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Top K Accuracy#

Top K Accuracy looks at the k classes with the highest predicted probabilities when calculating the accuracy score. If one of the top k classes matches the ground-truth, then the prediction is considered accurate.

Estimator Compatibility: Probabilistic Classifier

Score Range: 0 to 1

Parameters#

# Name Default Type Description
1 k 3 int The number of classes with the highest predicted probability to consider.

Example#

use Rubix\ML\CrossValidation\Metrics\TopKAccuracy;

$metric = new TopKAccuracy(5);