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公开(公告)号:US20240232647A9
公开(公告)日:2024-07-11
申请号:US18492646
申请日:2023-10-23
Applicant: Waymo LLC
Inventor: Zhaoqi Leng , Guowang Li , Chenxi Liu , Pei Sun , Tong He , Dragomir Anguelov , Mingxing Tan
IPC: G06N3/0985
CPC classification number: G06N3/0985
Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for training a machine learning model on training data. In one aspect, one of the methods include: obtaining a training data set comprising a plurality of training inputs; obtaining data defining an original search space of a plurality of candidate data augmentation policies; generating, from the original search space, a compact search space that has one or more global hyperparameters; and training the machine learning model on the training data using one or more final data augmentation policies generated from the compact search space.
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公开(公告)号:US20240135195A1
公开(公告)日:2024-04-25
申请号:US18492646
申请日:2023-10-22
Applicant: Waymo LLC
Inventor: Zhaoqi Leng , Guowang Li , Chenxi Liu , Pei Sun , Tong He , Dragomir Anguelov , Mingxing Tan
IPC: G06N3/0985
CPC classification number: G06N3/0985
Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for training a machine learning model on training data. In one aspect, one of the methods include: obtaining a training data set comprising a plurality of training inputs; obtaining data defining an original search space of a plurality of candidate data augmentation policies; generating, from the original search space, a compact search space that has one or more global hyperparameters; and training the machine learning model on the training data using one or more final data augmentation policies generated from the compact search space.
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