utils.types.Metrics
Arize enum for metrics grouping when validating a schema column in log()
call.
Method
repr()
To view applicable metrics, pass in your desired SDK Metric from above.
Code Example
Last updated
Arize enum for metrics grouping when validating a schema column in log()
call.
repr()
To view applicable metrics, pass in your desired SDK Metric from above.
Last updated
Copyright © 2023 Arize AI, Inc
Use Case | SDK Metric | Metric |
---|---|---|
Regression
Metrics.REGRESSION
MAPE, MAE, RMSE, MSE, R-Squared, Mean Error
Classification
Metrics.CLASSIFICATION
Accuracy, Recall, Precision, FPR, FNR, F1, Sensitivity, Specificity
Ranking
Metrics.RANKING
NDCG
AUC & LogLoss
Metrics.AUC_LOG_LOSS
AUC, PR-AUC, Log Loss
Ranking Label
Metrics.RANKING_LABEL
GroupAUC, MAP, MRR