Vast.com, Inc.

Ojo Labs, Inc.

David Ross Pratt

Joshua Howard Levy

David Wayne Franke

Andrew K Moore

Jacy Myles Legault

Lauri Janet Moore

John William Prior

David Robert Rubin

Hans Ulrich Grasemann

John Kenneth Berkowitz

William T Moose

A supervised learning processing (SLP) system and non-transitory, computer program product provides cooperative operation of a network of supervised learning processors to concurrently distribute supervised learning processor training, generate predictions, and provide prediction driven responses to input objects, such as NL statements. The SLP system includes SLP stages that are distributed across multiple SLP subsystems. Concurrently training SLP's provides accurate predictions of input objects and responses thereto, the SLP system and non-transitory, computer program product enhance the network by providing high quality value predictions and responses and avoiding potential training and operational delays. The SLP system can enhance the network of SLP subsystems by providing flexibility to incorporate multiple SLP models into the network and train at least a proper subset of the SLP models while concurrently using the SLP system and non-transitory, computer program product in commercial operation.

Cooperatively operating a network of supervised learning processors to concurrently distribute supervised learning processor training and provide predictive responses to input data

The disclosure herein provides systems, methods, and devices for generating recommendations of dynamic or unique items. A system for generating recommendations of unique items comprises a data collection engine, a scoring engine, a user penalty calculator, and a recommendation compilation engine, wherein the recommendation engine is configured to transmit to a user access point system a list of recommended alternative unique items predicted to be preferred by a user of the user access point system.

Systems, methods, and devices for generating recommendations of unique items

Growing community of inventors

Austin, TX, United States of America

David Ross Pratt