Rage Inside the Machine: an insightful, brilliant critique of AI's computer science, sociology, philosophy and economics

Rob Smith is an eminent computer scientist and machine learning pioneer whose work on genetic algorithms has been influential in both industry and the academy; now, in his first book for a general audience, Rage Inside the Machine: The Prejudice of Algorithms, and How to Stop the Internet Making Bigots of Us All, Smith expertly draws connections between AI, neoliberalism, human bias, eugenics and far-right populism, and shows how the biases of computer science and the corporate paymasters have distorted our whole society. Read the rest

You treasure what you measure: how KPIs make software dystopias

"Key Performance Indicators" -- KPIs -- are the metrics used by software shops to figure out whether their products are improving; notoriously, much of the software industry has converged on "engagement" (that is, minutes spent with an app) as a KPI, and everyone from designers to programmers to managers to execs earn their bonuses and promotions by making that number go up. Read the rest

Customizable ethics checklists for Big Data researchers

Deon is a project to create automated "ethics checklists" for data science projects; by default, running the code creates a comprehensive checklist covering data collection and storage, modeling and deployment: the checklist items aren't specific actions, they're "meant to provoke discussion among good-faith actors who take their ethical responsibilities seriously. Because of this, most of the items are framed as prompts to discuss or consider. Teams will want to document these discussions and decisions for posterity." Read the rest