Get started with generative AI in Azure Database for PostgreSQL
- Examine the concepts of generative AI and large language models and explore how they can be used to build rich AI applications.
- Evaluate the capabilities of azure_ai extension for PostgreSQL.
- Install and explore the azure_ai extension in an Azure Database for PostgreSQL - Flexible Server database.
Enable semantic search in Azure Database for PostgreSQL
- Examine the concepts of semantic search & embedding vectors.
- Understand the difference between lexical search & semantic search.
- Evaluate the capabilities provided by the azure_ai extension for PostgreSQL.
- Install and explore the vector and azure_ai extensions in an Azure Database for PostgreSQL - Flexible Server database.
Summarize data with Azure AI Services and Azure database for PostgreSQL
- Evaluate the summarization techniques available through Azure AI Services and the azure_ai extension.
- Examine the differences between extractive, abstractive, and query-focused summarization.
- Apply Generative AI summarization techniques to data in a PostgreSQL database to gain practical experience using Azure AI Services and the azure_ai extension for summarization.
Perform sentiment analysis and opinion mining with Azure Database for PostgreSQL
- Explore the fundamentals of sentiment analysis and how it can be leveraged to gain insights into user sentiments and emotions.
- Describe opinion mining techniques to identify sentiments related to specific attributes.
- Apply sentiment analysis to user reviews in a PostgreSQL database using the azure_ai extension.
Extract insights using Azure AI Language and Azure Database for PostgreSQL
- Examine the concepts of key phrase extraction, entity recognition, and PII (personally identifiable information recognition) recognition.
- Understand the capabilities provided by the azure_ai extension for PostgreSQL to access Azure AI Language.
- Install the azure_ai extension in an Azure Database for PostgreSQL - Flexible Server database, and use it to extract key phrases, recognize entities in text, and redact PII.
Translate Text with Azure AI Translator and Azure Database for PostgreSQL
- Learn how to translate documents using the Azure AI Translator.
- Learn how the Azure AI extension enables seamless interaction between Azure Database for PostgreSQL - Flexible Server and Azure AI Translator.
- Understand one way to translate documents automatically as part of record insertion.
Use Azure Machine Learning for inferencing from Azure Database for PostgreSQL
- Learn how to train and deploy an Azure Machine Learning model using automated machine learning.
- Learn how to invoke deployed Azure Machine Learning models from Azure Database for PostgreSQL - Flexible Server.
- Learn how to generate predictions for each row in an Azure Database for PostgreSQL - Flexible Server table.
