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  • Book Overview & Buying Azure OpenAI Essentials
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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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Lock Free Chapter
1
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

Index

As this ebook edition doesn't have fixed pagination, the page numbers below are hyperlinked for reference only, based on the printed edition of this book.

A

Advanced Encryption Standard 256 (AES-256) 252

American Institute of Certified Public Accountants (AICPA) 218

Anthropic’s Claude models 8

AOAI Assistants API 73

assistant process flow 74

code interpreter 73, 76-78

file search 73, 78-80

function calling 73, 74

AOAI compliance program 217, 218

AOAI data privacy 219

abuse and harmful content generation, preventing 222

abuse monitoring deactivation, verifying 223, 224

data categories 220

scenarios 220-222

AOAI embedding models 48

text-embedding-3-large 50, 51

text-embedding-3-small 49

text-embedding-ada-002 (version 2) 49

AOAI fine-tuning 88

data evaluation 101

indicators 92

key evaluation features 100

leveraging, scenario 89-92

model evaluation 101

model performance...

CONTINUE READING
83
Tech Concepts
36
Programming languages
73
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Azure OpenAI Essentials
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