Method and system for computing and fixing inconsistencies in model explanations

A computing device configured to implement an execution of a method for facilitating automatic identification and automatic remediation of inconsistencies in model explanations, the computing device comprising:

• a processor;
• a memory;
• and
• a communication interface coupled to each of the processor and the memory,
• wherein the processor is configured to:
• receive, via an application programming interface, an input that includes training data, test data, and a first metric;
• train, by using the input, a first model to compute a first model performance value that corresponds to the first metric;
• determine a first listing of at least one key feature for the first model based on at least one feature attribution of the first model;
• generate at least one evaluation model based on the first listing to compute a second listing of at least one evaluation value;
• compute a change value for each of the at least one evaluation value in the second listing to identify at least one inconsistency;
• and
• initiate at least one action to resolve the identified at least one inconsistency.

A non-transitory computer readable storage medium storing instructions for facilitating automatic identification and automatic remediation of inconsistencies in model explanations, the storage medium comprising executable code which, when executed by a processor, causes the processor to:

• receive, via an application programming interface, an input that includes training data, test data, and a first metric;
• train, by using the input, a first model to compute a first model performance value that corresponds to the first metric;
• determine a first listing of at least one key feature for the first model based on at least one feature attribution of the first model;
• generate at least one evaluation model based on the first listing to compute a second listing of at least one evaluation value;
• compute a change value for each of the at least one evaluation value in the second listing to identify at least one inconsistency;
• and
• initiate at least one action to resolve the identified at least one inconsistency.