From Correlation to Causation in Machine Learning: Why and How

Why our AI needs to understand causality

Chris Lovejoy
Towards Data Science
6 min readOct 31, 2020

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Photo by Uriel SC on Unsplash

What’s wrong with correlation?

In May 2016, the COMPAS algorithm was flagged as being racially biased [1]. This algorithm was used by the US to guide criminal sentencing by predicting likelihood of reoffending. It estimated a black person was…

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Data Scientist + Junior Doctor in London, Cambridge medicine grad, striving to improve healthcare through technology and education. chrislovejoy.me