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add more references while doing hw5...
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orbxball committed May 26, 2017
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## Kagge Link
<https://inclass.kaggle.com/c/ml2017-hw5>

### requirement.txt
```
numpy
scipy
pandas
Keras
tensorflow
scikit-learn
h5py
Cython
nltk
```

## Best Version
<http:https://scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.TfidfVectorizer.html>
<http:https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.MultiLabelBinarizer.html>
<http:https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.train_test_split.html>
<http:https://scikit-learn.org/stable/modules/generated/sklearn.metrics.f1_score.html>
<http:https://scikit-learn.org/stable/modules/generated/sklearn.svm.LinearSVC.html>
<http:https://scikit-learn.org/stable/modules/generated/sklearn.multiclass.OneVsRestClassifier.html>


## RNN Version
### Reading reference:
<https://github.com/fchollet/keras/blob/master/examples/imdb_lstm.py>
<https://github.com/fchollet/keras/blob/master/tests/keras/preprocessing/text_test.py>
<https://github.com/fchollet/keras/issues/741>
<http:https://machinelearningmastery.com/sequence-classification-lstm-recurrent-neural-networks-python-keras/>

#### Use pre-trained word embedding in Keras
<https://blog.keras.io/using-pre-trained-word-embeddings-in-a-keras-model.html>

#### keras metrics f1 score
<https://github.com/fchollet/keras/issues/2607>
<https://github.com/fchollet/keras/blob/53e541f7bf55de036f4f5641bd2947b96dd8c4c3/keras/metrics.py>
<https://github.com/fchollet/keras/issues/3977>

<https://keras.io/preprocessing/text/#tokenizer>
<https://keras.io/preprocessing/sequence/#pad_sequences>

<https://keras.io/layers/embeddings/#embedding>
<https://keras.io/layers/recurrent/#lstm>

<http:https://stackoverflow.com/questions/7961363/removing-duplicates-in-lists>


## Reference
<https://www.quora.com/What-is-bagging-in-machine-learning>
<https://www.tutorialspoint.com/python/string_split.htm>

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