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  2. Dropped-ball - Wikipedia

    en.wikipedia.org/wiki/Dropped-ball

    A dropped-ball (or drop-ball) is a method of restarting play in a game of association football. It is used when play has been stopped due to reasons other than normal gameplay, fouls, or misconduct. The situations requiring a dropped-ball restart are outlined in Law 8 and Law 9 of the Laws of the Game; Law 8 also contains the dropped-ball ...

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  4. Early stopping - Wikipedia

    en.wikipedia.org/wiki/Early_stopping

    These methods are employed in the training of many iterative machine learning algorithms including neural networks. Prechelt gives the following summary of a naive implementation of holdout-based early stopping as follows: [9] Split the training data into a training set and a validation set, e.g. in a 2-to-1 proportion.

  5. Gradient boosting - Wikipedia

    en.wikipedia.org/wiki/Gradient_boosting

    We are usually given a training set {(,), …, (,)} of known values of x and corresponding values of y. In accordance with the empirical risk minimization principle, the method tries to find an approximation F ^ ( x ) {\displaystyle {\hat {F}}(x)} that minimizes the average value of the loss function on the training set, i.e., minimizes the ...