Features extraction path | |||||
Layer | Kernel Dim | # Hidden Units | stride Dim | Output Dim | # Params |
Conv1D | 5 | 50 | 1 | 147x50 | 1.050 |
MaxPool1D | - | - | 2 | 73x50 | 0 |
Dropout 50% | - | - | - | 73x50 | 0 |
LSTM Path | |||||
Layer | Kernel Dim | # Hidden Units | stride Dim | Output Dim | # Params |
LSTM | - | 50 | - | 73x50 | 20.200 |
Dropout 50% | - | - | - | 73x50 | 0 |
Flatten | - | - | - | 3.650x1 | 0 |
Convolutional path | |||||
Layer | Kernel Dim | # Hidden Units | stride Dim | Output Dim | # Params |
Conv1D | 10 | 50 | 1 | 73x50 | 25.050 |
MaxPool1D | - | - | 2 | 36x50 | 0 |
Dropout 50% | - | - | - | 36x50 | 0 |
Flatten | - | - | - | 1.800x1 | 0 |
Dense path | |||||
Concatenate | - | - | - | 5.450x1 | 0 |
Dense | - | 370 | - | 370x1 | 2.016.870 |
Dropout 50% | - | - | - | 370x1 | 0 |
Dense | - | 1 | - | 1x1 | 371 |
Parameters count | |||||
# Parameters | |||||
Features Extraction Path | 1.050 | ||||
LSTM Path | 20.200 | ||||
Convolutional Path | 25.050 | ||||
Dense Path | 2.017.241 | ||||
Total | 2.063.541 |