MACHINE LEARNING SYSTEM AND MACHINE LEARNING METHOD

A machine learning system and a machine learning method capable of selecting a pretrained model to be used in transfer learning in a short time without actually executing the transfer learning includes a pretrained model acquisition unit which acquires a pretrained model from a pretrained model stor...

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Bibliographische Detailangaben
Hauptverfasser: ASAI, Daisuke, IKEDA, Mitsuji, MINEKAWA, Yohei, ISHIKAWA, Masayoshi, ABE, Yuichi
Format: Patent
Sprache:eng
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Beschreibung
Zusammenfassung:A machine learning system and a machine learning method capable of selecting a pretrained model to be used in transfer learning in a short time without actually executing the transfer learning includes a pretrained model acquisition unit which acquires a pretrained model from a pretrained model storage unit storing a plurality of pretrained models obtained by learning a transfer source task under respective conditions; a transfer learning dataset storage unit configured to store dataset related to a transfer target task; a pretrained model adaptability evaluation unit configured to evaluate adaptability of each pretrained model acquired by the pretrained model acquisition unit to the dataset related to the transfer target task; and a transfer learning unit configured to execute, based on an evaluation result of the pretrained model adaptability evaluation unit, transfer learning using a selected pretrained model and the dataset, and outputs a learning result as a trained model.