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Azure OpenAI Essentials

Azure OpenAI Essentials

By : Amit Mukherjee, Adithya Saladi
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Azure OpenAI Essentials

Azure OpenAI Essentials

By: Amit Mukherjee, Adithya Saladi

Overview of this book

Find out what makes Azure OpenAI a robust platform for building AI-driven solutions that can transform how businesses operate. Written by seasoned experts from Microsoft, this book will guide you in understanding Azure OpenAI from fundamentals through to advanced concepts and best practices. The book begins with an introduction to large language models (LLMs) and the Azure OpenAI Service, detailing how to access, use, and optimize its models. You'll learn how to design and implement AI-driven solutions, such as question-answering systems, contact center analytics, and GPT-powered search applications. Additionally, the chapters walk you through advanced concepts, including embeddings, fine-tuning models, prompt engineering, and building custom AI applications using LangChain and Semantic Kernel. You'll explore real-world use cases such as QnA systems, document summarizers, and SQLGPT for database querying, as well as gain insights into securing and operationalizing these solutions in enterprises. By the end of this book, you'll be ready to design, develop, and deploy scalable AI solutions, ensuring business success through intelligent automation and data-driven insights.
Table of Contents (19 chapters)
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Part 1: Foundations of Generative AI and Azure OpenAI
5
Part 2: Practical Applications of Azure OpenAI: Real-World Use Cases
13
Part 3: Mastering Governance, Operations, and AI Optimization with Azure OpenAI

Querying From a Structured Database

In the last chapter, we learned about using ChatGPT to analyze customer conversations and get useful information. Now, let’s imagine we’ve stored all this valuable info in a SQL database. As you can imagine, this database is like a treasure chest filled with different and important details.

Meet Sarah, our awesome customer care manager. Her job is to uncover the stories hidden in this sea of data. In the past, finding these stories meant being a master of SQL queries, a kind of language not everyone understands. Crafting these queries was like solving a puzzle and took a lot of time even for experienced users.

But now, a new chapter begins—the birth of SQL GPT. No longer stuck with tricky SQL rules, Sarah now has a tool that understands simple language. Instead of writing complex queries, she talks to the database like she’s chatting with a friend.

Using SQL GPT, Sarah explores the database’s analytics...

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