Metrics

SklearnClassificationMetric

class SklearnClassificationMetric(score_fn, gt_logits=False, pred_logits=True, **kwargs)

Bases: object

SklearnAccuracyScore

class SklearnAccuracyScore(gt_logits=False, pred_logits=True, **kwargs)

Bases: delira.training.metrics.SklearnClassificationMetric

Accuracy Metric

SklearnBalancedAccuracyScore

class SklearnBalancedAccuracyScore(gt_logits=False, pred_logits=True, **kwargs)

Bases: delira.training.metrics.SklearnClassificationMetric

Balanced Accuracy Metric

SklearnF1Score

class SklearnF1Score(gt_logits=False, pred_logits=True, **kwargs)

Bases: delira.training.metrics.SklearnClassificationMetric

F1 Score

SklearnFBetaScore

class SklearnFBetaScore(gt_logits=False, pred_logits=True, **kwargs)

Bases: delira.training.metrics.SklearnClassificationMetric

F-Beta Score (Generalized F1)

SklearnHammingLoss

class SklearnHammingLoss(gt_logits=False, pred_logits=True, **kwargs)

Bases: delira.training.metrics.SklearnClassificationMetric

Hamming Loss

SklearnJaccardSimilarityScore

class SklearnJaccardSimilarityScore(gt_logits=False, pred_logits=True, **kwargs)

Bases: delira.training.metrics.SklearnClassificationMetric

Jaccard Similarity Score

SklearnLogLoss

class SklearnLogLoss(gt_logits=False, pred_logits=True, **kwargs)

Bases: delira.training.metrics.SklearnClassificationMetric

Log Loss (NLL)

SklearnMatthewsCorrCoeff

class SklearnMatthewsCorrCoeff(gt_logits=False, pred_logits=True, **kwargs)

Bases: delira.training.metrics.SklearnClassificationMetric

Matthews Correlation Coefficient

SklearnPrecisionScore

class SklearnPrecisionScore(gt_logits=False, pred_logits=True, **kwargs)

Bases: delira.training.metrics.SklearnClassificationMetric

Precision Score

SklearnRecallScore

class SklearnRecallScore(gt_logits=False, pred_logits=True, **kwargs)

Bases: delira.training.metrics.SklearnClassificationMetric

Recall Score

SklearnZeroOneLoss

class SklearnZeroOneLoss(gt_logits=False, pred_logits=True, **kwargs)

Bases: delira.training.metrics.SklearnClassificationMetric

Zero One Loss

AurocMetric

class AurocMetric(classes=(0, 1), **kwargs)

Bases: object