• Patent Title: Joint optimization of ensembles in deep learning
  • Application No.: US16619516
    Application Date: 2018-09-26
  • Publication No.: US11270188B2
    Publication 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
Joint optimization of ensembles in deep learning
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.
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