Building Generative AI Applications for Data Insights on Azure

Overview

You'll learn Azure OpenAI services, focusing on building applications that extract valuable insights from data using generative AI models. You'll set up and configure Azure AI tools, apply prompt engineering techniques, and integrate external data sources with retrieval-augmented generation (RAG) solutions. You'll gain practical experience in building AI-driven applications for data analysis.

Syllabus

Introduction to Azure OpenAI Service, AI Models, and Capabilities

Learn the Azure OpenAI Service, including setup, model selection, prompt engineering, code and image generation, and responsible AI practices to build secure, effective AI applications on Azure.

Extracting Insights From Data with Generative AI

Learn how to use Generative AI to extract data insights, focusing on Retrieval Augmented Generation (RAG), vector search, text embeddings, and prompt engineering for effective data querying

Project: Chat With Your Data

Set up Azure resources, deploy models, create prompts, and use Retrieval-Augmented Generation (RAG) to analyze and extract insights from financial data.