Dynamic explainable artificial intelligence pipeline composability and customization

A computing device configured to coordinate explainable artificial intelligence (AI) operations, comprising:

• processing circuitry;
• and
• a memory device including instructions embodied thereon, wherein the instructions, which when executed by the processing circuitry, configure the processing circuitry to cause operations that:
• receive a schema for the explainable AI operations, the schema corresponding to a persona role used to evaluate an AI model;
• control the explainable AI operations, the explainable AI operations including:
• data analysis on output data produced from the AI model, and model analysis on performance of the AI model;
• and
• output explanation data based on the explainable AI operations, wherein the explanation data is customized to the persona role based on the schema.

A method for explainable artificial intelligence (AI) operations, performed by processing circuitry of a computing system, the method comprising:

• receiving a schema for the explainable AI operations, the schema corresponding to a persona role used to evaluate an AI model;
• controlling a workflow with the explainable AI operations, the explainable AI operations including:
• data analysis on output data produced from the AI model, and model analysis on performance of the AI model;
• and
• outputting explanation data based on the explainable AI operations, wherein the explanation data is customized to the persona role based on the schema.

At least one non-transitory machine-readable medium capable of storing instructions for explainable artificial intelligence (AI) operations, wherein the instructions when executed by at least one processor cause the at least one processor to:

• receive a schema for the explainable AI operations, the schema corresponding to a persona role used to evaluate an AI model;
• control the explainable AI operations, the explainable AI operations including:
• data analysis on output data produced from the AI model, and model analysis on performance of the AI model;
• and
• output explanation data based on the explainable AI operations, wherein the explanation data is customized to the persona role based on the schema.