LSTM and RNN to Predict COVID Cases: Lethality’s and Tests in GCC Nations and India

Sulthana A. Razia, Jovith Arokiaraj, A. K. Jaithunbi

Table 4. LSTM error table

Adam Classifier: RNN using LSTM Country: India 4 hidden layer, each with 10 units. A dropout of 0.2 in each layer. Output layer with 1 unit Calculated: mean_squared_error epoch 1 Total Cases Total Deaths Total tests epoch 2 0.0463 0.0562 0.0334 epoch 3 0.0378 0.0498 0.0310 epoch 4 0.0361 0.0455 0.0298 epoch 5 0.0339 0.0344 0.0251 epoch 6 0.0325 0.0321 0.0201 epoch 7 0.0263 0.0314 0.0098 epoch 8 0.0224 0.0214 0.0077 epoch 9 0.0131 0.0121 0.0052 epoch 10 0.0057 0.0088 0.0001