ALEXANDRIA, Va., Sept. 17 -- United States Patent no. 12,417,040, issued on Sept. 16, was assigned to Dell Products LP (Round Rock, Texas).

"Request over-batch processing for machine learning models" was invented by Pedro Fernandez Orellana (Surfers Paradise, Australia) and Qiang Chen (Shanghai).

According to the abstract* released by the U.S. Patent & Trademark Office: "An apparatus comprises at least one processing device configured to determine, for a given batch to be executed utilizing at least one machine learning model, a number of requests to include based on an over-batching multiplier. The at least one processing device is also configured to allocate memory for processing the given batch, wherein an amount of memory allocated fo...