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- Azure OpenAI Essentials. A practical guide to unlocking generative AI-powered innovation with Azure OpenAI
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
Azure OpenAI Essentials. A practical guide to unlocking generative AI-powered innovation with Azure OpenAI
Amit Mukherjee, Adithya Saladi, Marco Casalaina
Ebook
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.
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.
- 1. Introduction to Large Language Models
- 2. Azure OpenAI Fundamentals
- 3. Azure OpenAI Advanced Topics
- 4. Developing an Enterprise Document Question-Answer Solution
- 5. Building Contact Center Analytics
- 6. Querying from a Structured Database
- 7. Code Generation and Documentation
- 8. Creating a Basic Recommender Solution with Azure OpenAI
- 9. Transforming Text to Video
- 10. Creating a Multimodal Multi-Agent Framework with the Azure OpenAI Assistant API
- 11. Privacy and Security
- 12. Operationalizing Azure OpenAI
- 13. Advanced Prompt Engineering
- Title: Azure OpenAI Essentials. A practical guide to unlocking generative AI-powered innovation with Azure OpenAI
- Author: Amit Mukherjee, Adithya Saladi, Marco Casalaina
- Original title: Azure OpenAI Essentials. A practical guide to unlocking generative AI-powered innovation with Azure OpenAI
- ISBN: 9781805122654, 9781805122654
- Date of issue: 2025-02-27
- Format: Ebook
- Item ID: e_3pvc
- Publisher: Packt Publishing