Patent ID: 11868166
Assignee: INTERNATIONAL BUSINESS MACHINES CORPORATION
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 14:
15. A computer program product for detecting and correcting errors in one or more machine learning pipelines, the computer program product comprising:
one or more computer readable storage devices and program instructions stored on the one or more computer readable storage devices, the stored program instructions comprising:
program instructions to generate a plurality of test machine learning pipeline instances based upon a target machine learning pipeline;
program instructions to evaluate the plurality of test machine learning pipeline instances for failure in a task;
program instructions to identify one or more root causes of error based upon the evaluated plurality of test machine learning pipeline instances and failure in the task;
program instructions to create a remediated target machine learning pipeline based upon the identified one or more root causes of error; and
program instructions to output the remediated machine learning pipeline that repairs the one or more root causes of error in the plurality of test machine learning pipeline instances, wherein the remediated machine learning pipeline depicts and details differences between the remediated machine learning pipeline and the plurality of test machine learning pipeline instances, the identified one or more root causes of corruption, and where the results were implemented in the plurality of test machine learning pipeline instances.