Invention Grant
- Patent Title: Joint optimization of ensembles in deep learning
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Application No.: US16619516Application Date: 2018-09-26
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Publication No.: US11270188B2Publication Date: 2022-03-08
- Inventor: James K. Baker
- Applicant: D5AI LLC
- Applicant Address: US FL Maitland
- Assignee: D5AI LLC
- Current Assignee: D5AI LLC
- Current Assignee Address: US FL Maitland
- Agency: K&L Gates LLP
- International Application: PCT/US2018/052857 WO 20180926
- International Announcement: WO2019/067542 WO 20190404
- Main IPC: G06N3/04
- IPC: G06N3/04 ; G06N3/08

Abstract:
Computer-implemented, machine-learning systems and methods relate to a combination of neural networks. The systems and methods train the respective member networks both (i) to be diverse and yet (ii) according to a common, overall objective. Each member network is trained or retrained jointly with all the other member networks, including member networks that may not have been present in the ensemble when a member is first trained.
Public/Granted literature
- US20200210812A1 JOINT OPTIMIZATION OF ENSEMBLES IN DEEP LEARNING Public/Granted day:2020-07-02
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