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Model performance audit5 years ago
Data | Models | Preparation for analysis of performance | Model ranking radar plot | Other methods
Model residuals audit5 years ago
Data | Models | Preparation for residual (error) analysis | Plots | Observed vs predicted | Residuals vs observed, fitted or variable values | Density of residuals | Boxplot of residuals | Autocorrelation function of residuals | Autocorrelation of residuals | Correlation of models | Principal component analysis (PCA) of models | Regression error characteristic curve (REC) | Regression receiver operating characteristic (RROC) | Scale location | Two-sided empirical cumulative distribution function (TSECDF) | Other methods
Observation influence audit5 years ago
Data | Models | Preparation for analysis of observation influence | Plot of Cook's distances | Other methods
Model evaluation audit5 years ago
Data | Models | Preparation for evaluation analysis | Plots | Receiver operating characteristic (ROC) | LIFT chart | Other methods
Model fit audit5 years ago
Use-case - regression problem | Half-normal plot | Binomial model | Use-cases (classification) | Other methods | References
Classification example - HR data6 years ago
Building a black-box model | Creating an explainer | Creating a safe_extractor | Transforming data | Creating white-box models on original and transformed datasets | Comparing models performance
Regression example - apartments data6 years ago
Building a black-box model | Creating an explainer | Creating a safe_extractor | Transforming data | Creating white-box models on original and transformed datasets | Comparing models performance