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The Alignment Problem: Machine Learning and Human Values - Brian Christian

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Plongez au cœur des enjeux éthiques de l'intelligence artificielle avec cet ouvrage captivant de Brian Christian. À travers une enquête approfondie, l'auteur explore le « problème de l'alignement » : ce défi crucial qui consiste à s'assurer que les systèmes d'apprentissage automatique, de plus en plus présents dans nos décisions quotidiennes, agiss...

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Description produit

Marque
GENERIC
Titre
The Alignment Problem: Machine Learning and Human Values
Éditeur
W. W. Norton & Company
Type de produit
Paperback
Présentation du livre
Paperback
Date de sortie
10/5/2021 12:00:00 AM
Langue d'origine
English
ISBN
393868338
Nombre de pages
496 pages
Langue
English
Résumé
"If you’re going to read one book on artificial intelligence, this is the one." ―Stephen Marche, New York Times 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
Auteur
Brian Christian
Date de parution
10/5/2021 12:00:00 AM