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.

Date of Patent:
Feb. 28, 2023

Filed:

Jun. 27, 2019
Applicant:

Amazon Technologies, Inc., Seattle, WA (US);

Inventors:

Rodolphe Jenatton, Berlin, DE;

Miroslav Miladinovic, Berlin, DE;

Valerio Perrone, Berlin, DE;

Assignee:

Amazon Technologies, Inc., Seattle, WA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06N 3/08 (2006.01); G06N 7/00 (2006.01); G06N 7/02 (2006.01); G06F 16/2455 (2019.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 16/2455 (2019.01); G06N 3/08 (2013.01); G06N 7/005 (2013.01); G06N 7/023 (2013.01);
Abstract

Techniques for tuning a machine learning algorithm using automatically determined optimal hyperparameters are described. An exemplary method includes receiving a request to determine a search space for at least one hyperparameter of a machine learning algorithm; determining, according to the request, optimal hyperparameter values from the search space for at least the one hyperparameter of the machine learning algorithm based on an evaluation of hyperparameters from the same machine learning algorithm on different datasets; and tuning the machine learning algorithm using the determined optimal hyperparameter values for the at least one hyperparameter of the machine learning algorithm to generate a machine learning model.


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