BENCHMARKING MACHINE LEARNING MODELS VIA PERFORMANCE FEEDBACK

Patent №

US 10,949,252

Granted

2021-03-16

Filed 2018

Owner

AMAZON TECHNOLOGIES, INC.

AI components

6

ml · vision · kr · planning · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

15895747

Techniques for benchmarking a machine learning model/algorithm are described. For example, in some instances a method includes generating an execution plan for benchmarking of at least one task corresponding to a machine learning model based on an identified machine learning model, identified training data, and at least one objective for the benchmarking job; receiving execution statistics about the execution of the task as a part of the benchmarking job according to the execution plan; and updating the execution plan based at least in part on the received execution statistics of the task.

AI classification

Planning1.00
Machine learning1.00
AI hardware1.00
Knowledge representation1.00
Evolutionary computation0.89
Vision0.64
Natural language0.02
Speech0.00

Ownership

AMAZON TECHNOLOGIES, INC.

assignment · 450940810

Assignors

KRISHNAMURTHY, SANDEEP, CHEN, JIAJIE, ESTERHAZY, JONATHAN, SWAMY, NAVEEN MYSORE NAGENDRA, YU, RUOFEI, WANG, YAO, NAGMOTE, ROSHANI, LUPESKO, HAGAY, MADAN, VIKRAM

On an employer assignment, the assignors are typically the inventors.

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