The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.
The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.
Patent No.:
Date of Patent:
May. 23, 2023
Filed:
Jun. 08, 2020
Cloud Software Group, Inc., Fort Lauderdale, FL (US);
Venkata Jagannath Yellapragada, Jersey City, NJ (US);
Thomas Hill, Tulsa, OK (US);
Daniel Rope, Reston, VA (US);
Michael O'Connell, Durham, NC (US);
Gaia Valeria Paolini, Canterbury, GB;
Tun-Chieh Hsu, Hoboken, NJ (US);
CLOUD SOFTWARE GROUP, INC., Fort Lauderdale, FL (US);
Abstract
A system for generating algorithmic models comprising a function module to generate a desirability function, an automated machine learning module, and a UI module. The desirability function defines a single desirability value based on an algorithmic model accuracy criteria, criteria for algorithmic model quality, criteria for model fidelity, and criteria for the benefits and cost of model deployment. Specific hard and soft constraints regarding these and other user-defined criteria can also be specified by the user. The automated machine learning module generates an algorithmic model by training the algorithmic model against a model data set, identifying the model with the greatest desirability with respect to all criteria as combined via the desirability function. The UI module generates a user interface to display the overall desirability as well as all model criteria configured by the user. The displayed criteria and desirability are selectable and definable.