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.
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Table of ContentsCloud Computing Meets Generative AI: Bridging Infinite ImpossibilitiesNLP Evolution and Transformers: Exploring NLPs and LLMsFine Tuning: Building Domain Specific LLM ApplicationsRAGs to Riches: Elevating AI with External DataEffective Prompt Engineering Strategies: Unlocking Wisdom Through AIDeveloping and Operationalizing LLM-Based Cloud Applications: Exploring Dev Frameworks and LLMOpsDeploying ChatGPT in the Cloud: Architecture Design and Scaling StrategiesSecurity and Privacy Considerations for Gen AI: Building Safe and Secure LLMsResponsible Development of AI Solutions: Building with Integrity and CareFuture of Generative AI: Trends and Emerging Use Cases
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Produktdetaljer
ISBN
9781835084786
Publisert
2024-04-22
Utgiver
Vendor
Packt Publishing Limited
Høyde
235 mm
Bredde
191 mm
Aldersnivå
01, P, 06
Språk
Product language
Engelsk
Format
Product format
Heftet
Antall sider
300
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