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公开(公告)号:US20240143984A1
公开(公告)日:2024-05-02
申请号:US18491261
申请日:2023-10-20
申请人: CVS Pharmacy, Inc.
发明人: David Rimshnick , Grigoriy Koytiger , Joshua Hug
IPC分类号: G06N3/049 , G06N3/0455 , G06N3/0499 , G06N3/09
CPC分类号: G06N3/049 , G06N3/0455 , G06N3/0499 , G06N3/09
摘要: A system is provided including a data pipeline and a model pipeline. A data pipeline includes: an input that receives a first dataset representing categorical features and a second dataset representing numerical features; a feature ingestion block that generates an output corresponding to a sum of the first dataset with the second dataset; an output that provides training labels based on a processing of the summed datasets to predict a temporally isolated and discrete event; and a label creation block that receives the output and generates labels for date features in the first dataset. A model pipeline includes a neural network(s) that: receives a first input corresponding to a summation of non learned date embedding with learned feature embedding; and contextualizes the summation by date embedding historical patient data into the summation. The model pipeline includes a prediction block that receives the contextualized summation and predicts one or more outcomes.
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公开(公告)号:US20240028839A1
公开(公告)日:2024-01-25
申请号:US18469128
申请日:2023-09-18
IPC分类号: G06F40/35 , G06F16/242 , G06F40/279 , G06F40/58 , G10L15/22 , G06F40/211 , G06F40/30 , G06Q30/0251 , G10L15/16 , G10L15/18 , G06F40/226 , G16H10/60 , G06N5/02 , G10L25/63 , G06F16/332 , G06F40/126 , G06F40/242 , G06F16/31 , G06Q30/0601 , G06Q10/1053 , G06N3/0455 , G06N3/0499 , G06N3/0442 , G06N3/08 , G10L15/26 , G06F16/951 , G06F40/47 , G06F40/123 , G06F40/20 , G06F40/45 , H04L51/02 , G06F40/205
CPC分类号: G06F40/35 , G06F16/243 , G06F40/279 , G06F40/58 , G10L15/22 , G06F40/211 , G06F40/30 , G06Q30/0255 , G10L15/16 , G10L15/1815 , G06F40/226 , G16H10/60 , G06N5/02 , G10L25/63 , G06F16/3329 , G06F40/126 , G06F40/242 , G06F16/322 , G06Q30/0631 , G06Q10/1053 , G06N3/0455 , G06N3/0499 , G06N3/0442 , G06N3/08 , G10L15/26 , G06F16/951 , G06F40/47 , G06F40/123 , G06F40/20 , G06F40/45 , H04L51/02 , G06F40/205 , G06N3/091
摘要: A computer implemented method for the automated analysis or use of data is implemented by a voice assistant. The method comprises the steps of: (a) storing in a memory a structured, machine-readable representation of data that conforms to a machine-readable language (‘machine representation’); the machine representation including representations of user speech or text input to a human/machine interface; and (b) automatically processing the machine representations to analyse the user speech or text input.
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公开(公告)号:US20230394290A1
公开(公告)日:2023-12-07
申请号:US18204797
申请日:2023-06-01
发明人: Roman Lutsyshyn
IPC分类号: G06N3/0499
CPC分类号: G06N3/0499
摘要: In some aspects, the disclosure is directed to methods and systems for a multi-model message response generation system. A computing device may identify a first message. The computing device may determine that the first message is an initial message of a thread or includes an error log. Responsive to determining that the first message is the initial message of the thread or includes an error log, the computing device generates a response to the first message from a solution associated with a problem matching the first message. The computing device may identify a second message. The computing device may input the second message into a response generation model in response to determining the second message is not an initial message of a thread. The computing device may generate a second response from output data of the response generation model.
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公开(公告)号:US11829725B2
公开(公告)日:2023-11-28
申请号:US18088582
申请日:2022-12-25
IPC分类号: G06F17/00 , G06F40/35 , G06F16/242 , G06F40/279 , G06F40/58 , G10L15/22 , G06F40/211 , G06F40/30 , G06Q30/0251 , G10L15/16 , G10L15/18 , G06F40/226 , G16H10/60 , G06N5/02 , G10L25/63 , G06F16/332 , G06F40/126 , G06F40/242 , G06F16/31 , G06Q30/0601 , G06Q10/1053 , G06N3/0455 , G06N3/0499 , G06N3/0442 , G06N3/08 , G10L15/26 , G06F16/951 , G06F40/47 , G06F40/123 , G06F40/20 , G06F40/45 , H04L51/02 , G06F40/205 , G06N3/091 , G10L15/08
CPC分类号: G06F40/35 , G06F16/243 , G06F16/322 , G06F16/3329 , G06F16/951 , G06F40/123 , G06F40/126 , G06F40/20 , G06F40/205 , G06F40/211 , G06F40/226 , G06F40/242 , G06F40/279 , G06F40/30 , G06F40/45 , G06F40/47 , G06F40/58 , G06N3/0442 , G06N3/0455 , G06N3/0499 , G06N3/08 , G06N5/02 , G06Q10/1053 , G06Q30/0255 , G06Q30/0631 , G10L15/16 , G10L15/1815 , G10L15/22 , G10L15/26 , G10L25/63 , G16H10/60 , H04L51/02 , G06N3/091 , G10L2015/088
摘要: A computer implemented method for the automated analysis or use of data is implemented by a voice assistant. The method comprises the steps of: (a) storing in a memory a structured, machine-readable representation of data that conforms to a machine-readable language (‘machine representation’); the machine representation including representations of user speech or text input to a human/machine interface; and (b) automatically processing the machine representations to analyse the user speech or text input.
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公开(公告)号:US20230316055A1
公开(公告)日:2023-10-05
申请号:US18130335
申请日:2023-04-03
申请人: Google LLC
IPC分类号: G06N3/0499
CPC分类号: G06N3/0499
摘要: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for performing a machine learning task on a network input to generate a network output. One of the systems comprises an attention neural network configured to perform the machine learning task, the attention neural network comprising a plurality of attention layers, each attention layer comprising an attention sub-layer that is arranged in parallel with a feed-forward sub-layer.
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公开(公告)号:US11763096B2
公开(公告)日:2023-09-19
申请号:US18088574
申请日:2022-12-25
IPC分类号: G06F17/00 , G06F40/35 , G06F16/242 , G06F40/279 , G06F40/58 , G10L15/22 , G06F40/211 , G06F40/30 , G06Q30/0251 , G10L15/16 , G10L15/18 , G06F40/226 , G16H10/60 , G06N5/02 , G10L25/63 , G06F16/332 , G06F40/126 , G06F40/242 , G06F16/31 , G06Q30/0601 , G06Q10/1053 , G06N3/0455 , G06N3/0499 , G06N3/0442 , G06N3/08 , G10L15/26 , G06F16/951 , G06F40/47 , G06F40/123 , G06F40/20 , G06F40/45 , H04L51/02 , G06F40/205 , G06N3/091 , G10L15/08
CPC分类号: G06F40/35 , G06F16/243 , G06F16/322 , G06F16/3329 , G06F16/951 , G06F40/123 , G06F40/126 , G06F40/20 , G06F40/205 , G06F40/211 , G06F40/226 , G06F40/242 , G06F40/279 , G06F40/30 , G06F40/45 , G06F40/47 , G06F40/58 , G06N3/0442 , G06N3/0455 , G06N3/0499 , G06N3/08 , G06N5/02 , G06Q10/1053 , G06Q30/0255 , G06Q30/0631 , G10L15/16 , G10L15/1815 , G10L15/22 , G10L15/26 , G10L25/63 , G16H10/60 , H04L51/02 , G06N3/091 , G10L2015/088
摘要: A computer implemented method for the automated analysis or use of data is implemented by a voice assistant. The method comprises the steps of: (a) storing in a memory a structured, machine-readable representation of data that conforms to a machine-readable language (‘machine representation’); the machine representation including representations of user speech or text input to a human/machine interface; and (b) automatically processing the machine representations to analyse the user speech or text input.
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公开(公告)号:US12106060B2
公开(公告)日:2024-10-01
申请号:US18649227
申请日:2024-04-29
IPC分类号: G06F17/00 , G06F16/242 , G06F16/31 , G06F16/332 , G06F16/951 , G06F40/123 , G06F40/126 , G06F40/20 , G06F40/205 , G06F40/211 , G06F40/226 , G06F40/242 , G06F40/279 , G06F40/30 , G06F40/35 , G06F40/45 , G06F40/47 , G06F40/58 , G06N3/0442 , G06N3/0455 , G06N3/0499 , G06N3/08 , G06N5/02 , G06Q10/1053 , G06Q30/0251 , G06Q30/0601 , G10L15/16 , G10L15/18 , G10L15/22 , G10L15/26 , G10L25/63 , G16H10/60 , H04L51/02 , G06N3/091 , G10L15/08
CPC分类号: G06F40/35 , G06F16/243 , G06F16/322 , G06F16/3329 , G06F16/951 , G06F40/123 , G06F40/126 , G06F40/20 , G06F40/205 , G06F40/211 , G06F40/226 , G06F40/242 , G06F40/279 , G06F40/30 , G06F40/45 , G06F40/47 , G06F40/58 , G06N3/0442 , G06N3/0455 , G06N3/0499 , G06N3/08 , G06N5/02 , G06Q10/1053 , G06Q30/0255 , G06Q30/0257 , G06Q30/0631 , G10L15/16 , G10L15/1815 , G10L15/22 , G10L15/26 , G10L25/63 , G16H10/60 , H04L51/02 , G06N3/091 , G10L2015/088
摘要: A computer implemented method for the automated analysis or use of data is implemented by a voice assistant. The method comprises the steps of: (a) storing in a memory a structured, machine-readable representation of data that conforms to a machine-readable language (‘machine representation’); the machine representation including representations of user speech or text input to a human/machine interface; and (b) automatically processing the machine representations to analyse the user speech or text input.
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公开(公告)号:US20240320482A1
公开(公告)日:2024-09-26
申请号:US18176037
申请日:2023-02-28
发明人: Shuming MA , Li DONG , Shaohan HUANG , Dongdong ZHANG , Furu WEI , Hongyu WANG
IPC分类号: G06N3/08 , G06N3/0455 , G06N3/0499
CPC分类号: G06N3/08 , G06N3/0455 , G06N3/0499
摘要: A computing system is provided, including a processor configured to receive a training data set. Based at least in part on the training data set, the processor is further configured to train a transformer network that includes a plurality of layers. The plurality of layers each respectively include a plurality of sub-layers including an attention sub-layer, a feed-forward sub-layer, and a plurality of normalization sub-layers. The plurality of normalization sub-layers are downstream from corresponding sub-layers of the plurality of sub-layers. Each of the plurality of normalization sub-layers is configured to apply layer normalization to a sum of: a first scaling parameter multiplied by an input vector of the sub-layer; and an output vector of the sub-layer.
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公开(公告)号:US12099810B2
公开(公告)日:2024-09-24
申请号:US18088577
申请日:2022-12-25
IPC分类号: G06F40/30 , G06F16/242 , G06F16/31 , G06F16/332 , G06F16/951 , G06F40/123 , G06F40/126 , G06F40/20 , G06F40/205 , G06F40/211 , G06F40/226 , G06F40/242 , G06F40/279 , G06F40/35 , G06F40/45 , G06F40/47 , G06F40/58 , G06N3/0442 , G06N3/0455 , G06N3/0499 , G06N3/08 , G06N5/02 , G06Q10/1053 , G06Q30/0251 , G06Q30/0601 , G10L15/16 , G10L15/18 , G10L15/22 , G10L15/26 , G10L25/63 , G16H10/60 , H04L51/02 , G06N3/091 , G10L15/08
CPC分类号: G06F40/35 , G06F16/243 , G06F16/322 , G06F16/3329 , G06F16/951 , G06F40/123 , G06F40/126 , G06F40/20 , G06F40/205 , G06F40/211 , G06F40/226 , G06F40/242 , G06F40/279 , G06F40/30 , G06F40/45 , G06F40/47 , G06F40/58 , G06N3/0442 , G06N3/0455 , G06N3/0499 , G06N3/08 , G06N5/02 , G06Q10/1053 , G06Q30/0255 , G06Q30/0257 , G06Q30/0631 , G10L15/16 , G10L15/1815 , G10L15/22 , G10L15/26 , G10L25/63 , G16H10/60 , H04L51/02 , G06N3/091 , G10L2015/088
摘要: A computer implemented method for the automated analysis or use of data is implemented by a voice assistant. The method comprises the steps of: (a) storing in a memory a structured, machine-readable representation of data that conforms to a machine-readable language (‘machine representation’); the machine representation including representations of user speech or text input to a human/machine interface; and (b) automatically processing the machine representations to analyse the user speech or text input.
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公开(公告)号:US20240281616A1
公开(公告)日:2024-08-22
申请号:US18649155
申请日:2024-04-29
IPC分类号: G06F40/35 , G06F16/242 , G06F16/31 , G06F16/332 , G06F16/951 , G06F40/123 , G06F40/126 , G06F40/20 , G06F40/205 , G06F40/211 , G06F40/226 , G06F40/242 , G06F40/279 , G06F40/30 , G06F40/45 , G06F40/47 , G06F40/58 , G06N3/0442 , G06N3/0455 , G06N3/0499 , G06N3/08 , G06N3/091 , G06N5/02 , G06Q10/1053 , G06Q30/0251 , G06Q30/0601 , G10L15/08 , G10L15/16 , G10L15/18 , G10L15/22 , G10L15/26 , G10L25/63 , G16H10/60 , H04L51/02
CPC分类号: G06F40/35 , G06F16/243 , G06F16/322 , G06F16/3329 , G06F16/951 , G06F40/123 , G06F40/126 , G06F40/20 , G06F40/205 , G06F40/211 , G06F40/226 , G06F40/242 , G06F40/279 , G06F40/30 , G06F40/45 , G06F40/47 , G06F40/58 , G06N3/0442 , G06N3/0455 , G06N3/0499 , G06N3/08 , G06N5/02 , G06Q10/1053 , G06Q30/0255 , G06Q30/0257 , G06Q30/0631 , G10L15/16 , G10L15/1815 , G10L15/22 , G10L15/26 , G10L25/63 , G16H10/60 , H04L51/02 , G06N3/091 , G10L2015/088
摘要: A computer implemented method for the automated analysis or use of data is implemented by a voice assistant. The method comprises the steps of: (a) storing in a memory a structured, machine-readable representation of data that conforms to a machine-readable language (‘machine representation’); the machine representation including representations of user speech or text input to a human/machine interface; and (b) automatically processing the machine representations to analyse the user speech or text input.
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