Table 3 List of hyperparameters tested in LSTM network models.

From: Small intestinal viability assessment using dielectric relaxation spectroscopy and deep learning

Hyperparameter

Values

Learning rate \(\eta\)

[\(10^{-6}, 10^{-5}, 10^{-4}, 10^{-3}, 10^{-2}]\)

Regularization parameter \(\lambda\)

\([10^{-6}, 10^{-5}, 10^{-4}, 10^{-3}]\)

Minibatch size

[8, 16, 32, 64]

RNN units

[8, 16, 32, 64]

Dropout

[0.1, 0.2, 0.3]40