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Fairness in AI

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May 1, 2024 Updated June 27, 2025 14 minute read

An Introduction to Fairness in Artificial Intelligence

Artificial Intelligence, or AI, refers to the simulation of human intelligence in machines that are programmed to think, learn, and problem-solve. These systems are increasingly integrated into our daily lives, influencing everything from the news we read to the music we hear. As AI's role expands, ensuring these technologies operate equitably has become a paramount concern. This field of study and practice is known as "Fairness in AI." At its core, it is about identifying and mitigating unjust or prejudicial treatment of individuals or groups in the outcomes of automated decisions.

Path to Fairness in AI

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We've curated two courses to help you on your path to Fairness in AI. Use these to develop your skills, build background knowledge, and put what you learn to practice.

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Practical Steps for Building Fair AI Algorithms

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Practical Methodology and Ethics in AI

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Reading list

We've selected ten books that we think will supplement your learning. Use these to develop background knowledge, enrich your coursework, and gain a deeper understanding of the topics covered in Fairness in AI.

Public Perceptions of Artificial Intelligence for...

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Provides a practical guide to identifying and mitigating bias in AI systems. Thomas offers a range of tools and techniques that can be used to assess the fairness of AI systems and to reduce bias.

Public Perceptions of Artificial Intelligence for...

Paperback

The Ethical Algorithm

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Explores the ethical challenges of AI, including fairness, transparency, and accountability. Kearns and Roth argue that we need to develop new ethical frameworks for AI that are based on human values.

The Ethical Algorithm: The Science of Socially...

Hardcover

(Español) El algoritmo ético. La ciencia del diseño de...

Kindle Edition

The Age of Surveillance Capitalism

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Explores the ways in which AI is being used to create a new form of surveillance capitalism. Zuboff argues that AI is being used to track and control our every move, and she calls for a new era of privacy and data protection.

The Age of Surveillance Capitalism: The Fight for a...

Paperback

Mindf*ck, The Age of Surveillance Capitalism,...

Paperback

$$$

監控資本主義時代: The Age of Surveillance Capitalism: The...

Kindle Edition

Relevant careers

Data Scientist

Machine Learning Engineer

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Public Policy Analyst

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