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Confusion Matrix - phase 2

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@RoySadaka RoySadaka released this 13 Nov 06:18
· 46 commits to master since this release
  • CallbackMonitor patience argument now optional for cleaner code
  • Better handling for binary get_stats in confusion matrix based metric

Previously on lpd:

  • Added MetricConfusionMatrixBase for adding custom confusion matrix based metrics
  • Added ConfusionMatrixBasedMetric Enum to get specific metrics such as tp,fp,fn,tn,precision,sensitivity,specificity,recall,ppv,npv,accuracy,f1score
  • Added confusion matrix common metrics (TruePositives, TrueNegatives, FalsePositives, FalseNegatives)
  • Added MetricMethod enum to pass to MetricBase, now you can define whether your metric is based on MEAN, SUM or LAST of all batches
  • StatsPrint callback now support "print_confusion_matrix" and "print_confusion_matrix_normalized" arguments in case MetricConfusionMatrixBase metric is found
  • Added confusion matrix tests and example
  • Some custom layers renames (breaking changes in this part)