SIMILARITY-BASED HIERARCHICAL DATA LOADING FOR MACHINE LEARNING TRAINING

Patent №

US 11,354,595

Granted

2022-06-07

Filed 2020

Owner

INTERNATIONAL BUSINESS MACHINES CORPORATION

AI components

3

ml · kr · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16837133

Original data for machine learning training can be received. The original data can be divided into baseline data and difference data. The baseline data and the difference data can be stored in different memory devices of the memory hierarchy associated with a computer, wherein the baseline data is stored in a first memory device having faster access speed than a second memory device in which the difference data is stored. The baseline data and the difference data can be loaded from the different memory devices. The original data can be reconstructed from the baseline data and the difference data. The reconstructed original data can be fed to a machine learning model to train the machine learning model.

Machine learningKnowledge representationAI hardwareG06N 20/00G06F 3/0604G06F 3/061G06F 3/0647G06F 3/0685G06F 3/0649

AI classification

Machine learning1.00
AI hardware0.99
Knowledge representation0.59
Vision0.01
Natural language0.00
Speech0.00
Evolutionary computation0.00
Planning0.00

Ownership

INTERNATIONAL BUSINESS MACHINES CORPORATION

assignment · 522840340

Assignors

LEE, EUN KYUNG, CONG, GUOJING, YANG, CHIH-CHIEH

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

From the same owner

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