Tabular Checks

Data Integrity

• Class Imbalance
• Columns Info
• Conflicting Labels
• Data Duplicates
• Feature Feature Correlation
• Feature Label Correlation
• Identifier Label Correlation
• Is Single Value
• Mixed Data Types
• Mixed Nulls
• Outlier Sample Detection
• Percent Of Nulls
• Special Characters
• String Length Out Of Bounds
• String Mismatch

Train Test Validation

• Datasets Size Comparison
• Date Train Test Leakage Duplicates
• Date Train Test Leakage Overlap
• Feature Drift
• Feature Label Correlation Change
• Index Leakage
• Label Drift
• Multivariate Drift
• New Category
• New Label
• String Mismatch Comparison
• Train Test Samples Mix

Model Evaluation

• Boosting Overfit
• Calibration Score
• Confusion Matrix Report
• Model Inference Time
• Model Info
• Multi Model Performance Report
• Performance Bias
• Prediction Drift
• Regression Error Distribution
• Regression Systematic Error
• ROC Report
• Segment Performance
• Simple Model Comparison
• Single Dataset Performance
• Train Test Performance
• Unused Features
• Weak Segments Performance

Custom Checks

• Create a Custom Check

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Weights & Biases (wandb)

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Class Imbalance