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:
Nov. 08, 2022
Filed:
Mar. 18, 2020
Walmart Apollo, Llc, Bentonville, AR (US);
Chepuri Shri Krishna, Karnataka, IN;
Swarnim Narayan, Karnataka, IN;
Diksha Manchanda, Karnataka, IN;
Amit Agarwal, Karnataka, IN;
Walmart Apollo, LLC, Bentonville, AR (US);
Abstract
This application relates to apparatus and methods for optimizing hyperparameters for machine learning models. In some examples, a computing device configures a machine learning model with a first set of hyperparameters from a pool of hyperparameters. The computing device may execute the machine learning model to generate a validation score, and may update parameters of a probability determination model based on the validation score. Further, the computing device may execute the probability determination model to generate probabilities corresponding to the first set of hyperparameters. The computing device may also determine a second set of hyperparameters from the pool of hyperparameters based on the generated probabilities, and may configure the machine learning model with the second set of hyperparameters. The computing device may repeat the process of generating validation scores, updating the parameters, and generating probabilities to determine sets of hyperparameters until at least one condition is satisfied.