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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
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Part 3: Mastering Governance, Operations, and AI Optimization with Azure OpenAI

In this final part, we shift focus from creating solutions to mastering the critical elements of governance, deployment, and advanced optimization strategies for Azure OpenAI. This part equips you with the knowledge to safeguard their implementations, operationalize their AI solutions effectively, and maximize the potential of generative AI through advanced prompt engineering techniques.

You’ll explore essential privacy and security practices to ensure compliance and data protection, dive into operational best practices for managing resources efficiently, and gain insights into crafting precise and impactful prompts. Whether you’re deploying AI at scale or refining its behavior for specific use cases, this section provides the tools to transform your Azure OpenAI solutions into robust, reliable, and innovative systems.

This part has the following chapters:

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