Probability, Calibration, Machine Learning, Data Science, Model Tuning.
well-calibrated model should produce predicted probabilities that closely match the observed frequencies of the positive outcomes across different probability intervals. As such, the calibration curve should ideally follow a diagonal line, indicating perfect calibration, where the predicted