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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

Preface

Over the past decade, I have had the opportunity to work on transformative technologies that redefine the way businesses operate and innovate. Among these, generative artificial intelligence (GenAI) stands out as a groundbreaking advancement, capable of reshaping industries at an unprecedented pace. The excitement surrounding GenAI is palpable, with organizations across the globe racing to understand its potential and implement it effectively. Yet, for many, the journey from curiosity to implementation is fraught with complexity and uncertainty.

In our professional journey at Microsoft, we have collaborated with diverse teams, ranging from small businesses to Fortune 500 healthcare companies, to explore and deploy AI-driven solutions. This experience has revealed a recurring theme: while the promise of GenAI is immense, there is a significant knowledge gap in bridging conceptual understanding with practical application. Organizations often struggle to navigate this rapidly evolving field, seeking actionable insights to turn vision into reality.

This book is our attempt to address that gap. It serves as a comprehensive guide to Azure OpenAI, a leading platform in the GenAI landscape, blending foundational knowledge with hands-on techniques. Whether you are a developer, data scientist, or decision-maker, the book is designed to help you understand the potential of Azure OpenAI, integrate it into your workflows, and unlock its full capabilities.

Throughout the book, we take you on a journey from the basics of generative AI and large language models (LLMs) to advanced topics such as operationalization, privacy, security, and prompt engineering. Real-world examples and step-by-step guides are woven into the narrative, ensuring that you gain not only theoretical knowledge but also practical skills to implement Azure OpenAI solutions effectively.

One of the unique aspects of this field is its rapid evolution. While writing this book, I witnessed new advancements emerge within weeks, requiring constant updates to reflect the state of the art. Despite these changes, the core principles of GenAI and LLMs remain essential, forming the foundation upon which the next wave of innovation is built.

The examples and use cases in this book primarily utilize Azure OpenAI, given its enterprise-ready capabilities and seamless integration with Azure services. However, the concepts and techniques are transferable to other platforms, ensuring relevance regardless of your chosen provider. Python is used for implementation examples, offering a simple yet powerful way to interact with AI models.

Welcome to this journey of exploring Azure OpenAI Essentials. This book aims to empower you with the knowledge and confidence to harness the power of GenAI in your projects. I hope it serves as both an inspiration and a practical resource as you venture into this transformative domain.

Let’s build the future together!

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