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Probabilistic classification and cost-sensitive learning

The problem of imbalanced classification

Imbalanced classification: pitfalls and solutions
Handling prevalence shift in imbalanced classification problems

Cost-sensitive learning

Cost-sensitive learning to optimize business metrics

Deep-dive into classification metrics

Choosing a classification metric

Deep-dive into calibration

What is a calibration curve?
Reading calibration curves
Miscalibration caused by inappropriate hyperparameters

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By Guillaume Lemaitre & Olivier Grisel

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