公开(公告)号：US20240289619A1

公开(公告)日：2024-08-29

申请号：US18424595

申请日：2024-01-26

Applicant: Google LLC

Inventor： Azade Nova ,  Hanjun Dai ,  Dale Eric Schuurmans

IPC: G06N3/082 ,  G06N3/048

CPC classification number: G06N3/082 ,  G06N3/048

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for performing a machine learning task on a network input to generate a network output. One of the methods includes: obtaining data specifying an initial neural network configured to perform a machine learning task; a representativeness measure for each of a plurality of filters; determining a central tendency measure for the plurality of filters based on processing a batch of network inputs using the initial neural network; determining a cumulative importance score for each of the plurality of filters; selecting a proper subset of the plurality of filters; and generating a pruned neural network configured to perform the machine learning task.