Deep Learning-Based Framework for the Detection of Cyberattack Using Feature Engineering

Table 4

Model training and validation of 1D Convolutional Neural Network (binary classification).

Epoch	Accuracy	Loss	Validation accuracy	Validation loss
1	0.91	0.19	0.95	0.03
2	0.92	0.18	0.96	0.03
3	0.93	0.18	0.97	0.03
4	0.94	0.17	0.98	0.023
5	0.97	0.17	0.99	0.021
6	0.98	0.15	0.991	0.002
7	0.992	0.13	0.992	0.0019
8	0.994	0.12	0.993	0.0018
9	0.995	0.12	0.997	0.0017
10	0.995	0.12	0.998	0.0016
11	0.995	0.12	0.998	0.0012