FEATURE PROCESSING TRADEOFF MANAGEMENT

Patent №

US 10,169,715

Granted

2019-01-01

Filed 2014

Owner

AMAZON TECHNOLOGIES, INC.

AI components

3

ml · nlp · evo

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

14489448

At a machine learning service, a set of candidate variables that can be used to train a model is identified, including at least one processed variable produced by a feature processing transformation. A cost estimate indicative of an effect of implementing the feature processing transformation on a performance metric associated with a prediction goal of the model is determined. Based at least in part on the cost estimate, a feature processing proposal that excludes the feature processing transformation is implemented.

AI classification

Machine learning1.00
Evolutionary computation0.99
Natural language0.74
AI hardware0.49
Knowledge representation0.34
Planning0.11
Speech0.01
Vision0.00

Ownership

AMAZON TECHNOLOGIES, INC.

assignment · 350960259

Assignors

DIRAC, LEO PARKER, CORREA, NICOLLE M, DANNAKER, CHARLES ERIC

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

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