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155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 | Training and Validation Metrics Per Epoch ================================================== Epoch 1 Training Accuracy: 0.9702 Validation Accuracy: 0.9965 Training Loss: 0.0894 Validation Loss: 0.0201 -------------------------------------------------- Epoch 2 Training Accuracy: 0.9962 Validation Accuracy: 0.9977 Training Loss: 0.0175 Validation Loss: 0.0089 -------------------------------------------------- Epoch 3 Training Accuracy: 0.9976 Validation Accuracy: 0.9986 Training Loss: 0.0105 Validation Loss: 0.0056 -------------------------------------------------- Epoch 4 Training Accuracy: 0.9981 Validation Accuracy: 0.9990 Training Loss: 0.0075 Validation Loss: 0.0041 -------------------------------------------------- Epoch 5 Training Accuracy: 0.9987 Validation Accuracy: 0.9986 Training Loss: 0.0053 Validation Loss: 0.0043 -------------------------------------------------- Epoch 6 Training Accuracy: 0.9985 Validation Accuracy: 0.9994 Training Loss: 0.0045 Validation Loss: 0.0026 -------------------------------------------------- Epoch 7 Training Accuracy: 0.9994 Validation Accuracy: 0.9998 Training Loss: 0.0030 Validation Loss: 0.0021 -------------------------------------------------- Epoch 8 Training Accuracy: 0.9991 Validation Accuracy: 0.9996 Training Loss: 0.0033 Validation Loss: 0.0019 -------------------------------------------------- Epoch 9 Training Accuracy: 0.9993 Validation Accuracy: 0.9996 Training Loss: 0.0022 Validation Loss: 0.0017 -------------------------------------------------- Epoch 10 Training Accuracy: 0.9991 Validation Accuracy: 0.9994 Training Loss: 0.0025 Validation Loss: 0.0016 -------------------------------------------------- Epoch 11 Training Accuracy: 0.9994 Validation Accuracy: 0.9992 Training Loss: 0.0021 Validation Loss: 0.0016 -------------------------------------------------- Epoch 12 Training Accuracy: 0.9991 Validation Accuracy: 0.9994 Training Loss: 0.0031 Validation Loss: 0.0016 -------------------------------------------------- Epoch 13 Training Accuracy: 0.9996 Validation Accuracy: 0.9994 Training Loss: 0.0015 Validation Loss: 0.0017 -------------------------------------------------- Epoch 14 Training Accuracy: 0.9997 Validation Accuracy: 0.9996 Training Loss: 0.0016 Validation Loss: 0.0015 -------------------------------------------------- Epoch 15 Training Accuracy: 0.9994 Validation Accuracy: 0.9994 Training Loss: 0.0018 Validation Loss: 0.0015 -------------------------------------------------- Epoch 16 Training Accuracy: 0.9993 Validation Accuracy: 0.9996 Training Loss: 0.0015 Validation Loss: 0.0011 -------------------------------------------------- Epoch 17 Training Accuracy: 0.9992 Validation Accuracy: 0.9994 Training Loss: 0.0017 Validation Loss: 0.0012 -------------------------------------------------- Epoch 18 Training Accuracy: 0.9996 Validation Accuracy: 0.9996 Training Loss: 0.0016 Validation Loss: 0.0012 -------------------------------------------------- Epoch 19 Training Accuracy: 0.9996 Validation Accuracy: 0.9990 Training Loss: 0.0014 Validation Loss: 0.0016 -------------------------------------------------- Epoch 20 Training Accuracy: 0.9997 Validation Accuracy: 0.9994 Training Loss: 0.0013 Validation Loss: 0.0012 -------------------------------------------------- Epoch 21 Training Accuracy: 0.9993 Validation Accuracy: 0.9994 Training Loss: 0.0017 Validation Loss: 0.0014 -------------------------------------------------- Epoch 22 Training Accuracy: 0.9998 Validation Accuracy: 0.9996 Training Loss: 0.0010 Validation Loss: 0.0012 -------------------------------------------------- Epoch 23 Training Accuracy: 0.9997 Validation Accuracy: 0.9996 Training Loss: 0.0010 Validation Loss: 0.0012 -------------------------------------------------- Epoch 24 Training Accuracy: 0.9997 Validation Accuracy: 0.9996 Training Loss: 0.0009 Validation Loss: 0.0012 -------------------------------------------------- Epoch 25 Training Accuracy: 0.9996 Validation Accuracy: 0.9994 Training Loss: 0.0013 Validation Loss: 0.0012 -------------------------------------------------- Epoch 26 Training Accuracy: 0.9997 Validation Accuracy: 0.9996 Training Loss: 0.0011 Validation Loss: 0.0012 -------------------------------------------------- Epoch 27 Training Accuracy: 0.9997 Validation Accuracy: 0.9996 Training Loss: 0.0011 Validation Loss: 0.0010 -------------------------------------------------- Epoch 28 Training Accuracy: 0.9998 Validation Accuracy: 0.9994 Training Loss: 0.0012 Validation Loss: 0.0012 -------------------------------------------------- Epoch 29 Training Accuracy: 0.9998 Validation Accuracy: 0.9996 Training Loss: 0.0007 Validation Loss: 0.0012 -------------------------------------------------- Epoch 30 Training Accuracy: 1.0000 Validation Accuracy: 0.9996 Training Loss: 0.0005 Validation Loss: 0.0012 -------------------------------------------------- |