Investigation of Applying Machine Learning and Hyperparameter Tuned Deep Learning Approaches for Arrhythmia Detection in ECG Images

Table 6

Hyperparameters and their values in the CNN-Hyper-tuned model.

Hyperparameters	Trail 1	Trail 2	Trail 3	Trail 4	Trail 5
conv_1_filter	80	80	112	96	64
conv_1_kernel	5	5	5	3	3
conv_2_filter	56	64	56	64	48
conv_4_filter	32	40	48	48	56
dense_1_units	80	80	128	64	64
dense_2_units	80	96	64	112	128
Learning_rate	0.01	0.001	0.01	0.001	0.01
Score	0.78123	0.83211	0.88993	0.94375	0.93531