Early Diagnosis of Brain Tumour MRI Images Using Hybrid Techniques between Deep and Machine Learning

Table 3

Adjusted training parameters of ResNet-18 and AlexNet models.

Option	AlexNet	ResNet-18
Training option	Adam	Adam
Minimum batch size	135	15
Maximum epoch	10	8
Initial learn rate	0.0001	0.0001
Validation frequency	50	5
Training time (min)	47 min 35 sec	349 min 13 sec
Execution environment	GPU	GPU