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    MACHINE LEARNING OPTIMIZATION FRAMEWORK
    42.
    发明申请
    MACHINE LEARNING OPTIMIZATION FRAMEWORK 审中-公开

    公开(公告)号：US20190146424A1

    公开(公告)日：2019-05-16

    申请号：US15814565

    申请日：2017-11-16

    申请人： International Business Machines Corporation

    发明人： Teodora Buda ,  Patrick Joseph O'Sullivan ,  Hitham Ahmed Assem Aly Salama ,  Lei Xu

    IPC分类号： G05B13/02 ,  G06F15/18

    摘要： Techniques that facilitate machine learning optimization are provided. In one example, a system includes a computational resource component, a batch interval component, and a machine learning component. The computational resource component collects computational resource data associated with a group of computing devices that performs a machine learning process. The batch interval component determines, based on the computational resource data, batch interval data indicative of a time interval to collect data for the machine learning process. The machine learning component provides the batch interval data to the group of computing devices to facilitate execution of the machine learning process based on the batch interval data.

    ADAPTIVE CONFIGURATION OF A HETEROGENEOUS CLUSTER ENVIRONMENT
    43.
    发明申请
    ADAPTIVE CONFIGURATION OF A HETEROGENEOUS CLUSTER ENVIRONMENT 审中-公开

    公开(公告)号：US20190050754A1

    公开(公告)日：2019-02-14

    申请号：US15859542

    申请日：2017-12-31

    申请人： International Business Machines Corporation

    发明人： Hitham Ahmed Assem Aly Salama ,  Teodora Sandra Buda ,  Faisal Ghaffar ,  Lei Xu

    IPC分类号： G06N99/00 ,  H04L12/24

    摘要： An embodiment includes a method for use in managing a system comprising one or more computers, each computer comprising at least one hardware processor coupled to at least one memory, the method comprising a computer-implemented manager: generating a potential configuration for hardware resources of the system; determining whether the potential configuration satisfies accuracy and time constraints for a selected machine learning model; if the potential configuration satisfies the constraints, indicating the potential configuration to be the optimal configuration for the system; and if the potential configuration does not satisfy the constraints, adapting the potential configuration to satisfy the constraints. The adapting may comprise repeating the generating and determining steps. The adapting may be based at least in part on the hardware resources and the selected machine learning model.

    ADAPTIVE CONFIGURATION OF A HETEROGENEOUS CLUSTER ENVIRONMENT
    44.
    发明申请
    ADAPTIVE CONFIGURATION OF A HETEROGENEOUS CLUSTER ENVIRONMENT 审中-公开

    公开(公告)号：US20190050751A1

    公开(公告)日：2019-02-14

    申请号：US15675925

    申请日：2017-08-14

    申请人： International Business Machines Corporation

    发明人： Hitham Ahmed Assem Aly Salama ,  Teodora Sandra Buda ,  Faisal Ghaffar ,  Lei Xu

    IPC分类号： G06N99/00 ,  H04L12/24

    摘要： An embodiment includes a method for use in managing a system comprising one or more computers, each computer comprising at least one hardware processor coupled to at least one memory, the method comprising a computer-implemented manager: generating a potential configuration for hardware resources of the system; determining whether the potential configuration satisfies accuracy and time constraints for a selected machine learning model; if the potential configuration satisfies the constraints, indicating the potential configuration to be the optimal configuration for the system; and if the potential configuration does not satisfy the constraints, adapting the potential configuration to satisfy the constraints. The adapting may comprise repeating the generating and determining steps. The adapting may be based at least in part on the hardware resources and the selected machine learning model.

    QUALITY OF EXPERIENCE FOR COMMUNICATION SESSIONS
    49.
    发明申请
    QUALITY OF EXPERIENCE FOR COMMUNICATION SESSIONS 有权
    通信会议经验质量

    公开(公告)号：US20160165007A1

    公开(公告)日：2016-06-09

    申请号：US14560019

    申请日：2014-12-04

    申请人： International Business Machines Corporation

    发明人： Hitham Ahmed Assem Aly Salama ,  Jonathan Dunne ,  James P. Galvin, JR. ,  Patrick J. O'Sullivan

    IPC分类号： H04L29/08 ,  H04L12/26

    CPC分类号： H04L67/322 ,  H04L41/5067 ,  H04L47/24 ,  H04L65/403 ,  H04L65/80 ,  H04L67/142

    摘要： A computer-implemented method, computer program product, and computing system is provided for managing quality of experience for communication sessions. In an implementation, a method may include determining a participant focus metric for each of a plurality of participants of a communication session. The method may also include identifying one of the plurality of participants of the communication session as having sufficient capacity to support the communication session based upon, at least in part, the participant focus metric for each of the plurality of participants of the communication session. The method may also include selecting the one of the plurality of participants having a sufficient capacity to support the communication session as a selected focus for the communication session. The method may further include adaptively implementing a centralized communication session architecture utilizing the selected focus.

    摘要翻译： 提供计算机实现的方法，计算机程序产品和计算系统，用于管理通信会话的体验质量。 在实现中，方法可以包括确定通信会话的多个参与者中的每一个的参与者焦点度量。 该方法还可以包括基于至少部分地基于通信会话的多个参与者中的每个参与者的参与者聚焦度量来将通信会话的多个参与者之一识别为具有足够的能力来支持通信会话。 该方法还可以包括选择具有足够容量的多个参与者中的一个以支持通信会话作为通信会话的选定焦点。 该方法还可以包括利用所选焦点自适应地实现集中式通信会话架构。