The Alignment Problem Machine Learning And Human Values
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The Alignment Problem
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Author : Brian Christian
language : en
Publisher: National Geographic Books
Release Date : 2020-10-06
The Alignment Problem written by Brian Christian and has been published by National Geographic Books this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-10-06 with Science categories.
Finalist for the Los Angeles Times Book Prize A jaw-dropping exploration of everything that goes wrong when we build AI systems and the movement to fix them. Today’s “machine-learning” systems, trained by data, are so effective that we’ve invited them to see and hear for us—and to make decisions on our behalf. But alarm bells are ringing. Recent years have seen an eruption of concern as the field of machine learning advances. When the systems we attempt to teach will not, in the end, do what we want or what we expect, ethical and potentially existential risks emerge. Researchers call this the alignment problem. Systems cull résumés until, years later, we discover that they have inherent gender biases. Algorithms decide bail and parole—and appear to assess Black and White defendants differently. We can no longer assume that our mortgage application, or even our medical tests, will be seen by human eyes. And as autonomous vehicles share our streets, we are increasingly putting our lives in their hands. The mathematical and computational models driving these changes range in complexity from something that can fit on a spreadsheet to a complex system that might credibly be called “artificial intelligence.” They are steadily replacing both human judgment and explicitly programmed software. In best-selling author Brian Christian’s riveting account, we meet the alignment problem’s “first-responders,” and learn their ambitious plan to solve it before our hands are completely off the wheel. In a masterful blend of history and on-the ground reporting, Christian traces the explosive growth in the field of machine learning and surveys its current, sprawling frontier. Readers encounter a discipline finding its legs amid exhilarating and sometimes terrifying progress. Whether they—and we—succeed or fail in solving the alignment problem will be a defining human story. The Alignment Problem offers an unflinching reckoning with humanity’s biases and blind spots, our own unstated assumptions and often contradictory goals. A dazzlingly interdisciplinary work, it takes a hard look not only at our technology but at our culture—and finds a story by turns harrowing and hopeful.
The Alignment Problem
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Author : Brian Christian
language : en
Publisher: Atlantic Books
Release Date : 2021-01-21
The Alignment Problem written by Brian Christian and has been published by Atlantic Books this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-01-21 with Computers categories.
'Vital reading. This is the book on artificial intelligence we need right now.' Mike Krieger, cofounder of Instagram Artificial intelligence is rapidly dominating every aspect of our modern lives influencing the news we consume, whether we get a mortgage, and even which friends wish us happy birthday. But as algorithms make ever more decisions on our behalf, how do we ensure they do what we want? And fairly? This conundrum - dubbed 'The Alignment Problem' by experts - is the subject of this timely and important book. From the AI program which cheats at computer games to the sexist algorithm behind Google Translate, bestselling author Brian Christian explains how, as AI develops, we rapidly approach a collision between artificial intelligence and ethics. If we stand by, we face a future with unregulated algorithms that propagate our biases - and worse - violate our most sacred values. Urgent and fascinating, this is an accessible primer to the most important issue facing AI researchers today.
The Ai Con
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Author : Emily M. Bender
language : en
Publisher: Random House
Release Date : 2025-05-22
The Ai Con written by Emily M. Bender and has been published by Random House this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-05-22 with Technology & Engineering categories.
'The blizzard of excitement, misinformation and pure hype around AI has driven many of us to want an honest guide. If, like me, you’re one of those many, you need to read this book' BRIAN ENO Is AI going to take over the world? Have scientists created an artificial lifeform that can think on its own? Is it going to replace all our jobs? Are we about to enter an age where computers are better than humans at everything? The answers to these questions, as the expert authors of The AI Con make clear, are 'no', 'they wish', 'LOL', and 'definitely not'. In fact, these fears are all symptoms of the hype being used by tech corporations to justify data theft, motivate surveillance capitalism, and devalue human creativity. Packed with real-world examples, pithy arguments and expert insights, The AI Con arms you to spot AI hype in all its guises, expose the exploitation and power-grabs it aims to hide, and push back against it at work and in your daily life. ‘A book to inoculate your mind against Big Tech’s AI utopian hype’ Yanis Varoufakis ‘Hanna and Bender provide the clearest picture yet of what AI is, what it is not, and why none of us need to accept it’ Timnit Gebru ‘A powerful antidote. The authors show that these technologies will serve to deepen existing inequalities, and further 'enshittify' life and work for the vast majority of people’ Grace Blakeley ‘Truly eye-opening. An indispensable “field manual” for those who want to fight for a more humane economy and a better society’ Ha-Joon Chang ‘Fascinating and thought-provoking’ Johann Hari ‘A must-read’ Aleks Krotoski
Pattern Recognition Icpr 2024 International Workshops And Challenges
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Author : Shivakumara Palaiahnakote
language : en
Publisher: Springer Nature
Release Date : 2025-04-24
Pattern Recognition Icpr 2024 International Workshops And Challenges written by Shivakumara Palaiahnakote and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-24 with Computers categories.
This 6-volume set LNCS 15614-15619 constitutes the proceedings of the ICPR 2024 International Workshops and Challenges held under the umbrella of the 27th International Conference on Pattern Recognition, ICPR 2024, which took place in Kolkata, India, during December 1–5, 2024. The 183 full papers presented in these 6 volumes were carefully reviewed and selected from numerous submissions. The 21 ICPR 2024 workshops addressed problems in pattern recognition, artificial intelligence, computer vision, and image and sound analysis, and the contributions reflect the most recent applications related to healthcare, biometrics, ethics, multimodality, cultural heritage, imagery, affective computing, and de-escalation.
Artificial Intelligence And The Value Alignment Problem
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Author : Travis LaCroix
language : en
Publisher: Broadview Press
Release Date : 2025-04-07
Artificial Intelligence And The Value Alignment Problem written by Travis LaCroix and has been published by Broadview Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-07 with Philosophy categories.
Written for an interdisciplinary audience, this book provides strikingly clear explanations of the many difficult technical and moral concepts central to discussions of ethics and AI. In particular, it serves as an introduction to the value alignment problem: that of ensuring that AI systems are aligned with the values of humanity. LaCroix redefines the problem as a structural one, showing the reader how various topics in AI ethics, from bias and fairness to transparency and opacity, can be understood as instances of the key problem of value alignment. Numerous case studies are presented throughout the book to highlight the significance of the issues at stake and to clarify the central role of the value alignment problem in the many ethical challenges facing the development and implementation of AI.
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Author :
language : en
Publisher: TheBookEdition
Release Date :
written by and has been published by TheBookEdition this book supported file pdf, txt, epub, kindle and other format this book has been release on with categories.
Artificial Intelligence In Architecture And The Built Environment
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Author : Michal Sourek
language : en
Publisher: CRC Press
Release Date : 2025-01-22
Artificial Intelligence In Architecture And The Built Environment written by Michal Sourek and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-22 with Architecture categories.
Imagine if every architect had an apprentice who could consistently observe and understand their intentions, take over routine tasks and monitor technical, environmental, and economic constraints. This apprentice would continually improve, freeing the architect to concentrate on truly creative work. This book outlines a plan to turn this vision into reality. It evaluates the development of artificial intelligence from its inception to the present, focusing on the last two decades of applying AI in architectural design and planning; the current state of architectural practice is also examined. Integrating architecture, computer science, AI, robotics, economics, law, neurobiology, and philosophy, the vision is built on three key premises: (i) authentic, poetic creativity that transcends parameterization and algorithmizing, (ii) innovative learning strategies and training approaches not yet applied concerning architectural design, and (iii) the convergence of architecture’s inherent spatiality with virtual reality technology and new theories of human thinking and intelligence, poised for implementation in machine learning.
Rough Sets
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Author : JingTao Yao
language : en
Publisher: Springer Nature
Release Date : 2022-11-10
Rough Sets written by JingTao Yao and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-11-10 with Computers categories.
This book constitutes the proceedings of the International Joint Conference on Rough Sets, IJCRS 2022, held in Suzhou, China, in November 2022. The 28 full papers included in this book were carefully reviewed and selected from 42 submissions. They were organized in topical sections as follows: Invited papers, IRSS President Forum; rough set theory and applications; granular computing and applications; classification and deep learning; conceptual knowledge discovery and machine learning based on three-way decisions and granular computing; uncertainty in three-way decisions; granular computing, and data science.
Algorithms And Subjectivity
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Author : Eran Fisher
language : en
Publisher: Routledge
Release Date : 2022-01-26
Algorithms And Subjectivity written by Eran Fisher and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-01-26 with Computers categories.
In this thought-provoking volume, Eran Fisher interrogates the relationship between algorithms as epistemic devices and modern notions of subjectivity. Over the past few decades, as the instrumentalization of algorithms has created knowledge that informs our decisions, preferences, tastes, and actions, and the very sense of who we are, they have also undercut, and arguably undermined, the Enlightenment-era ideal of the subject. Fisher finds that as algorithms enable a reality in which knowledge is created by circumventing the participation of the self, they also challenge contemporary notions of subjectivity. Through four case-studies, this book provides an empirical and theoretical investigation of this transformation, analyzing how algorithmic knowledge differs from the ideas of critical knowledge which emerged during modernity – Fisher argues that algorithms create a new type of knowledge, which in turn changes our fundamental sense of self and our concept of subjectivity. This book will make a timely contribution to the social study of algorithms and will prove especially valuable for scholars working at the intersections of media and communication studies, internet studies, information studies, the sociology of technology, the philosophy of technology, and science and technology studies.
You Ai A Guide To Understanding How Artificial Intelligence Is Shaping Our Lives
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Author : Anne Scherer
language : en
Publisher: BoD – Books on Demand
Release Date : 2023-04-11
You Ai A Guide To Understanding How Artificial Intelligence Is Shaping Our Lives written by Anne Scherer and has been published by BoD – Books on Demand this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-04-11 with Computers categories.
As we increasingly integrate artificial intelligence (AI) into our everyday lives, many pressing questions remain: What exactly is AI, and how does it differ from human intelligence? How will AI influence our future, and what challenges must we overcome to develop ethical AI? Explore the exciting world of AI and its impact on our daily lives and society with this ultimate guide. Dr. Anne Scherer and Dr. Cindy Candrian reveal everything about the latest scientific findings on the big questions of AI. Discover the evolution of AI and how unconscious perceptions can influence our trust in it. Learn more about the creativity of machines and how our data is used by AI. With this book, you will learn how to harness the power of AI to make better decisions and what to pay particular attention to, so you don't inadvertently get manipulated, deprived of your abilities, or led to discriminatory decisions. Are you ready to unlock the secrets of "You & AI"? Then this book is perfect for you.