Patents by Inventor Rishabh Krishnan Iyer

Rishabh Krishnan Iyer has filed for patents to protect the following inventions. This listing includes patent applications that are pending as well as patents that have already been granted by the United States Patent and Trademark Office (USPTO).

  • Patent number: 10262272
    Abstract: Technologies are described herein for active machine learning. An active machine learning method can include initiating active machine learning through an active machine learning system configured to train an auxiliary machine learning model to produce at least one new labeled observation, refining a capacity of a target machine learning model based on the active machine learning, and retraining the auxiliary machine learning model with the at least one new labeled observation subsequent to refining the capacity of the target machine learning model. Additionally, the target machine learning model is a limited-capacity machine learning model according to the description provided herein.
    Type: Grant
    Filed: December 7, 2014
    Date of Patent: April 16, 2019
    Assignee: Microsoft Technology Licensing, LLC
    Inventors: David Maxwell Chickering, Christopher A. Meek, Patrice Y. Simard, Rishabh Krishnan Iyer
  • Publication number: 20160162802
    Abstract: Technologies are described herein for active machine learning. An active machine learning method can include initiating active machine learning through an active machine learning system configured to train an auxiliary machine learning model to produce at least one new labeled observation, refining a capacity of a target machine learning model based on the active machine learning, and retraining the auxiliary machine learning model with the at least one new labeled observation subsequent to refining the capacity of the target machine learning model. Additionally, the target machine learning model is a limited-capacity machine learning model according to the description provided herein.
    Type: Application
    Filed: December 7, 2014
    Publication date: June 9, 2016
    Inventors: David Maxwell Chickering, Christopher A. Meek, Patrice Y. Simard, Rishabh Krishnan Iyer