AUTOMATED DATA TABLE DISCOVERY FOR AUTOMATED MACHINE LEARNING

Patent №

US 11,620,550

Granted

2023-04-04

Filed 2020

Owner

INTERNATIONAL BUSINESS MACHINES CORPORATION

AI components

6

ml · nlp · vision · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16989876

Embodiments relate to a system, program product, and method for leveraging cognitive systems to facilitate the automated data table discovery for automated machine learning, and, more specifically, to leveraging a trained cognitive system to automatically search for additional data in an external data source that may be merged with an initial user-selected data table to generate a more robust machine learning model. Manual efforts to find and validate data appropriate for building and training a particular model for a particular task are significantly reduced. Specifically, a learning-based approach to leverage with machine learning models to automatically discover related datasets and join the datasets for a given initial dataset is disclosed herein. Operations that include dataset selection facilitate continued reinforcement learning of the systems.

Machine learningNatural languageVisionKnowledge representationPlanningAI hardwareG06F 16/258G06N 5/04G06F 16/2456G06F 16/254G06N 3/006G06N 3/045G06N 3/0464G06N 3/08+4 more

AI classification

Machine learning1.00
Planning1.00
Natural language1.00
AI hardware1.00
Knowledge representation0.99
Vision0.96
Speech0.01
Evolutionary computation0.00

Ownership

INTERNATIONAL BUSINESS MACHINES CORPORATION

assignment · 534500882

Assignors

WANG, DAKUO, YU, MO, CHAUDHARY, ARUNIMA, GAN, CHUANG, PAN, QIAN, WEIDELE, DANIEL KARL I., VALENTE, ABEL, YANG, JI HUI

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

From the same owner

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