Build AI Apps with Azure Database for PostgreSQL (AI-3019 )

Course Overview

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
• Examine the Azure Machine Learning schema

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

3 - Summarize data with Azure AI Services and Azure database for PostgreSQL

• Explain extractive summarization
• Explore abstractive summarization

4 - Perform sentiment analysis and opinion mining with Azure Database for PostgreSQL

• Explore sentiment analysis
• Describe opinion mining

5 - Extract insights using Azure AI Language and Azure Database for PostgreSQL

• Extract key phrases
• Recognize entities
• Recognize personally identifiable information (PII) entities

6 - Translate Text with Azure AI Translator and Azure Database for PostgreSQL

• Explore the Azure AI Translator Service
• Translate data in Azure Database for PostgreSQL

7 - Use Azure Machine Learning for inferencing from Azure Database for PostgreSQL

• Explore Azure Machine Learning
• Invoke Azure Machine Learning models

Prerequisites

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.