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公开(公告)号：US11600070B2
公开(公告)日：2023-03-07
申请号：US17221947
申请日：2021-04-05
发明人： Tarek Elgamal , Shu Shi , Varun Gupta , John Murray , Rittwik Jana
摘要： A system can obtain a labelled data set, including historic video data and labelled events. The system can divide the labelled data set into historic training/testing data sets. The system can determine, using the historic training data set, a plurality of different parameter configurations to be used by a video encoder to encode a video that includes a plurality of video frames. Each parameter configuration can include a group of pictures (“GOP”) size and a scenecut threshold. The system can calculate an accuracy of event detection (“ACC”) and a filtering rate (“FR”) for each parameter configuration. The system can calculate, for each parameter configuration of the plurality of different parameter configurations, a harmonic mean between the ACC and the FR. The system can then select a best parameter configuration of the plurality of different parameter configurations based upon the parameter configuration that has the highest harmonic mean.
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公开(公告)号：US11544617B2
公开(公告)日：2023-01-03
申请号：US15960265
申请日：2018-04-23
发明人： Syed Anwar Aftab , Guy Jacobson , Reuben Klein , John Murray , Mazin Gilbert , Manoop Talasila , Kazi Farooqui
摘要： A method may include a processing system having at least one processor for receiving a first machine learning model, the first machine learning model in a first format associated with a first development environment, adapting the first machine learning model to a containerized environment, validating the first machine learning model according to at least one validation criterion associated with a repository, and publishing the first machine learning model to the repository.
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公开(公告)号：US11026122B2
公开(公告)日：2021-06-01
申请号：US16541690
申请日：2019-08-15
发明人： Yu Zhou , Varun Gupta , Rittwik Jana , John Murray
IPC分类号： H04J3/16 , H04J11/00 , H04W24/02 , H04W24/08 , H04W24/10 , H04W28/02 , H04W28/08 , H04W28/16 , H04W56/00 , H04W72/04 , H04W72/12 , H04W84/04 , H04W88/12 , H04W88/18 , H04W92/02 , H04W92/12
摘要： Aspects of the subject disclosure may include, for example, a process or apparatus for receiving, by a processing system including a processor, cell traffic reports for cells of a radio communication network, performing a reconfiguration analysis to identify reconfiguration information to reconfigure the radio communication network according to changing network conditions, and communicating the reconfiguration information defining a new cell configuration for the cells of the radio communication network and communicating information defining a new reconfiguration time for the cells to substantially synchronously switch to communicating according to the reconfiguration information. The receiving the cell traffic reports, the performing the reconfiguration analysis and the communicating the reconfiguration information occur in substantially real time. Other embodiments are disclosed.
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公开(公告)号：US20190325353A1
公开(公告)日：2019-10-24
申请号：US15960265
申请日：2018-04-23
发明人： Syed Anwar Aftab , Guy Jacobson , Reuben Klein , John Murray , Mazin Gilbert , Manoop Talasila , Kazi Farooqui
摘要： A method may include a processing system having at least one processor for receiving a first machine learning model, the first machine learning model in a first format associated with a first development environment, adapting the first machine learning model to a containerized environment, validating the first machine learning model according to at least one validation criterion associated with a repository, and publishing the first machine learning model to the repository.
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公开(公告)号：US20230134078A1
公开(公告)日：2023-05-04
申请号：US18092255
申请日：2022-12-31
发明人： Syed Anwar Aftab , Guy Jacobson , Reuben Klein , John Murray , Mazin Gilbert , Manoop Talasila , Kazi Farooqui
摘要： A method may include a processing system having at least one processor for receiving a first machine learning model, the first machine learning model in a first format associated with a first development environment, adapting the first machine learning model to a containerized environment, validating the first machine learning model according to at least one validation criterion associated with a repository, and publishing the first machine learning model to the repository.
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公开(公告)号：US11595254B2
公开(公告)日：2023-02-28
申请号：US17027889
申请日：2020-09-22
发明人： David Gibbon , Thomas Kirk , Behzad Shahraray , John Murray , Mazin Gilbert
IPC分类号： H04L41/00 , H04L41/0816 , H04L43/08 , G06F9/455 , H04L43/0817 , H04L41/0823
摘要： An intelligent agent monitors operation of at least one software virtualized network (VN). Context information associated with the VN is used to analyze a state of the VN. At least one configuration change is caused to the VN in response to analysis of the state of the VN. A change is identified to the state of the VN caused by the configuration change. A determination is made as to whether or not the change to the state of the VN is an improvement to operation of the VN. A response to the determination is made by causing at least one other configuration change to the VN.
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公开(公告)号：US20210304766A1
公开(公告)日：2021-09-30
申请号：US17347398
申请日：2021-06-14
发明人： Varun Gupta , John Murray , Kaustubh Joshi , Mazin Gilbert , Oliver Spatscheck , Rittwik Jana
摘要： Devices, computer-readable media, and methods for submitting a modified voice input to a service based upon a user intent determined from a voice input in accordance with a voice interface of the service are disclosed. A processing system including at least one processor may obtain a voice input of a user, determine an intent from the voice input, identify a first service, from among a plurality of services, in accordance with the intent, and formulate a first modified voice input from the voice input in accordance with a voice interface of the first service, where each of the services is associated with one of a plurality of different voice interfaces. The processing system may further submit the first modified voice input to the first service, obtain a first voice response from the first service, and present a voice output to the user in accordance with the first voice response.
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公开(公告)号：US20210250813A1
公开(公告)日：2021-08-12
申请号：US17241175
申请日：2021-04-27
发明人： Yu Zhou , Varun Gupta , Rittwik Jana , John Murray
IPC分类号： H04W28/16 , H04W24/02 , H04W24/10 , H04W56/00 , H04J3/16 , H04W72/04 , H04W72/12 , H04J11/00 , H04W24/08 , H04W28/08 , H04W28/02
摘要： Aspects of the subject disclosure may include, for example, a process or apparatus for receiving, by a processing system including a processor, cell traffic reports for cells of a radio communication network, performing a reconfiguration analysis to identify reconfiguration information to reconfigure the radio communication network according to changing network conditions, and communicating the reconfiguration information defining a new cell configuration for the cells of the radio communication network and communicating information defining a new reconfiguration time for the cells to substantially synchronously switch to communicating according to the reconfiguration information. The receiving the cell traffic reports, the performing the reconfiguration analysis and the communicating the reconfiguration information occur in substantially real time. Other embodiments are disclosed.
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公开(公告)号：US20210051522A1
公开(公告)日：2021-02-18
申请号：US16541690
申请日：2019-08-15
发明人： Yu Zhou , Varun Gupta , Rittwik Jana , John Murray
摘要： Aspects of the subject disclosure may include, for example, a process or apparatus for receiving, by a processing system including a processor, cell traffic reports for cells of a radio communication network, performing a reconfiguration analysis to identify reconfiguration information to reconfigure the radio communication network according to changing network conditions, and communicating the reconfiguration information defining a new cell configuration for the cells of the radio communication network and communicating information defining a new reconfiguration time for the cells to substantially synchronously switch to communicating according to the reconfiguration information. The receiving the cell traffic reports, the performing the reconfiguration analysis and the communicating the reconfiguration information occur in substantially real time. Other embodiments are disclosed.
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公开(公告)号：US20210006463A1
公开(公告)日：2021-01-07
申请号：US17027889
申请日：2020-09-22
发明人： David Gibbon , Thomas Kirk , Behzad Shahraray , John Murray , Mazin Gilbert
摘要： An intelligent agent monitors operation of at least one software virtualized network (VN). Context information associated with the VN is used to analyze a state of the VN. At least one configuration change is caused to the VN in response to analysis of the state of the VN. A change is identified to the state of the VN caused by the configuration change. A determination is made as to whether or not the change to the state of the VN is an improvement to operation of the VN. A response to the determination is made by causing at least one other configuration change to the VN.
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