Irena Cronin | Understanding Generative AI Business Applications. A Guide to Technical Principles and Real-World Applications. First Edition (2024) [PDF, EPUB]
Автор: Irena Cronin
Издательство: Apress
ISBN: 979-8-8688-0282-9, 979-8868802812
Жанр: Probability & Statistics, Python Computer Programming , Probability & Statistics
Язык: Английский
Формат: PDF, EPUB
Качество: Изначально электронное (ebook)
Иллюстрации: Отсутствуют
Описание:This guide covers the fundamental technical principles and various business applications of Generative AI for planning, developing, and evaluating AI-driven products. It equips you with the knowledge you need to harness the potential of Generative AI for enhancing business creativity and productivity.
The book is organized into three sections: text-based, senses-based, and rationale-based. Each section provides an in-depth exploration of the specific methods and applications of Generative AI. In the text-based section, you will find detailed discussions on designing algorithms to automate and enhance written communication, including insights into the technical aspects of transformer-based Natural Language Processing (NLP) and chatbot architecture, such as GPT-4, Claude 2, Google Bard, and others. The senses-based section offers a glimpse into the algorithms and data structures that underpin visual, auditory, and multisensory experiences, including NeRF, 3D Gaussian Splatting,Stable Diffusion, AR and VR technologies, and more. The rationale-based section illuminates the decision-making capabilities of AI, with a focus on machine learning and data analytics techniques that empower applications such as simulation models, agents, and autonomous systems.
In summary, this book serves as a guide for those seeking to navigate the dynamic landscape of Generative AI. Whether you’re a seasoned AI professional or a business leader looking to harness the power of creative automation, these pages offer a roadmap to leverage Generative AI for your organization’s success.
What You Will Learn
What are the technical elements that constitute the makeup of Generative AI products?
What are the practical applications of Generative AI?
How can algorithms be designed to automate and improve written communication?
What are the latest Generative AI architectures and algorithms?
Who This Book Is For
Data scientists, data analysts, decision makers, and business executives interested in gaining an understanding of Generative AI products
About the Author xix
About the Technical Reviewer xxi
Acknowledgments xxiii
Introduction xxv
Chapter 1: Introduction to the World of Generative AI 1
Chapter 2: Core Technical Concepts 29
Chapter 3: The Business Case for Generative AI 49
Chapter 4: The World of Text-Based Generative AI 65
Chapter 5: Unpacking Transformer-Based NLP 75
Chapter 6: Exploring Chatbot Technologies 87
Chapter 7: Advanced Applications of Text-Based Generative AI 97
Chapter 8: Sense-Based Generative AI Demystified 113
Chapter 9: In-Depth Look at Supportive Visual Algorithms and Computer Vision .135
Chapter 10: The Auditory and Multisensory Experience 147
Chapter 11: Autonomous AI Agents: Decision-Making, Data, and Algorithms 165
Chapter 12: Text-Based Generative Intelligent Agents: Beyond Traditional Chatbots and Virtual Assistants 181
Chapter 13: Applications and Real-World Case Studies 195
Chapter 14: Summarizing Key Insights 211
Chapter 15: The Evolving World of Generative AI 223
Index 243
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Время раздачи: с 10 до 20 (минимум до появления первых 3-5 скачавших) 
