Lessoon 1: Deep Learning 2018

2018-09-26  本文已影响8人  闫_锋

Draw the Learning Rate against loss curve to detect the fastest decreasing gradient, which is not the minimal point in this line.

Once it reaches the best learning rate, the iteration stops.

Same idea applies for number of epochs

https://arxiv.org/pdf/1506.01186.pdf

https://towardsdatascience.com/understanding-learning-rates-and-how-it-improves-performance-in-deep-learning-d0d4059c1c10

https://blog.csdn.net/guojingjuan/article/details/53200776

https://www.jeremyjordan.me/nn-learning-rate/

https://medium.com/@lipeng2/cyclical-learning-rates-for-training-neural-networks-4de755927d46

https://github.com/bckenstler/CLR

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