How AI Works: From Sorcery to Science

Оглавление⌄
Title Page....4 Copyright Page....5 Dedication Page....6 About the Author....7 About the Technical Reviewer....8 CONTENTS....9 Acknowledgments....10 Preface....11 Chapter 1: And Away We Go: An AI Overview....16 Chapter 2: Why Now? A History of AI....46 Pre-1900....48 1900 to 1950....50 1950 to 1970....51 1980 to 1990....55 1990 to 2000....57 2000 to 2012....59 2012 to 2021....60 2021 to Now....64 Speed....66 Algorithm....68 Data....71 Chapter 3: Classical Models: Old-School Machine Learning....73 Chapter 4: Neural Networks: Brain-Like AI....101 Chapter 5: Convolutional Neural Networks: AI Learns to See....130 Chapter 6: Generative AI: AI Gets Creative....153 Chapter 7: Large Language Models: True AI at Last?....181 GPT-4....189 GPT-3.5....190 Bard....190 GPT-4....190 GPT-3.5....191 Bard....191 7 billion....207 13 billion....208 30 billion....208 Chapter 8: Musings: The Implications of AI....211 Glossary....230 Resources....251 Index....254
Описание
Ниже — практический обзор по теме «artificial».
Artificial intelligence is everywhere—from self-driving cars, to image generation from text, to the unexpected power of language systems like ChatGPT—yet few people seem to know how it all really works. How AI Works unravels the mysteries of artificial intelligence, without the complex math and unnecessary jargon.
You’ll learn:The relationship between artificial intelligence, machine learning, and deep learningThe history behind AI and why the artificial intelligence revolution is happening nowHow decades of work in symbolic AI failed and opened the door for the emergence of neural networksWhat neural networks are, how they are trained, and why all the wonder of modern AI boils down to a simple, repeated unit that knows how to multiply input numbers to produce an output number.The implications of large language models, like ChatGPT and Bard, on our society—nothing will be the same againAI isn’t magic. If you’ve ever wondered how it works, what it can do, or why there’s so much hype, How AI Works will teach you everything you want to know.
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автор — Kneusel Ronald T., издательство No Starch Press, Inc., год выпуска 2024, 275 страниц.
О чём книга «How AI Works: From Sorcery to Science»?
Artificial intelligence is everywhere—from self-driving cars, to image generation from text, to the unexpected power of language systems like ChatGPT—yet few people seem to know how it all really works.