Patent №
US 11,620,550
Granted
2023-04-04
Filed 2020
Owner
INTERNATIONAL BUSINESS MACHINES CORPORATION
Lab
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.
AI classification
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.