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As deep learning has been widespread in a wide range of applications, its training speed and convergence have become crucial. Among different hyperparameters existed in the gradient descent algorithm, the learning rate has an essential role in the learning procedure. This paper presents a new statistical algorithm for adapting the learning rate during the training process. The proposed T-LRA (trend-based...
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