ALEXANDRIA, Va., Feb. 17 -- United States Patent no. 12,555,029, issued on Feb. 17, was assigned to International Business Machines Corp. (Armonk, N.Y.).

"Pipeline ranking with model-based dynamic data allocation" was invented by Long Vu (Chappaqua, N.Y.), Saket Sathe (Mohegan Lake, N.Y.), Bei Chen (Blanchardstown, Ireland) and Peter Daniel Kirchner (Putnam Valley, N.Y.).

According to the abstract* released by the U.S. Patent & Trademark Office: "In a method for ranking machine learning (ML) pipelines for a dataset, a processor receives first performance curves predicted by a meta learner model for a plurality of ML pipelines. A processor allocates a first subset of data points from the dataset to each of the plurality of ML pipelines. A ...