How to pick a performance metric and map your model schema based on model type
Machine learning models predict different outcomes based on various model parameters. These model types determine the data ingestion format and the performance metrics that can be visualized in the platform.
Your model type determines your performance metric, follow this chart to map performance metrics relevant to your model type.
Metrics are batched into Metric Families that align with model types and their variants.
Accuracy, Recall, Precision, FPR, FNR, F1, Sensitivity, Specificity
MAPE, MAE, RMSE, MSE, R2, Mean Error
AUC, PR-AUC, Log Loss