LEARNING SYSTEM AND METHOD

According to one embodiment, a learning system includes a plurality of local devices and a server. Each of the local devices includes a processor. The processor selects a mini-batch from local data. The processor trains a local model using the mini-batch. The processor generates local data informati...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Hauptverfasser: HIRAI, Ryusuke, NITTA, Shuhei, KOKOJIMA, Yoshiyuki
Format: Patent
Sprache:eng
Schlagworte:
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Beschreibung
Zusammenfassung:According to one embodiment, a learning system includes a plurality of local devices and a server. Each of the local devices includes a processor. The processor selects a mini-batch from local data. The processor trains a local model using the mini-batch. The processor generates local data information relating to the local data included in the mini-batch and indicating information different from a label. The processor transmits a local model parameter relating to the local model and the local data information to the server. The server includes a processor. The processor calculates an integrated parameter using the local data information acquired from each of the local devices. The processor updates a global model using the integrated parameter and the local model parameter acquired from each of the local devices.