The image alignment problem has been placed under dir alignment/ and text classification has been placed under text_classification/ . You can find the notebook and output for each problem and the dir itself.
To install dependencies : pip install -r requirements.txt
| S.N | Model Architecture | Avg Train Score | Avg Val Score | EPOCHS |
|---|---|---|---|---|
| 1 | 1 LSTM 64 cells, d =0.5 ,optimizer = RMSProp | 86.0 | 88.9 | 25 |
| 2 | 1 Bidirectional LSTM 64 cells, d=0.5,optimizer = RMSProp | 86.0 | 88.4 | 25 |
| 3 | 1 LSTM 128 cells, d= 0.5,optimizer = RMSProp | 86.0 | 88.7 | 25 |
| 4 | 1 LSTM 64 cells, d =0.3 ,optimizer = RMSProp | 86.0 | 88.48 | 25 |
| 5 | 1 LSTM 64 cells, d =0.5,optimizer = Adam | 87.66 | 89.19 | 25 |
| 6 | 1 LSTM 64 cells, d =0.3,optimizer = Adam | 87.38 | 88.57 | 25 |
| 7 | 1 LSTM 64 cells, d =0.3,optimizer = Adam | 87.23 | 88.96 | 50 |
| 8 | 1 Bidirectional LSTM 64 cells, d=0.3,optimizer = Adam | 89.81 | 89.47 | 50 |
| 9 | 1 Bidirectional LSTM 128 cells,Conv1D,Pooling | 89.40 | 90.29 | 50 |
| 10 | Same as 9,max_words=12000 | 95.48 | 92.27 | 50 |