NEURAL NETWORKS HAVING REDUCED NUMBER OF PARAMETERS

    公开(公告)号:US20210142175A1

    公开(公告)日:2021-05-13

    申请号:US17251508

    申请日:2019-07-18

    Abstract: A method includes providing a neural network having a set of weights. The neural network receives an input data structure for generating a corresponding output array according to values of the set of weights. The neural network is trained to obtain a trained neural network. The training includes setting values of the set of weights with a gradient descent algorithm which exploits a cost function including a loss term and a regularization term. The trained neural network is deployed on a device through a communication network, and used by the device. The regularization term is based on a rate of change of elements of the output array caused by variations of the set of weights values.

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