Training LSTM model... Epoch 1, Loss: 71.1234 Epoch 2, Loss: 68.6489 Epoch 3, Loss: 69.2523 Epoch 4, Loss: 68.8158 Epoch 5, Loss: 68.9286
precision recall f1-score support
0 0.00 0.00 0.00 165
1 0.00 0.00 0.00 58
2 0.66 1.00 0.79 430
accuracy 0.66 653
macro avg 0.22 0.33 0.26 653 weighted avg 0.43 0.66 0.52 653
Training GRU model... Epoch 1, Loss: 70.4632 Epoch 2, Loss: 69.1792 Epoch 3, Loss: 69.2010 Epoch 4, Loss: 68.6870 Epoch 5, Loss: 68.6591
precision recall f1-score support
0 0.00 0.00 0.00 165
1 0.00 0.00 0.00 58
2 0.66 1.00 0.79 430
accuracy 0.66 653
macro avg 0.22 0.33 0.26 653 weighted avg 0.43 0.66 0.52 653
Training CNN model... Epoch 1, Loss: 70.8052 Epoch 2, Loss: 62.6982 Epoch 3, Loss: 37.3597 Epoch 4, Loss: 8.0962 Epoch 5, Loss: 1.3354 precision recall f1-score support
0 0.47 0.42 0.45 165
1 0.24 0.09 0.13 58
2 0.72 0.81 0.77 430
accuracy 0.65 653
macro avg 0.48 0.44 0.45 653 weighted avg 0.62 0.65 0.63 653