Build AI Apps with Azure Database for PostgreSQL – Intensive Training («AI319»)

• Examining the concepts of generative AI and large language models and exploring how they can be used to build rich AI applications
• Installing and exploring the azure_ai extension in an Azure Database for PostgreSQL - Flexible Server database
• Examining the concepts of semantic search & embedding vectors
• Installing and exploring the vector and azure_ai extensions in an Azure Database for PostgreSQL - Flexible Server database
• Examining the concepts of key phrase extraction, entity recognition, and PII (personally identifiable information recognition) recognition
• Understanding the capabilities provided by the azure_ai extension for PostgreSQL to access Azure AI Language
• Translating documents using the Azure AI Translator
• Training and deploying an Azure Machine Learning model using automated machine learning

1 Get started with generative AI in Azure Database for PostgreSQL
This module explores how to effectively use Azure Database for PostgreSQL - Flexible Server and the Azure AI extension to develop powerful Generative AI applications.

2 Enable semantic search in Azure Database for PostgreSQL
This module explores semantic search, embedding vectors, vector similarity, and using Azure Database for PostgreSQL - Flexible Server with PostgreSQL Vector and Azure AI extensions to generate, store, and query rows with semantic search.

3 Summarize data with Azure AI Services and Azure database for PostgreSQL
This module will examine how Azure AI Services and the Azure AI extension for Azure Database for PostgreSQL - Flexible Server enable Generative AI summarization techniques for condensing complex content into concise summaries.

4 Perform sentiment analysis and opinion mining with Azure Database for PostgreSQL
This module will explore how Azure AI Services and the Azure AI extension for Azure Database for PostgreSQL - Flexible Server enable sentiment analysis and opinion mining to extract valuable insights from textual data.

5 Extract insights using Azure AI Language and Azure Database for PostgreSQL
This module covers Azure AI Language tools including key phrase extraction, entity recognition, personally identifiable information recognition and redaction, and using Azure Database for PostgreSQL - Flexible Server with Azure AI to access these services.

6 Translate Text with Azure AI Translator and Azure Database for PostgreSQL
This module guides you through translating textual data in Azure Database for PostgreSQL - Flexible Server using the Azure AI Translator service. You'll load data into PostgreSQL and translate it into multiple languages.

7 Use Azure Machine Learning for inferencing from Azure Database for PostgreSQL
This module guides you through training and deploying an Azure Machine Learning model using automated machine learning. Then, you'll call the model directly from Azure Database for PostgreSQL - Flexible Server. 

Experience working with PostgreSQL databases, writing SQL queries, and a general understanding of AI and ML concepts.