Patent ID: 11922283
Assignee: H2O.AI INC.
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 18:
19. A computer program product, the computer program product being embodied in a non-transitory computer readable storage medium and comprising computer instructions for:
receiving an indication of a selection of an observation point being displayed in a user interface, wherein the observation point corresponds to an entry associated with a linear surrogate machine learning model, wherein the linear surrogate machine learning model approximates an output associated with a machine learning model;
in response to the received indication of the selection of the observation point, dynamically updating one or more interpretation views associated with one or more other surrogate machine learning models based on the selected observation point, wherein dynamically updating one or more interpretation views associated with one or more other surrogate machine learning models includes updating a first non-linear surrogate machine learning model comprising a decision tree surrogate model that indicates a path associated with the selected observation point associated with the linear surrogate machine learning model through the decision tree surrogate model, wherein a width associated with the selected observation point is updated to indicate a frequency with which the path associated with the selected observation point is used by the decision tree surrogate model;
determining whether an output associated with the linear surrogate machine learning model correlates with an output associated with the first non-linear surrogate model; and
retraining the linear surrogate machine learning model and/or the first non-linear surrogate machine learning model in response to a determination that the output associated with the linear surrogate machine learning model does not correlate with the output associated with the first non-linear surrogate model for more than a threshold number of entries.