METHODS, SYSTEMS, AND FRAMEWORKS FOR DATA ANALYTICS USING MACHINE LEARNING

Patent №

US 11,379,757

Granted

2022-07-05

Filed 2019

Owner

BIOSYMETRICS, INC.

Lab

AI components

5

ml · vision · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16528497

Some embodiments relate to methods, systems, and frameworks for data analytics using machine learning, such as methods and systems for preprocessing of biomedical data, using machine learning, for input to a predictive model. The method may include receiving data from a data source, using at least one machine learning (ML) algorithm from a plurality of ML algorithms to obtain at least one combination of preprocessing steps, and computing an accuracy score for each of the at least one combination based on accuracy of prediction of the predictive model. The method may further include using at least one ML algorithm to optimize the feature selection of the predictive model, combining a plurality of datasets into a single dataset, and using a parallel computing network to provide a framework for executing such predictive model.

Machine learningVisionKnowledge representationPlanningAI hardwareG06N 20/00G16H 50/70G06N 3/0464G06N 3/09G16H 10/00G16H 30/20G06N 3/08G06N 5/01+2 more

AI classification

Machine learning1.00
Planning1.00
Vision0.99
AI hardware0.91
Knowledge representation0.84
Evolutionary computation0.07
Natural language0.01
Speech0.00

Ownership

BIOSYMETRICS, INC.

assignment · 504110449

Assignors

AFSHIN-POUR, BABAK, CATTERSON, VICTORIA, LOPES, CINDY, CATES, JILL, IACOVONE, ANTHONY, MUSSO, GABRIEL

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

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