US Patent Issued to Toi Labs on Oct. 14 for "System, method and apparatus for forming machine learning sessions" (California Inventors)

ALEXANDRIA, Va., Oct. 21 -- United States Patent no. 12,440,193, issued on Oct. 14, was assigned to Toi Labs Inc. (San Francisco).

"System, method and apparatus for forming machine learning sessions" was invented by Vikram Kashyap (San Francisco), Dan Cheung (San Francisco), Ting-Hsuan Lin (San Francisco), Gabrielle Kim (San Francisco) and Parmoon Sarmadi (San Francisco).

According to the abstract* released by the U.S. Patent & Trademark Office: "The disclosed embodiments relate to system, method and apparatus for forming ML sessions so that an AI system can identify, track and diagnose a user through the user's bathroom sessions. As used herein, a session is a period of time during which a user is active in the toilet. The session may in...