The Alignment Problem Machine Learning And Human Values Pdf
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The Alignment Problem: Machine Learning and Human Values
Author: Brian Christian
language: en
Publisher: W. W. Norton & Company
Release Date: 2020-10-06
"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 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.
Philosopher of the Heart
Selected as a Book of the Year in The Times Literary Supplement 'This lucid and riveting new biography at once rescuses Kierkegaard from the scholars and shows why he is such an intriguing and useful figure' Observer Søren Kierkegaard, one of the most passionate and challenging of modern philosophers, is now celebrated as the father of existentialism - yet his contemporaries described him as a philosopher of the heart. Over about a decade in the 1840s and 1850s, writings poured from his pen analysing love and suffering, courage and anxiety, religious longing and defiance, and forging a new philosophical style rooted in the inward drama of being human. As Christianity seemed to sleepwalk through a changing world, Kierkegaard dazzlingly revealed its spiritual power while exposing the poverty of official religion. His restless creativity was spurred on by his own failures: his relationship with the young woman whom he promised to marry, then left to devote himself to writing, haunted him throughout his life. Though tormented by the pressures of celebrity, he deliberately lived amidst the crowds in Copenhagen, known by everyone but, he felt, understood by no one. When he collapsed exhausted at the age of 42, he was still pursuing the question of existence: how to be a human being in this world? Clare Carlisle's innovative and moving biography writes Kierkegaard's remarkable life as far as possible from his own perspective, conveying what it was like to be this Socrates of Christendom - as he put it, living life forwards yet only understanding it backwards.
Responsible Artificial Intelligence
In this book, the author examines the ethical implications of Artificial Intelligence systems as they integrate and replace traditional social structures in new sociocognitive-technological environments. She discusses issues related to the integrity of researchers, technologists, and manufacturers as they design, construct, use, and manage artificially intelligent systems; formalisms for reasoning about moral decisions as part of the behavior of artificial autonomous systems such as agents and robots; and design methodologies for social agents based on societal, moral, and legal values. Throughout the book the author discusses related work, conscious of both classical, philosophical treatments of ethical issues and the implications in modern, algorithmic systems, and she combines regular references and footnotes with suggestions for further reading. This short overview is suitable for undergraduate students, in both technical and non-technical courses, and for interested and concerned researchers, practitioners, and citizens.