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The second video explains MARS (Multivariate Adaptive Regression Splines), a powerful non-parametric technique. MARS models non-linearity by creating piecewise linear segments called basis functions, or "hinge functions." It automatically searches for optimal knots (breakpoints) in the data, essentially letting the model build a series of small ...
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