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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

Introduction to Large Language Models

In the world of technology, Chat Generative Pre-trained Transformer (ChatGPT) is a large language model (LLM)-based chatbot that was launched by OpenAI on November 30, 2022. Just in ChatGPT’s first week, over a million people started using the technology. This is an important moment because it shows how regular people are now using generative artificial intelligence (AI) in their daily lives. By January 2023, ChatGPT had over 100 million users, making it the fastest-growing application in history and making OpenAI, the company behind it, worth $29 billion.

In this introductory chapter, we’ll establish the basic concepts behind LLMs, look at some examples, understand the concept of foundation models, and provide various business use cases where LLMs can be applied to solve complex problems.

This chapter covers the following topics:

  • What are LLMs?
  • LLM examples
  • The concept of foundation models
  • LLM use cases
  • ...
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