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#mathematics

72 posts47 participants13 posts today
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Logistic regression may be used for classification.

In order to preserve the convex nature for the loss function, a log-loss cost function has been designed for logistic regression. This cost function extremes at labels True and False.

The gradient for the loss function of logistic regression comes out to have the same form of terms as the gradient for the Least Squared Error.

More: baeldung.com/cs/gradient-desce

Reading "The Ten Equations That Rule the World" by David Sumpter. Actually rather light on the #mathematics, really just a platform for the author to present a number of life lessons. Not sure who the audience is for this.

(Personally, if I were to present math for life lessons I would put an emphasis on signal detection theory and the unavoidable trade-off between false positives & false negatives when setting a threshold for any realistic receiver operating characteristic.)

If we multiply Zero (0) with Infinity (∞), then we can't determine the result. This is one of the 7 indeterminate forms in mathematics. I think this can be expressed philosophically as "When an Immovable Object meets an Unstoppable Force, the result is Cannot be Determined."