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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

Azure OpenAI Fundamentals

In the previous chapter, we talked about large language models (LLMs), LLM concepts, and different enterprise-ready LLM examples. We also talked about foundation model concepts and discussed different use cases for LLMs. In this chapter, we’re going to dive into Azure OpenAI (AOAI) Service, different model types, how to deploy models, and various pricing aspects.

We will navigate the following sections in this chapter:

  • What is AOAI Service?
  • AOAI model types
  • Accessing AOAI Service
  • Creating AOAI resources
  • Deploying AOAI models
  • Utilizing AOAI models
  • Pricing

But before we get into all that, let’s understand the Microsoft and OpenAI partnership a bit better.

Microsoft has made a multi-billion-dollar investment into OpenAI to make sure they can develop advanced AI technology and share its benefits with everyone. This partnership builds upon Microsoft’s previous investments in 2019 and 2021. This allows...

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