Generative AI for Cloud Solutions: Architect modern AI LLMs in secure, scalable, and ethical cloud environments

Paperback Published on: 22/04/2024
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Synopsis

Explore Generative AI, the engine behind ChatGPT, and delve into topics like LLM-infused frameworks, autonomous agents, and responsible innovation, to gain valuable insights into the future of AI

Key Features

Gain foundational GenAI knowledge and understand how to scale GenAI/ChatGPT in the cloud

Understand advanced techniques for customizing LLMs for organizations via fine-tuning, prompt engineering, and responsible AI

Peek into the future to explore emerging trends like multimodal AI and autonomous agents

Purchase of the print or Kindle book includes a free PDF eBook

Book DescriptionGenerative artificial intelligence technologies and services, including ChatGPT, are transforming our work, life, and communication landscapes. To thrive in this new era, harnessing the full potential of these technologies is crucial. Generative AI for Cloud Solutions is a comprehensive guide to understanding and using Generative AI within cloud platforms.

This book covers the basics of cloud computing and Generative AI/ChatGPT, addressing scaling strategies and security concerns. With its help, you’ll be able to apply responsible AI practices and other methods such as fine-tuning, RAG, autonomous agents, LLMOps, and Assistants APIs. As you progress, you’ll learn how to design and implement secure and scalable ChatGPT solutions on the cloud, while also gaining insights into the foundations of building conversational AI, such as chatbots. This process will help you customize your AI applications to suit your specific requirements.

By the end of this book, you’ll have gained a solid understanding of the capabilities of Generative AI and cloud computing, empowering you to develop efficient and ethical AI solutions for a variety of applications and services.What you will learn

Get started with the essentials of generative AI, LLMs, and ChatGPT, and understand how they function together

Understand how we started applying NLP to concepts like transformers

Grasp the process of fine-tuning and developing apps based on RAG

Explore effective prompt engineering strategies

Acquire insights into the app development frameworks and lifecycles of LLMs, including important aspects of LLMOps, autonomous agents, and Assistants APIs

Discover how to scale and secure GenAI systems, while understanding the principles of responsible AI

Who this book is forThis artificial intelligence book is for aspiring cloud architects, data analysts, cloud developers, data scientists, AI researchers, technical business leaders, and technology evangelists looking to understanding the interplay between GenAI and cloud computing. Some chapters provide a broad overview of GenAI, which are suitable for readers with basic to no prior AI experience, aspiring to harness AI's potential. Other chapters delve into technical concepts that require intermediate data and AI skills. A basic understanding of a cloud ecosystem is required to get the most out of this book.

Publisher information

  • Publisher: Packt Publishing Limited
  • ISBN: 9781835084786
  • Number of pages: 300
  • Dimensions: 235 x 191 mm
  • Languages: English

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