Tradeoff between bias and variance

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We discuss the bias/variance dilemma: the more complex a model is, the lower its bias will be (and so, the better its fit on the training set), and the higher its variance will be (and so, the worse its fit on the test set). We discuss about the tradeoff between the bias and the variance of a model, leading to a discussion on under- and 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