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The Ethical Algorithm: The Science of Socially Aware Algorithm Design
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UYU 1349
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Understanding and improving the science behind the algorithms that run our lives is rapidly becoming one of the most pressing issues of this century.
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What Stands Out
Detalles de producto
- Algorithms have become powerful mediators of daily life, making our lives more efficient, entertaining, and better informed.
- However, complex algorithms are also increasingly violating the basic rights of individual citizens, leaking sensitive personal information and reflecting bias in various statistical models.
- The book 'The Ethical Algorithm' addresses the pressing issue of understanding and improving the science behind these algorithms.
- It offers principled solutions based on the emerging science of socially aware algorithm design and proposes embedding human principles into machine code without hindering data-driven scientific exploration.
- The authors, Michael Kearns and Aaron Roth, weave together innovative research with real stories to offer a compelling vision for a future where humans can be better protected from the unintended impacts of algorithms while inspiring advances in technology.
- The book provides a new approach to addressing the ethical challenges posed by the increasing influence of algorithms, offering a valuable perspective for citizens, scientists, and activists.
| Publisher | Oxford University Press |
| Publication date | November 1, 2019 |
| Edition | Illustrated |
| Language | English |
| Print length | 230 pages |
| ISBN-10 | 0190948205 |
| ISBN-13 | 978-0190948207 |
| Item Weight | 2.31 pounds (1.05 kg) |
| Dimensions | 6.1 x 0.9 x 9.3 inches (15.5 x 2.3 x 23.6 cm) |
Who Should Buy?
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Data Scientists
Ideal for data scientists looking to integrate ethical considerations into algorithm design and decision-making processes.
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Policy Makers
Beneficial for policy makers interested in understanding the impact of algorithms on society and ensuring responsible use.
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Ethics Enthusiasts
Great for individuals passionate about ethics in technology and wanting to explore socially responsible algorithm practices.
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Casual Readers
May not engage casual readers who prefer lighter, non-technical discussions over complex algorithmic ethics topics.
DESCRIPCIÓN DEL PRODUCTO
The Ethical Algorithm: The Science of Socially Aware Algorithm Design
Preguntas y respuestas de los clientes
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Ethics Editorial Review
The Ethical Algorithm: The Science of Socially Aware Algorithm Design is a well-researched and easily digestible book for those interested in computer science, software development, data analytics, policy making, and technology. The author's exploration of various Constraints such as fairness, k-anonymity, differential privacy, and the process of analyzing data for research has helped readers better understand their work in terms of ethical data handling. The book is described as an excellent introduction to machine learning concepts and ethics in computer science, tackling the threats that AI and data mining pose to our society. However, some readers found the latter half of the book lacking, as the author proposes policymakers should choose among different accuracy/equity tradeoffs instead of creating a definition of algorithmic fairness. Overall, readers found the book to be a great introductory read with many clear and honest suggestions for minimizing AI risks.
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ventajas
- Well-researched and informative
- Great introduction to machine learning concepts and ethics in computer science
- Clear and honest suggestions for minimizing AI risks
- Easy to follow scientific descriptions and theories
- Great examples
Contras
- Some readers found the latter half of the book lacking and a lazy solution
Product Price History
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UYU 1349
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características y beneficios
- Algorithms have become powerful mediators of daily life
- They sometimes violate the basic rights of individuals through biases and data leaks
- Improving the science behind algorithms is becoming one of the most pressing issues of this century
- The Ethical Algorithm offers a set of principled solutions based on socially aware algorithm design
- The book weaves together innovative research with stories of citizens and activists on the forefront
- It offers a vision for a future with both ethical algorithms and technological advancements
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