. Find production-ready code examples across multiple directories for seamless integration.

- Tags: deep-dive
- Published: 2026-03-09

### [Google Cloud Services Required for the LLM Demos in the generative-ai Repository](/GoogleCloudPlatform/generative-ai/cloud-services-required-llm-demos)

Discover the essential Google Cloud services like Vertex AI, Cloud Run, and Cloud Storage needed to run LLM demos from the generative-ai repository. Get started today.

- Tags: how-to-guide
- Published: 2026-03-09

### [How to Run Google Cloud LLM Demos Locally: Vertex AI Search and RAG Examples](/GoogleCloudPlatform/generative-ai/run-demos-llm-demos-directory-locally)

Run Google Cloud LLM demos locally like Vertex AI Search and RAG. Clone the repo, install dependencies, authenticate, and start the server for hands-on generative AI examples.

- Tags: how-to-guide
- Published: 2026-03-09

### [RAG Examples in the Google Cloud Generative AI Repository: LLM-Demos Directory Explained](/GoogleCloudPlatform/generative-ai/rag-examples-llm-demos-directory)

Explore Retrieval Augmented Generation RAG examples within the GoogleCloudPlatform/generative-ai repository. Discover RAG implementations in rag-ops and qa-ops directories.

- Tags: tutorial
- Published: 2026-03-09

### [How LLM Demos in Google Cloud's Generative AI Repository Showcase Core Capabilities](/GoogleCloudPlatform/generative-ai/demos-llm-demos-showcase-generative-ai-capabilities)

Explore LLM demos in Google Cloud's Generative AI repository. See production-ready examples combining Vertex AI, Gemini, RAG, and multi-agent orchestration showcasing core generative AI capabilities.

- Tags: how-to-guide
- Published: 2026-03-09

### [Where to Find Pre-built LangChain Demos in the Google Cloud Generative AI Repository](/GoogleCloudPlatform/generative-ai/pre-built-demos-langchain-llm-demos-directory)

Discover pre-built LangChain demos in the Google Cloud Generative AI repository. Explore examples for workshops, search, and RAG.

- Tags: how-to-guide
- Published: 2026-03-09

### [What Is the Purpose of the LLM-demos Directory in Google Cloud Generative AI?](/GoogleCloudPlatform/generative-ai/llm-demos-directory-purpose)

Explore the LLM-demos directory to find runnable examples for implementing Google Cloud LLMs like Gemini and PaLM in real-world applications with notebooks and scripts.

- Tags: how-to-guide
- Published: 2026-03-09

### [How to Deploy a Generative AI Model on SageMaker Using the GoogleCloudPlatform/generative-ai Repository](/GoogleCloudPlatform/generative-ai/deploy-generative-ai-model-sagemaker-repository)

Deploy a generative AI model on SageMaker by leveraging the GoogleCloudPlatform/generative-ai repository. Learn to containerize, publish to ECR, and deploy with SageMaker SDK.

- Tags: how-to-guide
- Published: 2026-03-09

### [genai-sagemaker vs Other Model Deployment Examples: AWS and GCP Compared](/GoogleCloudPlatform/generative-ai/difference-genai-sagemaker-other-model-deployment-examples)

Compare genai-sagemaker AWS deployment to Google Cloud examples like Vertex AI. Understand key differences in model deployment tools and services for each cloud platform.

- Tags: comparison
- Published: 2026-03-09

### [How to Fine-Tune Foundation Models Using the GenAI-SageMaker Directory](/GoogleCloudPlatform/generative-ai/fine-tune-models-using-genai-sagemaker-directory)

Learn how to fine-tune foundation models with the genai-sagemaker directory a comprehensive toolchain for supervised fine-tuning on Amazon SageMaker and automated deployment.

- Tags: how-to-guide
- Published: 2026-03-09

### [GoogleCloudPlatform/generative-ai genai-sagemaker Directory: Tutorial Availability for Beginners](/GoogleCloudPlatform/generative-ai/tutorials-for-beginners-genai-sagemaker-directory)

Discover if the GoogleCloudPlatform/generative-ai repository offers beginner tutorials for SageMaker integration. Learn about available resources for generative AI.

- Tags: tutorial
- Published: 2026-03-09

### [How to Run genai-sagemaker Examples on Amazon SageMaker](/GoogleCloudPlatform/generative-ai/use-genai-sagemaker-examples-amazon-sagemaker)

Adapt generative AI examples for Amazon SageMaker using the sagemaker Python SDK and Hugging Face inference. Learn how to run models effectively on AWS.

- Tags: how-to-guide
- Published: 2026-03-09

### [What Is the genai-sagemaker Directory in Google Cloud's Generative AI Repository?](/GoogleCloudPlatform/generative-ai/genai-sagemaker-directory-purpose-generative-ai-repo)

Discover the genai-sagemaker directory in Google Cloud's generative-ai repo. Learn how to deploy Google Generative AI models on AWS SageMaker using Docker containers and CloudFormation.

- Tags: deep-dive
- Published: 2026-03-09