Required Feature Group Types

To create a model monitor, you will need to upload datasets of the following type(s):

Feature Group Type	Required	Description
Training Data Table	True	Dataset representing the distribution of features encountered by a model during training.
Prediction Log Table	True	Dataset representing the distribution of features encountered by a model during prediction or deployment.

Feature Group: Training Data Table

Dataset representing the distribution of features encountered by a model during training.

Feature Mapping	Feature Type	Required	Description
TARGET		Y	The target value the model is training to predict.
MODEL_VERSION	categorical	N	The unique identifier of the model version that was trained with this training row.

Feature Group: Prediction Log Table

Dataset representing the distribution of features encountered by a model during prediction or deployment.

Feature Mapping	Feature Type	Required	Description
PREDICTION_TIME	timestamp	N	Timestamp of the prediction.
ACTUAL		N	The ground truth value of this prediction data.
PREDICTED_VALUE		Y	Model output value for this prediction data.
PREDICTED_PROBABILITY		N	Model output probability value for prediction data.
MODEL_VERSION	categorical	N	The unique identifier of the model version corresponding to the prediction.