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Double Machine Learning: Real World Data Science Problems
Linear models assume a one-unit increase in treatment always produces the same effect. But what if the treatment effect is nonlinear? At Netflix, frames per second (FPS) is a good example. Degraded frame rates almost certainly hurt watch time. But once you’re above some perceptual threshold, additional FPS probably doesn’t move the needle ...
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