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Considering the output of the function f(x) if the value is more than 0.5, the y is 1 (meaning the label is 1) otherwise is 0. 0.5 is the threshold or decision boundary, the value over that an observation is classified with another label. Fig 10. figure source from: here In this case, the x is a