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:
Sep. 12, 2023

Filed:

Mar. 26, 2020
Applicant:

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

Inventors:

Ragav Venkatesan, Seattle, WA (US);

Gurumurthy Swaminathan, Redmond, WA (US);

Xiong Zhou, Bothell, WA (US);

Runfei Luo, Kirkland, WA (US);

Vineet Khare, Redmond, WA (US);

Assignee:

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

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 16/24 (2019.01); G06F 16/2458 (2019.01); G06F 16/25 (2019.01); G06F 16/248 (2019.01); G06N 3/04 (2023.01); H03M 7/30 (2006.01); G06N 3/082 (2023.01); G06Q 10/10 (2023.01);
U.S. Cl.
CPC ...
G06F 16/2474 (2019.01); G06F 16/248 (2019.01); G06F 16/252 (2019.01); G06N 3/04 (2013.01); G06N 3/082 (2013.01); H03M 7/30 (2013.01); G06Q 10/10 (2013.01);
Abstract

Compression profiles may be searched for trained neural networks. An iterative compression profile search may be performed response to a search request. Different prospective compression profiles may be generated for trained neural networks according to a search policy. Performance of compressed versions of the trained neural networks according to the compression profiles may be tracked. The search policy may be updated according to an evaluation of the performance of the compression profiles for the compressed versions of the trained neural networks using compression performance criteria. When a search criteria is satisfied, a result for the compression profile search may be provided.


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