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