Fairness
8 cards. Each one is a 40-second story with a five-minute read behind it.
Mastering the Nuances of 'In Fairness' and 'In All Fairness'Precision in language often hinges on small phrases. This video breaks down the specific meanings and grammatical applications of 'in fairness' and its variations to help you comm…
Is Justice an Ideal Blueprint or a Practical Outcome?This video explores the fundamental tension between two of the most influential thinkers in modern ethics: John Rawls and Amartya Sen. It examines whether justice is best achieved…
The regulatory rule that once mandated balance in American mediaExplore the history of the Fairness Doctrine, a pivotal piece of American media law. This video explains what the doctrine was and why it eventually disappeared from the United St…
Can we build machine learning models that are truly just?As AI systems increasingly mediate human opportunities, understanding how they inherit and amplify bias is essential. This video introduces the core principles of algorithm fairne…
How to spot and quantify hidden biases in machine learning dataBuilding fair AI requires more than good intentions; it demands a rigorous audit of the underlying data. This video explores how to identify sources of bias—from historical injust…
Why corporate boards hire experts to prove a deal is fairWhen one company buys another, the target's board of directors often faces a high-stakes dilemma: how do they prove the sale price is actually 'fair'? This video explains the role…
Would you choose a fair society if you didn't know your place in it?This video explores John Rawls’ landmark theory of justice, which seeks to define the foundational principles of a fair society. It breaks down two core thought experiments design…
Why a single definition of fairness is impossible for AIDefining 'fairness' in algorithms is rarely straightforward. This video breaks down the technical nuances between different metrics, helping you understand how developers choose w…
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