AI-3019 Build AI Apps with Azure Database for PostgreSQL

Price
$695.00 USD

Duration
1 Day

 

Delivery Methods
Virtual Instructor Led
Private Group

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Course Overview

This learning path explores how the Azure AI and Azure Machine Learning Services integrations provided by the Azure AI extension for Azure Database for PostgreSQL - Flexible Server can enable you to build AI-powered apps.
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Course Prerequisites

Before starting this module, you should have experience working with PostgreSQL databases, writing SQL queries, and a general understanding of AI and ML concepts.

Agenda

1 - Get started with generative AI in Azure Database for PostgreSQL

  • Understand generative AI language models
  • Describe the Azure AI extension
  • Explore the Azure OpenAI schema
  • Review the Azure Cognitive schema
  • Explore semantic operators
  • Examine the Azure Machine Learning schema
  • Module assessment

2 - Enable semantic search in Azure Database for PostgreSQL

  • Understand semantic search
  • Store vectors in Azure Database for PostgreSQL
  • Create embeddings with the Azure AI extension
  • Explore semantic search use cases
  • Module assessment

3 - Integrate AI Services to enrich your applications with intelligent features in Azure Database for PostgreSQL

  • Summarize data with Azure AI Services and Azure Database for PostgreSQL
  • Perform sentiment analysis and opinion mining in Azure Database for PostgreSQL
  • Extract insights using Azure Language and Azure Database for PostgreSQL
  • Translate text with Azure Translator and Azure Database for PostgreSQL
  • Use Azure Machine Learning for inference from Azure Database for PostgreSQL
  • Module assessment

4 - Build RAG applications with Azure Database for PostgreSQL

  • Understand RAG pattern with Azure Database for PostgreSQL
  • Explore information retrieval challenges - scale and accuracy
  • Enhance scale with vector indexes
  • Build RAG Applications with Azure Database for PostgreSQL and Python
  • Improve accuracy with advanced RAG architectures
  • Explore GraphRAG with Azure Database for PostgreSQL
  • Module assessment

5 - Implement generative AI agents with Azure Database for PostgreSQL

  • Understand AI agents with Azure Database for PostgreSQL
  • Apply information retrieval for agents
  • Evaluate agentic frameworks for integration with PostgreSQL
  • Implement AI agents with Foundry Agent Service
  • Integrate AI agents with MCP and PostgreSQL
  • Module assessment

6 - Develop PostgreSQL solutions in Visual Studio Code with the PostgreSQL extension and GitHub Copilot

  • Understand how the PostgreSQL extension supports SQL development
  • Understand how GitHub Copilot integrates with the PostgreSQL extension
  • Use GitHub Copilot to generate, refine, and troubleshoot SQL queries
 

Upcoming Class Dates and Times

Jun 26
8:00 AM - 4:00 PM
ENROLL $695.00 USD
Aug 21
8:00 AM - 4:00 PM
ENROLL $695.00 USD
Dec 24
8:00 AM - 4:00 PM
ENROLL $695.00 USD
CourseID: 3605366E
 



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