公开(公告)号：US20240296337A1

公开(公告)日：2024-09-05

申请号：US18178225

申请日：2023-03-03

Applicant: ADOBE INC.

Inventor： Surgan Jandial ,  Tarun Ram Menta ,  Akash Sunil Patil ,  Chirag Agarwal ,  Mausoom Sarkar ,  Balaji Krishnamurthy

IPC: G06N3/096

CPC classification number: G06N3/096

Abstract: Systems and methods for transfer learning are provided. According to one aspect, a method for transfer learning includes obtaining a target dataset, a source dataset, and a machine learning model trained on the source dataset; selecting a hard subset of the target dataset based on a similarity between the hard subset and the source dataset; computing a transferability metric for the target dataset based on the hard subset of the target dataset; and training the machine learning model using the target dataset based on the transferability metric.