This course runs for a duration of 1 Day.
The class will run daily from 9 AM PT to 5 PM PT.
Class Location: Virtual LIVE Instructor Led - Virtual Live Classroom.
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.
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
Before starting this module, you should have experience working with PostgreSQL databases, writing SQL queries, and a general understanding of AI and ML concepts.
