Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
https://github.com/mmanishh/docsumosub
https://github.com/mmanishh/docsumosub
Last synced: 11 days ago
JSON representation
- Host: GitHub
- URL: https://github.com/mmanishh/docsumosub
- Owner: mmanishh
- Created: 2019-11-22T10:07:59.000Z (almost 5 years ago)
- Default Branch: master
- Last Pushed: 2022-11-22T04:50:42.000Z (almost 2 years ago)
- Last Synced: 2023-02-26T13:11:26.933Z (over 1 year ago)
- Language: Jupyter Notebook
- Size: 21.4 MB
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 11
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
## Guideline
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`
## Comparision of Model Architecture
| 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 |