snowflake.ml.monitoring

snowflake.ml.monitoring.model_monitor

Classes

ModelMonitor()

Class to manage instrumentation of Model Monitoring and Observability

snowflake.ml.monitoring.entities

Classes

model_monitor_config.ModelMonitorConfig(...)

Configuration for the Model Monitor.

model_monitor_config.ModelMonitorSourceConfig(...)

Configuration for the source of data to be monitored.

snowflake.ml.monitoring.explain_visualize

Functions

plot_force()

Create a force plot for SHAP values with stacked bars based on influence direction.

plot_influence_sensitivity(shap_values, ...)

Create a SHAP dependence scatter plot for a specific feature.

plot_violin(shap_df, feature_df[, figsize])

Create a violin plot per feature showing the distribution of SHAP values.