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.
Course Outline
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