AI-3019: Build AI Apps with Azure Database for PostgreSQL

Overview Dive into the exciting world of generative AI with our one-day course on building AI apps using Azure Database for PostgreSQL. You'll get hands-on experience with the Azure AI extension, learning how to create applications that leverage semantic search, summarization, and sentiment analysis. _ This course is perfect for those looking to stay ahead in the rapidly evolving field of AI. You'll learn practical skills for extracting insights and translating text using Azure AI services, all while working within the familiar environment of PostgreSQL. By the end of the day, you'll be equipped to integrate AI features into your database applications with confidence. Who Should Attend This course is tailored for database developers, administrators, and IT professionals who want to expand their skillset into AI integration. If you're curious about how AI can enhance your database applications and streamline your workflows, this course is for you. Prerequisites Experience working with PostgreSQL databases and writing SQL queries. A general understanding of AI and machine learning concepts. Course Outline Get started with generative AI in Azure Database for PostgreSQL Concepts of generative AI and large language models Capabilities of azure_ai extension for PostgreSQL Install and explore azure_ai extension in Azure Database for PostgreSQL Flexible Server Enable semantic search in Azure Database for PostgreSQL Concepts of semantic search and embedding vectors Difference between lexical and semantic search Capabilities of azure_ai extension for PostgreSQL Install and explore vector and azure_ai extensions Summarize data with Azure AI Services and Azure database for PostgreSQL Summarization techniques using Azure AI Services and azure_ai extension Extractive, abstractive, and query-focused summarization Apply Generative AI summarization techniques to PostgreSQL data Perform sentiment analysis and opinion mining Fundamentals of sentiment analysis for user insights Opinion mining techniques for specific attributes Apply sentiment analysis to user reviews using azure_ai extension Extract insights using Azure AI Language Key phrase extraction, entity recognition, and PII recognition Azure_ai extension capabilities for Azure AI Language access Extract key phrases, recognize entities, and redact PII Translate Text with Azure AI Translator Translate documents using Azure AI Translator Azure AI extension for PostgreSQL and Azure AI Translator interaction Automatic document translation during record insertion Use Azure Machine Learning for inferencing Train and deploy Azure Machine Learning models Invoke deployed models from PostgreSQL Flexible Server Generate predictions for PostgreSQL Flexible Server table rows