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The Alignment Problem: Machine Learning and Human Values
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SEK 222
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If you’re going to read one book on artificial intelligence, this is the one. ―Stephen Marche, New York Times
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- 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.
| Publisher | W. W. Norton & Company |
| Publication date | October 5, 2021 |
| Language | English |
| Print length | 496 pages |
| ISBN-10 | 0393868338 |
| ISBN-13 | 978-0393868333 |
| Item Weight | 14.1 ounces (399.74 grams) |
| Dimensions | 5.5 x 1.2 x 8.3 inches (14 x 3 x 21.1 cm) |
Who Should Buy?
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AI Researchers
Researchers seeking to understand the ethical implications of AI will benefit from the detailed analysis presented in this work.
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Ethics Students
Students studying ethics and technology will find valuable insights on how human values interact with machine learning advancements.
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Policy Makers
Policymakers involved in AI regulation can learn about aligning machine learning with societal values and proposed governance strategies.
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Casual Readers
Individuals looking for light reading or entertainment may not engage deeply with the technical discussions in this book.
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Intelligence & Semantics Editorial Review
"The Alignment Problem: Machine Learning and Human Values" by Brian Christian provides a comprehensive review of the history of A.I. development, highlighting the challenges and successes in creating artificial intelligence systems that align with human values. Christian's book explores the evolution of A.I. from expert systems to modern technologies like facial recognition and ChatGPT, offering insights into the current state of the field and the complex moral and ethical dilemmas it presents. The author's engaging writing style and logical structure make this book a compelling and educational read for anyone interested in understanding the intersection of technology and human values.
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Pros
- Comprehensive overview of A.I. development history
- Engaging writing style and logical structure
- Offers insights into moral and ethical challenges of A.I.
- Useful tips and tricks for solving common problems in AI/ML space
Cons
- Some readers found the book overly enthusiastic
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SEK 222
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Features & Benefits
- A jaw-dropping exploration of the risks and challenges of AI systems
- Reveals the ethical and potentially existential risks of machine-learning systems
- Explores real-world examples of biases and issues in AI systems
- Introduces the efforts to solve the alignment problem
- Blends history and on-the-ground reporting in a gripping narrative
- An unflinching reckoning with humanity’s biases and blind spots
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