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Table 4 LeNet hyperparameters

From: Effective hyperparameter optimization using Nelder-Mead method in deep learning

Name

Description

Range

x 1

Learning rate (\(= 0.1^{x_{1}}\phantom {\dot {i}\!}\))

[ 1,4]

x 2

Momentum (\(= 1 - 0.1^{x_{2}}\phantom {\dot {i}\!}\))

[ 0.5,2]

x 3

L2 weight decay

[ 0.001,0.01]

\(x_{4}^{*}\)

FC1 units

[ 256,1024]

  1. Integer parameters are marked with ∗