TABLE 6. The Best Values Hyperparameter for the COVID 19 Dataset for Modified LSTM and Modified GRU.

DL Models	Neurons	Dropout	reg_rate
Modified LSTM one layer	110	0.6	0.4
Modified LSTM two layers	[290,470]	[0.4,0.5]	[0.01,02]
Modified LSTM three layers	[90, 350, 130]	[0.3,0.2,0.3]	[0.05, 0.01,02]
Modified GRU one layer	450	0.4	0.1
Modified GRU two layers	[290,170]	[0.9,0.2]	[0.01,04]
Modified GRU three layers	[190, 350, 110]	[0.7,0.9,0.3]	[0.01,0.4,0.3]