Machine Learning- Vertex AI Agent Builder-10

Machine Learning

Vertex AI Agent Builder

Transform your application development with Vertex AI Agent Builder! This course guides you through the process of creating intelligent AI-powered applications using natural language or code-first methods, making generative AI accessible and scalable for your business

Duration

1 Days

Target Audience

Designed for professionals looking to harness Vertex AI for creating and managing enterprise-ready generative AI applications, ensuring scalability, security, and performance

What you'll learn

Use Vertex AI for enterprise-ready generative AI applications.Build a search engine with Vertex AI Search for efficient data retrieval.Create a dynamic chat application using Vertex AI Conversation.Integrate Vertex AI Search and Conversation for seamless functionality.Develop and share sample apps and databases using Vertex AI tools.Productionize search engines and chat apps to ensure scalability and security.

COURSE AGENDA

Introduction to Vertex AI Search and Conversation

Overview of Vertex AI: Understand the capabilities and features of Vertex AI as a machine learning platform for AI applications.
Vertex AI Search and Conversation: Introduction to Vertex AI
Search and Vertex AI Conversation, two powerful tools for building search engines and conversational agents.
Example Use Cases: Explore various use cases for integrating Vertex AI Search and Conversation into applications for enhanced user interaction.

Vertex AI Search

Apps, Engines, and Data Stores: Learn how apps, search engines, and data stores work together in Vertex AI Search.
Data Preparation: Understand the process of preparing data for custom search engines and how to structure it for optimal search performance.
Creating a Custom Search Engine: Build your own custom search engine using Vertex AI Search, tailoring it to specific application needs.
Configuration Options: Dive into the various configuration options available to optimize the search engine’s functionality and performance.

Vertex AI Conversation

Dialogflow CX Basic Concepts: Learn the basic concepts of Dialogflow CX, the tool used for building sophisticated conversational agents.
Creating a Chat App: Build a simple chat application using Dialogflow CX and Vertex AI Conversation.
Deploying Conversational Agents: Explore the different deployment options for conversational agents and how to integrate them into your applications for seamless interaction.

Productionizing Vertex AI Search and Conversation

Refreshing Data and Schemas: Learn how to refresh data and schemas to ensure that search engines and chat applications are up to date.
Security and Data Loss Prevention: Understand best practices for ensuring security in your search engines and conversational agents, including Data Loss Prevention (DLP) strategies.
Monitoring and Logging: Set up monitoring and logging to track performance and usage of the applications in real-time.
Troubleshooting: Learn how to diagnose and resolve issues that may arise during the deployment or use of Vertex AI Search and Conversation.