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. 2021 May 14;21(10):3434. doi: 10.3390/s21103434

Table 2.

Optimization algorithm and hyperparameter settings for training the CNN.

Sound Event Speech Command
Optimization algorithm Adam Adam
Initial learn rate 0.001 0.0003
Mini batch size 50 128
Max epochs 30 25
Learn rate drop factor 0.5 0.1
Learn rate drop period 6 20
L2 regularization 0.05 0.05