Creating AI Applications with Azure Database for PostgreSQL
An innovative training on creating AI applications with Azure Database for PostgreSQL. Whether you are an experienced developer or a beginner, this training is designed to provide you with an in-depth understanding of artificial intelligence technologies and their integration with PostgreSQL.
Mastering the Basics of Generative AI
In this first part, we focus on the fundamentals of generative AI. You will discover how Azure AI and Azure OpenAI can transform your data into actionable insights. By learning to use language models, you will be able to create applications that understand and generate natural language.
Optimizing Semantic Search
Semantic search revolutionizes the way we interact with databases. You will learn to store vectors in Azure Database for PostgreSQL and create embeddings with the Azure AI extension. These skills are essential for developing intelligent search engines and recommendation systems.
Data Summarization: Extractive and Abstractive
Analyzing large amounts of data can be overwhelming. With Azure AI Services, you can summarize this data in both extractive and abstractive ways, enabling quick and informed decision-making. You will learn to apply these techniques to extract key information from your textual data.
Opinion Mining and Sentiment Analysis
Understanding user opinions and sentiments is crucial for improving the customer experience. We will show you how to leverage Azure Database for PostgreSQL to perform sentiment analysis and opinion mining, providing valuable insights from your users’ feedback.
Insight Extraction with Azure AI Language
Extracting insights from textual data is a valuable skill. Using Azure AI Language, you will be able to identify key phrases and recognize important entities, including those containing personal information. This allows you to turn raw data into actionable insights.
Multilingual Content Translation
Globalization requires multilingual solutions. Azure AI Translator allows you to translate texts efficiently and accurately. You will learn to integrate these services to make your data accessible to an international audience.
Advanced Inferences with Azure Machine Learning
Inference with Azure Machine Learning opens up endless possibilities for your applications. You will discover how to use machine learning models to predict trends and perform complex analyses, directly integrated with your Azure Database for PostgreSQL.
How to Use PostgreSQL in Azure?
To use PostgreSQL in Azure, start by setting up an instance of Azure Database for PostgreSQL via the Azure portal. Then, use the integrated AI tools to analyze and process your data. This process allows you to benefit from PostgreSQL’s performance while leveraging the advanced capabilities of Azure AI and Azure Machine Learning.
This training will enable you to create powerful AI applications with Azure Database for PostgreSQL. By mastering these tools, you will be able to transform your data into strategic assets, ready to meet current and future market needs. Take advantage of this opportunity to enhance your skills and innovate in your field.