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Generative AI for Cloud Solutions

You're reading from   Generative AI for Cloud Solutions Architect modern AI LLMs in secure, scalable, and ethical cloud environments

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Product type Paperback
Published in Apr 2024
Publisher Packt
ISBN-13 9781835084786
Length 300 pages
Edition 1st Edition
Languages
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Concepts
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Authors (2):
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Paul Singh Paul Singh
Author Profile Icon Paul Singh
Paul Singh
Anurag Karuparti Anurag Karuparti
Author Profile Icon Anurag Karuparti
Anurag Karuparti
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Table of Contents (18) Chapters Close

Preface 1. Part 1:Integrating Cloud Power with Language Breakthroughs FREE CHAPTER
2. Chapter 1: Cloud Computing Meets Generative AI: Bridging Infinite Impossibilities 3. Chapter 2: NLP Evolution and Transformers: Exploring NLPs and LLMs 4. Part 2: Techniques for Tailoring LLMs
5. Chapter 3: Fine-Tuning – Building Domain-Specific LLM Applications 6. Chapter 4: RAGs to Riches: Elevating AI with External Data 7. Chapter 5: Effective Prompt Engineering Techniques: Unlocking Wisdom Through AI 8. Part 3: Developing, Operationalizing, and Scaling Generative AI Applications
9. Chapter 6: Developing and Operationalizing LLM-based Apps: Exploring Dev Frameworks and LLMOps 10. Chapter 7: Deploying ChatGPT in the Cloud: Architecture Design and Scaling Strategies 11. Part 4: Building Safe and Secure AI – Security and Ethical Considerations
12. Chapter 8: Security and Privacy Considerations for Gen AI – Building Safe and Secure LLMs 13. Chapter 9: Responsible Development of AI Solutions: Building with Integrity and Care 14. Part 5: Generative AI – What’s Next?
15. Chapter 10: The Future of Generative AI – Trends and Emerging Use Cases 16. Index 17. Other Books You May Enjoy

Preface

Generative AI – the world has been buzzing about this profound concept recently. Everywhere you turn, whether you are watching the nightly news, listening to some of the brightest business leaders adopting technology, or following the global markets, generative AI is at the forefront of these conversations. This revolutionary technology is being interwoven with all industries, economies, businesses, and organizations at an unprecedented rate.

While the concepts of both artificial intelligence and, more recently, generative AI have been around for quite some time, both entered mainstream knowledge with the introduction of an extremely powerful conversational chatbot, known as ChatGPT.

ChatGPT, introduced in late 2022, interacts with a user or application in a conversational way at a level and precision society has not seen before. We have had chatbots for a very long time, however, ChatGPT broke the mold and essentially catapulted humanity into the “age of AI.”

The technology behind ChatGPT, and thus generative AI, which we will cover in this book, makes it possible to accomplish profound things never seen before – such as answering follow-up questions, admitting its mistakes, challenging incorrect thoughts and suggestions, and even rejecting inappropriate requests, to help protect us. ChatGPT has grabbed the attention of everyone – even those not in the technology industry – due to its powerful knowledge capabilities and speed and precision in responses.

Generative AI is already touching the lives of many of us, with many not even knowing it. And this growth trend will not slow down any time soon. In fact, we expect almost all future careers and jobs to have a basic requirement of core experience/expertise with, plus working knowledge of, some AI, and with a bonus skill of AI/GenAI implementation. This book will serve as your fundamental guide to prepare you for today and for tomorrow.

In this book, we begin in areas where you’ll gain basic knowledge of generative AI and subsequently what it takes to build a successful cloud solution around this AI technology. We’ll use the Microsoft Azure AI Cloud and OpenAI lens for our examples, due to both market leadership and also because we are both currently employed at Microsoft. We do take a holistic, industry-wide approach where the knowledge and concepts can be applied across any cloud solution provider/vendor.

We hope you enjoy reading this book as much as we have had the pleasure of writing it! And please note, although generative AI can create content such as books, this book was created and written by us, the authors, not by the very technology we cover, generative AI (with the exception of the fun, generated comic strips in each chapter!).

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