John W Lamb

20230105547, Apr 6, 2023

Sep 12, 2022

17/942949

- Burbank CA, US
Michael Egan Van Veen - Burbank CA, US
Feng Li - Burbank CA, US
Marc Frederick Eberstein - Burbank CA, US
Jose Efrain Valentin - Burbank CA, US
Jerome Louis Budzik - Burbank CA, US
John Wickens Lamb Merrill - Burbank CA, US
Geoff Ward - La Canada Flintridge CA, US
Lingzhi Du - El Monte CA, US
Drew Gifford - Pittsburgh PA, US

G06Q 40/02

Methods, systems, and apparatus, including computer programs encoded on computer-storage media, for machine learning model fairness and explainability. In some implementations, a method includes obtaining data relating to a plurality of potential borrowers; providing the data to the trained machine learning model; obtaining, by the trained machine learning model’s processing of the provided data, the one or more outputs of the trained machine learning model; and automatically generating a report that explains the one or more outputs of the trained machine learning model with respect to one or more fairness metrics and one or more accuracy metrics; and providing the automatically generated report for display on a user device.

20210133870, May 6, 2021

Jan 12, 2021

17/147025

- Burbank CA, US
Michael Egan Van Veen - Burbank CA, US
Feng Li - Burbank CA, US
Mark Frederick Eberstein - Burbank CA, US
Jose Efrain Valentin - Burbank CA, US
Jerome Louis Budzik - Altadena CA, US
John Wickens Lamb Merrill - Redmond WA, US

G06Q 40/02
G06N 7/00
G06N 3/04
G06K 9/62

Systems and methods for training models to improve fairness.

20200302524, Sep 24, 2020

Mar 18, 2020

16/822908

- Los Angeles CA, US
Michael Egan Van Veen - Los Angeles CA, US
Feng Li - Los Angeles CA, US
Marc Frederick Eberstein - Los Angeles CA, US
Jose Efrain Valentin - Los Angeles CA, US
Jerome Louis Budzik - Altadena CA, US
Douglas C. Merrill - Los Angeles CA, US
John Wickens Lamb Merrill - Redmond WA, US

G06Q 40/02
G06K 9/62
G06N 3/04
G06N 7/00

Systems and methods for training models to improve fairness.

20190378210, Dec 12, 2019

Jun 7, 2019

16/434731

- Los Angeles CA, US
Michael Edward Ruberry - Los Angeles CA, US
Sean Javad Kamkar - Los Angeles CA, US
Jerome Louis Budzik - Los Angeles CA, US
John Wickens Lamb Merrill - Los Angeles CA, US

G06Q 40/02
G06N 20/00
G06N 5/02

Systems and methods for explaining non-differentiable models and differentiable models.

20190340518, Nov 7, 2019

Apr 25, 2019

16/394651

- Los Angeles CA, US
Armen Avedis Donigian - Los Angeles CA, US
Eran Dvir - Los Angeles CA, US
Sean Javad Kamkar - Los Angeles CA, US
Evan George Kriminger - Los Angeles CA, US
Michael Edward Ruberry - Los Angeles CA, US
Ozan Sayin - Los Angeles CA, US
Yachen Yan - Los Angeles CA, US
Derek Wilcox - Los Angeles CA, US
John Candido - Los Angeles CA, US
Benjamin Anthony Solecki - Los Angeles CA, US
Jiahuan He - Los Angeles CA, US
Jerome Louis Budzik - Los Angeles CA, US
Michael Hartman - Los Angeles CA, US
John Wickens Lamb Merrill - Los Angeles CA, US
Esfandiar Alizadeh - Los Angeles CA, US
Liubo Li - Los Angeles CA, US
Carlos Alberta Huertas Villegas - Los Angeles CA, US
Feng Li - Los Angeles CA, US

G06N 5/02
G06N 20/00
G06K 9/62
G06F 16/908
G06F 17/28

Systems and methods for generating and processing modeling workflows.