https://github.com/thisisiron/char-cnn-text-classification-keras
🎵 Character Level CNN For Text Classification implemented as Keras
https://github.com/thisisiron/char-cnn-text-classification-keras
Last synced: 3 months ago
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🎵 Character Level CNN For Text Classification implemented as Keras
- Host: GitHub
- URL: https://github.com/thisisiron/char-cnn-text-classification-keras
- Owner: thisisiron
- License: mit
- Created: 2019-03-19T08:01:24.000Z (about 6 years ago)
- Default Branch: master
- Last Pushed: 2019-04-18T06:37:18.000Z (about 6 years ago)
- Last Synced: 2024-12-31T06:12:38.698Z (5 months ago)
- Language: Jupyter Notebook
- Homepage:
- Size: 12.7 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# char-cnn-text-classification-keras
- Summarization: https://thisisiron.github.io/nlp/Char-level-CNN/
- PPT material: https://docs.google.com/presentation/d/1OpFnpL0BZkKadWoRvxkUbVPeHXSj8tpnpOchfNCv8hQ/edit?usp=sharing
## Requirements
- Python 3
- Tensorflow 1.12
## Training
```
python train.py
```
## Evaluating
```
python eval.py --weights_path $WEIGHTS_DIR
```
## Data
### Data Details
~~kaggle data: https://www.kaggle.com/c/word2vec-nlp-tutorial~~
Sentiment140 - A Twitter Sentiment Analysis Tool: http://help.sentiment140.com/for-students/
### Data Download
[Sentiment140](http://cs.stanford.edu/people/alecmgo/trainingandtestdata.zip)
## Experiment
| | Train Set ACC | Validation Set ACC | Test Set ACC |
|---------|------------------|-----------------------|--------------|
| CharCNN | 87.07% | 82.21% | --% |
**CharCNN**
- optimizer: SGD (Adam)
- alphabet: abcdefghijklmnopqrstuvwxyz0123456789,;.!?:'\"/\\|_@#$%^&*~`+-=<>()[]{}
- embedding size: 69 (the number of alphabet)
## TODO
- [X] Character Level CNN은 Dataset이 클 경우 좋은 결과를 보여주므로 Big Dataset으로 교체하여 실험
- [X] Jupyter code를 py code 형식으로 변환
- [X] Text Cleaning 수행 (https:// 주소 형식, @ID와 몇몇 특수 기호 삭제)
- [X] Save and Load 구현
## Reference
[Character-level Convolutional Networks for Text Classification](https://papers.nips.cc/paper/5782-character-level-convolutional-networks-for-text-classification.pdf)