Generative AI on Vertex AI Cookbook

A collection of guides and examples for Generative AI on Vertex AI.

Explore more in the Generative AI Repository on GitHub.

Gemini Quickstarts

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  Intro to Gemini 2.5 Flash

  Get started with Gemini 2.5 Flash in Vertex AI with the Gen AI Python SDK.

  Function Calling Gemini Grounding Multimodal Prompting Thinking

  View on GitHub
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  Intro to Gemini 2.5 Pro

  Get started with Gemini 2.5 Pro in Vertex AI with the Gen AI Python SDK.

  Function Calling Gemini Grounding Multimodal Prompting Thinking

  View on GitHub
• 

  Intro to Gemini 2.5 Flash-Lite

  Get started with Gemini 2.5 Flash-Lite in Vertex AI with the Gen AI Python SDK.

  Function Calling Gemini Grounding Multimodal Prompting Thinking

  View on GitHub
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  Get Started with the Multimodal Live API

  Get started with Gemini 2.0 Multimodal Live API in Vertex AI using the Gen AI Python SDK

  Gemini Live API Multimodal

  View on GitHub
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  Gemini 2.0 Flash Image Generation in Vertex AI

  Get started with Gemini Image Generation in Vertex AI.

  Gemini Image Generation Multimodal

  View on GitHub
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  Intro to Prompt Engineering

  Learn the essentials and best practices of prompt engineering.

  Gemini Prompting

  View on GitHub
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  Function Calling with Gemini

  Connect Gemini to external tools using function calling.

  Function Calling Gemini

  View on GitHub
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  Grounding with Gemini

  Connect Gemini to real-world data from Google Search or Vertex AI Search to improve response quality.

  Gemini Grounding RAG Search

  View on GitHub
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  Batch Prediction with Gemini

  Use Batch Prediction to run inference on a large number of examples.

  Batch Prediction Gemini

  View on GitHub
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  Long Context Window

  Use the Long Context Window to process large amounts of multimodal data.

  Gemini

  View on GitHub
• 

  Intro to Context Caching

  Use context caching to store frequently used data.

  Gemini

  View on GitHub
• 

  Intro to Structured Output with the Gemini API

  Learn to control Gemini API output formats for easier data processing.

  Gemini

  View on GitHub
• 

  Call Gemini by using the OpenAI Library

  Learn how to call Gemini using Chat Completions.

  Gemini

  View on GitHub

Featured Tutorials

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  Creating Marketing Assets using Gemini 2.0 Flash

  Learn how to combine the multimodal capabilities of Gemini and Grounding with Google Search to create a marketing campaign brief and marketing assets.

  Gemini Grounding Search

  View on GitHub
• 

  Get started with Chirp 3 HD Voices for Text-to-Speech

  Learn about how to use Chirp 3 HD Voices, the latest generation of Google Text-to-Speech voices.

  Chirp Speech

  View on GitHub
• 

  Get started with Chirp 2 for Speech-to-Text

  Learn about how to use Chirp 2, the latest generation of Google's multilingual Automatic Speech Recognition models.

  Chirp Speech

  View on GitHub
• 

  Intro to Imagen 4 Image Generation

  Use Imagen 4 to create photorealistic images.

  Imagen Multimodal

  View on GitHub
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  Imagen 3 Image Editing

  Use Imagen 3 to edit photorealistic images using inpainting, outpainting, and Product Image Editing.

  Imagen Multimodal

  View on GitHub
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  Get Started with Text Embeddings + Vertex AI Vector Search

  Use AI's multitool, Embeddings, and Vertex AI Vector Search perform semantic matching.

  Embeddings Vector Search

  View on GitHub
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  Intro to LangGraph with Gemini

  Learn how to combine LangGraph's workflow capabilities with Gemini's language understanding and generation skills to streamline and automate complex financial analysis tasks.

  Gemini LangChain LangGraph Orchestration

  View on GitHub
• 

  Create custom podcast episodes

  Use Gemini, LangGraph, and Text-to-Speech to create custom podcast episodes.

  Gemini LangChain LangGraph Orchestration Speech

  View on GitHub
• 

  Storytelling with Gemini and Text-to-Speech

  Use Gemini and Text-to-Speech to create and read a story with multiple characters.

  Gemini Speech

  View on GitHub
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  Analyze a codebase

  Use Gemini to generate code, summarize a codebase, debug, improve code, and assess code.

  Gemini Multimodal

  View on GitHub
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  LLM Security for developers

  Learn about prompt injection attacks and how to mitigate them.

  Gemini Prompting Security

  View on GitHub
• 

  Intro to Agent Engine

  Learn how to build and deploy an agent (model, tools, and reasoning) using Agent Engine.

  Agent Engine Agents Gemini

  View on GitHub
• 

  Intro to Gen AI Evaluation Service

  Evaluate Gemini responses using metrics and custom datasets.

  Evaluation Gemini

  View on GitHub
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  Gemini Supervised Fine-tuning for Article Summarization

  Learn how to fine-tune Gemini for article summarization.

  Gemini Tuning

  View on GitHub
• 

  Intro to Vertex AI RAG Engine

  Build custom RAG workflows with Gemini and Vertex AI RAG Engine.

  Gemini RAG

  View on GitHub
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  Document Processing with Gemini

  Use Gemini to process documents for classification, extraction, and summarization.

  Gemini Multimodal

  View on GitHub
• 

  Patents Document Understanding with Gemini

  Use Gemini to process patent documents using classification, entity extraction, and object detection.

  Gemini Multimodal

  View on GitHub
• 

  Build and deploy a Hugging Face smolagent using DeepSeek on Vertex AI

  This notebook showcases how to deploy DeepSeek R1 Distill Qwen 32B from Hugging Face Hub on Vertex AI.

  Agents

  View on GitHub
• 

  Multimodal Sentiment Analysis with Gemini

  This notebook demonstrates multimodal sentiment analysis with Gemini by comparing sentiment analysis performed directly on audio with analysis performed on its text transcript.

  Gemini Multimodal

  View on GitHub
• 

  Productivity Coaching with Gemini and Google Calendar

  This notebook demonstrates how to use Gemini as your personal productivity coach, by connecting it to Google Workspace APIs.

  Function Calling Gemini Workspace

  View on GitHub
• 

  Veo 3 Video Generation

  In this tutorial, you will learn how to use the Google Gen AI SDK for Python to interact with Veo 3 and generate new videos from text prompts.

  Multimodal Veo

  View on GitHub

All Tutorials

Filter by: Agent Engine Agents Batch Prediction Chirp Claude Code Execution Embeddings Evaluation Function Calling Gemini Gemma Grounding Hugging Face Image Generation Imagen LangChain LangGraph Live API LlamaIndex Model Garden Multimodal Orchestration Prompting RAG RAG Engine Search Security Speech Thinking Tuning Vector Search Veo Workspace

Function Calling Gemini Grounding Multimodal Prompting Thinking	Intro to Gemini 2.5 Flash Get started with Gemini 2.5 Flash in Vertex AI with the Gen AI Python SDK.	View on GitHub
Function Calling Gemini Grounding Multimodal Prompting Thinking	Intro to Gemini 2.5 Pro Get started with Gemini 2.5 Pro in Vertex AI with the Gen AI Python SDK.	View on GitHub
Function Calling Gemini Grounding Multimodal Prompting Thinking	Intro to Gemini 2.5 Flash-Lite Get started with Gemini 2.5 Flash-Lite in Vertex AI with the Gen AI Python SDK.	View on GitHub
Gemini Live API Multimodal	Get Started with the Multimodal Live API Get started with Gemini 2.0 Multimodal Live API in Vertex AI using the Gen AI Python SDK	View on GitHub
Gemini Image Generation Multimodal	Gemini 2.0 Flash Image Generation in Vertex AI Get started with Gemini Image Generation in Vertex AI.	View on GitHub
Gemini Prompting	Intro to Prompt Engineering Learn the essentials and best practices of prompt engineering.	View on GitHub
Function Calling Gemini	Function Calling with Gemini Connect Gemini to external tools using function calling.	View on GitHub
Gemini Grounding RAG Search	Grounding with Gemini Connect Gemini to real-world data from Google Search or Vertex AI Search to improve response quality.	View on GitHub
Batch Prediction Gemini	Batch Prediction with Gemini Use Batch Prediction to run inference on a large number of examples.	View on GitHub
Gemini	Long Context Window Use the Long Context Window to process large amounts of multimodal data.	View on GitHub
Gemini	Intro to Context Caching Use context caching to store frequently used data.	View on GitHub
Gemini	Intro to Structured Output with the Gemini API Learn to control Gemini API output formats for easier data processing.	View on GitHub
Gemini	Call Gemini by using the OpenAI Library Learn how to call Gemini using Chat Completions.	View on GitHub
Gemini Grounding Search	Creating Marketing Assets using Gemini 2.0 Flash Learn how to combine the multimodal capabilities of Gemini and Grounding with Google Search to create a marketing campaign brief and marketing assets.	View on GitHub
Chirp Speech	Get started with Chirp 3 HD Voices for Text-to-Speech Learn about how to use Chirp 3 HD Voices, the latest generation of Google Text-to-Speech voices.	View on GitHub
Chirp Speech	Get started with Chirp 2 for Speech-to-Text Learn about how to use Chirp 2, the latest generation of Google's multilingual Automatic Speech Recognition models.	View on GitHub
Imagen Multimodal	Intro to Imagen 4 Image Generation Use Imagen 4 to create photorealistic images.	View on GitHub
Imagen Multimodal	Imagen 3 Image Editing Use Imagen 3 to edit photorealistic images using inpainting, outpainting, and Product Image Editing.	View on GitHub
Embeddings Vector Search	Get Started with Text Embeddings + Vertex AI Vector Search Use AI's multitool, Embeddings, and Vertex AI Vector Search perform semantic matching.	View on GitHub
Gemini LangChain LangGraph Orchestration	Intro to LangGraph with Gemini Learn how to combine LangGraph's workflow capabilities with Gemini's language understanding and generation skills to streamline and automate complex financial analysis tasks.	View on GitHub
Gemini LangChain LangGraph Orchestration Speech	Create custom podcast episodes Use Gemini, LangGraph, and Text-to-Speech to create custom podcast episodes.	View on GitHub
Gemini Speech	Storytelling with Gemini and Text-to-Speech Use Gemini and Text-to-Speech to create and read a story with multiple characters.	View on GitHub
Gemini Multimodal	Analyze a codebase Use Gemini to generate code, summarize a codebase, debug, improve code, and assess code.	View on GitHub
Gemini Prompting Security	LLM Security for developers Learn about prompt injection attacks and how to mitigate them.	View on GitHub
Agent Engine Agents Gemini	Intro to Agent Engine Learn how to build and deploy an agent (model, tools, and reasoning) using Agent Engine.	View on GitHub
Evaluation Gemini	Intro to Gen AI Evaluation Service Evaluate Gemini responses using metrics and custom datasets.	View on GitHub
Gemini Tuning	Gemini Supervised Fine-tuning for Article Summarization Learn how to fine-tune Gemini for article summarization.	View on GitHub
Gemini RAG	Intro to Vertex AI RAG Engine Build custom RAG workflows with Gemini and Vertex AI RAG Engine.	View on GitHub
Gemini Multimodal	Document Processing with Gemini Use Gemini to process documents for classification, extraction, and summarization.	View on GitHub
Gemini Multimodal	Patents Document Understanding with Gemini Use Gemini to process patent documents using classification, entity extraction, and object detection.	View on GitHub
Agents	Build and deploy a Hugging Face smolagent using DeepSeek on Vertex AI This notebook showcases how to deploy DeepSeek R1 Distill Qwen 32B from Hugging Face Hub on Vertex AI.	View on GitHub
Gemini Multimodal	Multimodal Sentiment Analysis with Gemini This notebook demonstrates multimodal sentiment analysis with Gemini by comparing sentiment analysis performed directly on audio with analysis performed on its text transcript.	View on GitHub
Function Calling Gemini Workspace	Productivity Coaching with Gemini and Google Calendar This notebook demonstrates how to use Gemini as your personal productivity coach, by connecting it to Google Workspace APIs.	View on GitHub
Multimodal Veo	Veo 3 Video Generation In this tutorial, you will learn how to use the Google Gen AI SDK for Python to interact with Veo 3 and generate new videos from text prompts.	View on GitHub
Embeddings Gemini Multimodal	Intro to the Google Gen AI SDK Intro to the Google Gen AI SDK.	View on GitHub
Gemini Multimodal Prompting	Gemini: An Overview of Multimodal Use Cases How to prompt Gemini with multimodal data (text, documents, images, video, and audio).	View on GitHub
Gemini	Introduction to Gemini with REST API/cURL	View on GitHub
Evaluation Gemini Prompting	Prompt Engineering, Evaluation, and Prompt Templating Use Gen AI Evaluation Service SDK for prompt engineering and evaluation.	View on GitHub
Embeddings Multimodal	Intro to Multimodal Embeddings Learn about multimodal embeddings.	View on GitHub
Embeddings Tuning	Intro to Embeddings Tuning Learn how to tune embeddings models.	View on GitHub
Embeddings Vector Search	Task Type Embeddings Learn how to get better embeddings for your specific task.	View on GitHub
Embeddings Vector Search	Hybrid Search with Vertex AI Vector Search Learn how to use hybrid search with Vertex AI Vector Search combining semantic & keyword search.	View on GitHub
Agents Gemini LangChain LangGraph	AI Agents for Engineers (Evolution of AI Agents) This notebook demonstrates 3 different approaches to generating essays using the Gemini API, Zero-Shot, Step-by-Step with LangChain, and Iterative with LangGraph.	View on GitHub
Gemma Hugging Face	Hugging Face DLCs: Serving Gemma with Text Generation Inference (TGI) on Vertex AI Learn how to deploy Google Gemma from the Hugging Face Hub on Vertex AI using the Hugging Face Deep Learning Container (DLC) for Text Generation Inference (TGI).	View on GitHub
Gemma LangGraph RAG	Running a Gemma 2-based agentic RAG with Ollama on Vertex AI and LangGraph This notebook showcases how to run a Gemma 2-based Agent with Ollama on Vertex AI and LangGraph.	View on GitHub
Gemma Hugging Face	Hugging Face DLCs: Serving PaliGemma using Pytorch Inference on Vertex AI with Custom Handler Learn how to deploy Google PaliGemma from the Hugging Face Hub on Vertex AI using the Hugging Face Deep Learning Container (DLC) for Pytorch Inference in combination with a custom handler.	View on GitHub
Gemma Hugging Face Tuning	Hugging Face DLCs: Fine-tuning Gemma with Transformer Reinforcement Learning (TRL) on Vertex AI Learn how to fine-tune Gemma with Transformer Reinforcement Learning (TRL) on Vertex AI.	View on GitHub
Hugging Face	Guess who or what app using Hugging Face Deep Learning container model on Vertex AI Create a"Guess who or what" application using Vertex AI, Hugging Face Deep Learning container, an image generation open model, and Gemini to solve and visualize riddles.	View on GitHub
Embeddings	Visualizing embedding similarity from text documents using t-SNE plots Visualize embedding similarity from text documents using t-SNE plots.	View on GitHub
Embeddings Vector Search	Vertex AI Vector Search Quickstart Learn how to use Vertex AI Vector Search to find similar text documents.	View on GitHub
Embeddings Gemini Vector Search	Anomaly Detection of Infrastructure Logs using Gemini and BigQuery Vector Search Learn how to large volumes of infrastructure logs using Gemini, vector embeddings and BigQuery Vector Search to perform anomaly detection.	View on GitHub
Embeddings Gemini	Log Anomaly Detection & Investigation with Text Embeddings + BigQuery Vector Search Learn how to large volumes of audit logs using Gemini, vector embeddings and BigQuery Vector Search to perform anomaly detection.	View on GitHub
Function Calling Gemini	Working with Data Structures and Schemas in Gemini Function Calling Learn how to use Gemini Function Calling with data structures and schemas.	View on GitHub
Function Calling Gemini	Working with Parallel Function Calls and Multiple Function Responses in Gemini Learn how to use parallel function calls and multiple function responses in Gemini.	View on GitHub
Function Calling Gemini Prompting	Introduction to ReAct Agents with Gemini & Function Calling Learn how to use ReAct Agents with Gemini and Function Calling.	View on GitHub
Function Calling Gemini	Forced Function Calling with Tool Configurations in Gemini Learn how to use forced function calling with tool configurations in Gemini.	View on GitHub
Function Calling Gemini	Using Gemini Function Calling to Get Real-Time Company News and Insights Learn how to use Gemini Function Calling to get real-time company news and insights.	View on GitHub
Function Calling Gemini Multimodal	Multimodal Function Calling with the Gemini API & Python SDK Learn how to use Gemini Multimodal Function Calling.	View on GitHub
Gemini RAG RAG Engine	Advanced RAG Techniques - Vertex RAG Engine Retrieval Quality Evaluation and Hyperparameters Tuning Learn about advanced RAG techniques with evaluation and hyperparameter tuning.	View on GitHub
Gemini RAG RAG Engine	Vertex AI RAG Engine with Pinecone Learn how to use Pinecone with Vertex AI RAG Engine.	View on GitHub
Gemini RAG RAG Engine	Vertex AI RAG Engine with Weaviate Learn how to use Weaviate with Vertex AI RAG Engine.	View on GitHub
Gemini RAG RAG Engine	Vertex AI RAG Engine with Vertex AI Feature Store Learn how to use Vertex AI Feature Store with Vertex AI RAG Engine.	View on GitHub
Gemini RAG RAG Engine	Vertex AI RAG Engine with Vertex AI Vector Search Learn how to use Vertex AI Vector Search with Vertex AI RAG Engine.	View on GitHub
Gemini RAG RAG Engine	Vertex AI RAG Engine with Vertex AI Search Learn how to use Vertex AI Search with Vertex AI RAG Engine.	View on GitHub
Agent Engine Agents Gemini	Debugging and Optimizing Agents: A Guide to Tracing in Agent Engine Learn how to use Tracing in Agent Engine.	View on GitHub
Agent Engine Gemini LangChain	Deploying a RAG Application with AlloyDB to Agent Engine	View on GitHub
Agent Engine Agents Gemini RAG Search	Building a Conversational Search Agent with Agent Engine and RAG on Vertex AI Search	View on GitHub
Agent Engine Agents Gemini LangGraph RAG	Building a Multi-Agent RAG Application with LangGraph and Agent Engine	View on GitHub
Agent Engine Gemini LangGraph RAG	Deploying a RAG Application with Cloud SQL for PostgreSQL to Agent Engine	View on GitHub
Agent Engine Agents Gemini	Building and Deploying a Google Maps API Agent with Agent Engine	View on GitHub
Agent Engine Gemini LangGraph	Building and Deploying a LangGraph Application with Agent Engine in Vertex AI	View on GitHub
Gemini Multimodal	Video Analysis with Gemini	View on GitHub
Gemini Multimodal	YouTube Video Analysis with Gemini	View on GitHub
Gemini Multimodal Vector Search	Building a Multimodal Chatbot for Warranty Claims using Gemini and Vector Search in Vertex AI	View on GitHub
Gemini Multimodal RAG	Multimodal Retrieval Augmented Generation (RAG) using Gemini API in Vertex AI	View on GitHub
Gemini LlamaIndex RAG	LlamaIndex with Vertex AI Vector Search to perform question answering RAG	View on GitHub
Gemini LangChain Multimodal RAG	Multimodal Retrieval Augmented Generation (RAG) with Gemini, Vertex AI Vector Search, and LangChain	View on GitHub
Gemini RAG	Small-to-big Retrieval-Augmented Generation	View on GitHub
Gemini Prompting	ReAct (Reasoning + Acting) + Custom tool for Healthcare NL API + Gemini + LangChain	View on GitHub
Gemini Prompting	Using Gemini in Education	View on GitHub
Gemini Prompting	AI Quick Build Experience	View on GitHub
Gemini Multimodal RAG	Code Retrieval Augmented Generation (RAG) with Gemini API	View on GitHub
Gemini Multimodal	Product listing generation with Gemini	View on GitHub
Gemini Multimodal	Multimodal retail recommendation: using Gemini to recommend items based on images and image reasoning	View on GitHub
Gemini Multimodal Prompting	Sheet Music Analysis with Gemini	View on GitHub
Gemini Multimodal	Analyzing movie posters in BigQuery with Gemini	View on GitHub
Gemini LangChain	Getting Started with LangChain 🦜️🔗 + Gemini API in Vertex AI	View on GitHub
Agents Gemini	Building a Weather Agent with AutoGen and Gemini	View on GitHub
Gemini Prompting	Vertex AI Prompt Optimizer Notebook UI	View on GitHub
Gemini Prompting	Vertex AI Prompt Optimizer - Tool usage	View on GitHub
Gemini Prompting	Vertex AI Prompt Optimizer - Custom metric	View on GitHub
Gemini Prompting	Intro to Vertex AI Prompt Optimizer	View on GitHub
Gemini Prompting	Text Summarization with Generative Models on Vertex AI	View on GitHub
Gemini Prompting	Ideation with Generative Models on Vertex AI	View on GitHub
Gemini Prompting	Chain of Thought & ReAct	View on GitHub
Gemini Prompting	Question Answering with Generative Models on Vertex AI	View on GitHub
Gemini Prompting	Text Classification with Generative Models on Vertex AI	View on GitHub
Gemini Prompting	Text Extraction with Generative Models on Vertex AI	View on GitHub
Gemini Tuning	Supervised Fine Tuning with Gemini 2.0 Flash for Change Detection	View on GitHub
Gemini Tuning	Supervised Fine-Tuning with Gemini 2.0 Flash for Q & A	View on GitHub
Gemini Tuning	Supervised Fine Tuning with Gemini 2.0 Flash for Image Captioning	View on GitHub
Evaluation Gemini Model Garden	Use Gen AI Evaluation SDK to Evaluate Models in Vertex AI Studio, Model Garden, and Model Registry	View on GitHub
Evaluation Gemini RAG	Evaluate Generated Answers from RAG using Rapid Evaluation and Dataflow ML with Vertex AI Pipelines	View on GitHub
Evaluation Gemini	Enhancing Quality and Explainability with Vertex AI Evaluation	View on GitHub
Evaluation Gemini	Evaluate and Compare Gen AI Model Settings	View on GitHub
Evaluation Gemini	Bring-Your-Own-Autorater using Custom Metrics	View on GitHub
Evaluation Gemini	Evaluate a Translation Model	View on GitHub
Evaluation Gemini	Compare and Migrate from PaLM to Gemini Model	View on GitHub
Evaluation Gemini Multimodal	Evaluating Multimodal Tasks	View on GitHub
Evaluation Gemini LangChain	Evaluate LangChain	View on GitHub
Evaluation Gemini	Compare Generative AI Models	View on GitHub
Evaluation Gemini RAG	Evaluate Generated Answers from RAG for QA with Gen AI Evaluation Service SDK	View on GitHub
Evaluation Gemini	Customize Model-based Metrics to Evaluate a Gen AI Model	View on GitHub
Evaluation Gemini RAG	Evaluate Generative Model Tool Use	View on GitHub
Gemini Prompting RAG Security	Gen AI and LLM Security - ReAct and RAG Attacks & Mitigations	View on GitHub
Gemini Security	Responsible AI with Gemini API in Vertex AI: Safety Ratings and Thresholds	View on GitHub
Batch Prediction Gemini	Monitor Batch Prediction with Gemini API	View on GitHub
Imagen Multimodal	Imagen 3 Customized Images	View on GitHub
Gemini Imagen Multimodal	Create High Quality Visual Assets with Imagen and Gemini	View on GitHub
Imagen Multimodal	Create a Photoshop Document with Image Segmentation on Vertex AI	View on GitHub
Gemini Imagen Multimodal	Enhance Imagen Prompts with Gemini	View on GitHub
Imagen Multimodal	Image Segmentation on Vertex AI	View on GitHub
Search	Vertex AI Search with Filters & Metadata	View on GitHub
Gemini Search	Vertex AI Search - Querying Blended Data Apps and Summarization with Gemini	View on GitHub
Search	Create a Vertex AI Search Datastore and Search Engine	View on GitHub
Search	Building Search Applications with Vertex AI Search	View on GitHub
Gemini LangChain RAG Search	Question Answering Over Documents	View on GitHub
Gemini RAG Search	Bulk Question Answering with Vertex AI Search	View on GitHub
Embeddings Search	Custom Embeddings with Vertex AI Search	View on GitHub
Chirp Speech	Get Started with Chirp 2 - Advanced Features	View on GitHub
Claude Function Calling Model Garden	Multimodal Function Calling with Claude Models	View on GitHub
Agents Search	Vertex AI Search and Conversation Data Store Status Checker	View on GitHub
Agents Gemini	Building a Research Multi Agent System - a Design Pattern Overview with Gemini 2.0	View on GitHub
Code Execution Gemini	Intro to Generating and Executing Python Code with Gemini 2.0	View on GitHub
Agents Evaluation Gemini	Evaluating Agents - Evaluate a CrewAI agent with Vertex AI Gen AI Evaluation	View on GitHub
Agents Evaluation Gemini LangGraph	Evaluating Agents - Evaluate a LangGraph agent with Vertex AI Gen AI Evaluation	View on GitHub
Gemini Live API Multimodal RAG	Interactive Loan Application Assistant (Financial Services)	View on GitHub
RAG RAG Engine Search	Vertex AI RAG Engine with Vertex AI Search	View on GitHub
Agent Engine Agents Evaluation	Evaluate a CrewAI agent on Vertex AI Agent Engine (Customized template)	View on GitHub
Agent Engine Agents Evaluation LangChain	Evaluating a LangChain Agent on Vertex AI Agent Engine (Prebuilt template)	View on GitHub
Agent Engine Agents Evaluation LangGraph	Evaluate a LangGraph agent on Vertex AI Agent Engine (Customized template)	View on GitHub
Gemini Search	Q&A Chatbot with Vertex AI Search for summarized website results	View on GitHub
Gemini	Getting started with Gemini using Vertex AI in Express Mode	View on GitHub

What's next

• Learn about LLMs, Vertex AI, and Generative AI models in the Generative AI beginner's guide.
• Explore more resources in the Generative AI GitHub repo.