國立虎尾科技大學 |

Generative AI for everyone

紀錄類型:	書目-語言資料,印刷品 : Monograph/item
正題名/作者:	Generative AI for everyone / Karthikeyan Sabesan, Sivagamisundari, Nilip Dutta.
作者:	Sabesan, Karthikeyan.
其他作者:	Sivagamisundari,
面頁冊數:	1 online resource (414 pages)
標題:	COMPUTERS / Artificial Intelligence / Computer Vision & Pattern Recognition. -
電子資源:	https://portal.igpublish.com/iglibrary/search/BPB0000729.html
ISBN:	9789365892758

Generative AI for everyone
Sabesan, Karthikeyan.

Generative AI for everyone [electronic resource] /Karthikeyan Sabesan, Sivagamisundari, Nilip Dutta. - 1 online resource (414 pages)

Includes bibliographical references and index.

Generative AI for everyone -- About the Authors -- About the Reviewers -- Acknowledgements -- Preface -- Table of Contents -- Chapter 1 AI Fundamentals -- Chapter 2 GenAI Foundation -- Chapter 3 GenAI for Images -- Chapter 4 Transforming Images with GenAI -- Chapter 5 GenAI for Text -- Chapter 6 ChatGPT -- Chapter 7 Large Language Model Frameworks -- Chapter 8 Large Language Model Operations -- Chapter 9 Generative AI for the Enterprise -- Chapter 10 Advances and Sustainability in Generative AI -- Index.

Access restricted to authorized users and institutions.

Generative AI is revolutionizing the way we interact with technology. Imagine creating hyper-realistic images, composing original music pieces, or generating creative text formats, all with the help of AI. This book provides a comprehensive exploration of generative AI and its transformative impact across various industries. This book begins with the basics of AI, explaining ML and design patterns to build a solid foundation. It delves deeply into generative AI and then progresses through machine learning, deep learning, and essential architectures such as CNNs, GANs, Diffusion, RNNs, LSTMs, and Transformers. It covers practical applications, from regression and classification to advanced use cases such as image generation, editing, document search, content summarization, and question answering. Readers will also learn to build prototypes like a Document Q&A bot, research assistant, and prompt playground, while mastering techniques such as continued pre-training, fine-tuning, model merging, retrieval-augmented generation, and agentic AI. By the end of this book, you will transform from a curious beginner to a confident, generative AI user. You will possess the knowledge and skills to explore its capabilities for creative expression, problem-solving, and even business innovation. You will be able to confidently navigate the world of generative AI, turning your ideas into reality.

Mode of access: World Wide Web.

ISBN: 9789365892758Subjects--Topical Terms:

1483850
COMPUTERS / Artificial Intelligence / Computer Vision & Pattern Recognition.
Index Terms--Genre/Form:

554714
Electronic books.

LC Class. No.: Q335

Dewey Class. No.: 006.3

Generative AI for everyone
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520 3 $a Generative AI is revolutionizing the way we interact with technology. Imagine creating hyper-realistic images, composing original music pieces, or generating creative text formats, all with the help of AI. This book provides a comprehensive exploration of generative AI and its transformative impact across various industries. This book begins with the basics of AI, explaining ML and design patterns to build a solid foundation. It delves deeply into generative AI and then progresses through machine learning, deep learning, and essential architectures such as CNNs, GANs, Diffusion, RNNs, LSTMs, and Transformers. It covers practical applications, from regression and classification to advanced use cases such as image generation, editing, document search, content summarization, and question answering. Readers will also learn to build prototypes like a Document Q&A bot, research assistant, and prompt playground, while mastering techniques such as continued pre-training, fine-tuning, model merging, retrieval-augmented generation, and agentic AI. By the end of this book, you will transform from a curious beginner to a confident, generative AI user. You will possess the knowledge and skills to explore its capabilities for creative expression, problem-solving, and even business innovation. You will be able to confidently navigate the world of generative AI, turning your ideas into reality.
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