Computer-readable recording medium storing pipeline set generation program, pipeline set generation method, and information processing apparatus

A pipeline set generation method causing a computer to execute a process comprising:

• acquiring, based on a plurality of tasks, a pipeline set in which each pipeline includes a machine learning model;
• generating a second pipeline by executing a simplification process which includes at least one of a process of deleting a component included in the pipeline and a process of changing a hyper parameter of the component included in the pipeline to a default value on a first pipeline of the pipeline set;
• acquiring an evaluation value of the second pipeline by executing the second pipeline for the plurality of tasks;
• and
• adding the second pipeline to the pipeline set based on the evaluation value.

An information processing apparatus comprising:

• a memory;
• and
• a processor coupled to the memory and configured to:
• acquire, based on a plurality of tasks, a pipeline set in which each pipeline includes a machine learning model;
• generate a second pipeline by executing a simplification process which includes at least one of a process of deleting a component included in the pipeline and a process of changing a hyper parameter of the component included in the pipeline to a default value on a first pipeline of the pipeline set;
• acquire an evaluation value of the second pipeline by executing the second pipeline for the plurality of tasks;
• and
• add the second pipeline to the pipeline set based on the evaluation value.