ALEXANDRIA, Va., Nov. 18 -- United States Patent no. 12,474,943, issued on Nov. 18, was assigned to DELL PRODUCTS LP (Round Rock, Texas).

"Machine learning based predictions of upgrade testing outcomes for information technology environments" was invented by Parminder Singh Sethi (Ludhiana, India), Shelesh Chopra (Bangalore, India) and Kanika Kapish (Muzaffarnagar, India).

According to the abstract* released by the U.S. Patent & Trademark Office: "A method and system for machine learning based predictions of upgrade testing outcomes for information technology (IT) environments. At least with respect to computing, an upgrade may entail the replacement of a product-in the form of hardware, software, and/or firmware-with a newer or better ve...