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data/conll2000
data/conll2000
 
 
.gitignore
.gitignore
 
 
Bi LSTM CRF.ipynb
Bi LSTM CRF.ipynb
 
 
BiLSTMTaggerWordCRFModel_CONLL2000
BiLSTMTaggerWordCRFModel_CONLL2000
 
 
BiLSTMTaggerWordCRFModel_CONLL2000.pdf
BiLSTMTaggerWordCRFModel_CONLL2000.pdf
 
 
Elastic weight consolidation-Uncertainity-v1.6.ipynb
Elastic weight consolidation-Uncertainity-v1.6.ipynb
 
 
Elastic weight consolidation-Uncertainity.ipynb
Elastic weight consolidation-Uncertainity.ipynb
 
 
Elastic weight consolidation-old.ipynb
Elastic weight consolidation-old.ipynb
 
 
Elastic weight consolidation.ipynb
Elastic weight consolidation.ipynb
 
 
Getting started.ipynb
Getting started.ipynb
 
 
IID_EWC_losses.pdf
IID_EWC_losses.pdf
 
 
IID_EWC_predictions.pdf
IID_EWC_predictions.pdf
 
 
Iterated Dilated convolution.ipynb
Iterated Dilated convolution.ipynb
 
 
LICENSE
LICENSE
 
 
PyTorch CONLL 2000 Chunking.ipynb
PyTorch CONLL 2000 Chunking.ipynb
 
 
PyTorch CONLL 2000 Chunking.py
PyTorch CONLL 2000 Chunking.py
 
 
PyTorch RNN.ipynb
PyTorch RNN.ipynb
 
 
Pytorch - MMD VAE.ipynb
Pytorch - MMD VAE.ipynb
 
 
Pytorch Active Learning.ipynb
Pytorch Active Learning.ipynb
 
 
Pytorch Gradient reversal.ipynb
Pytorch Gradient reversal.ipynb
 
 
Pytorch RNN sequence tagging.ipynb
Pytorch RNN sequence tagging.ipynb
 
 
Pytorch Uncertainity-animated.ipynb
Pytorch Uncertainity-animated.ipynb
 
 
Pytorch Uncertainity-yaringal.ipynb
Pytorch Uncertainity-yaringal.ipynb
 
 
Pytorch Uncertainity.ipynb
Pytorch Uncertainity.ipynb
 
 
Pytorch example.ipynb
Pytorch example.ipynb
 
 
README.md
README.md
 
 
Scratchpad.ipynb
Scratchpad.ipynb
 
 
Seq_EWC_losses.pdf
Seq_EWC_losses.pdf
 
 
Seq_EWC_predictions.pdf
Seq_EWC_predictions.pdf
 
 
Viterbi decoding and CRF.ipynb
Viterbi decoding and CRF.ipynb
 
 
chunking_bilstm_crf_char_concat.py
chunking_bilstm_crf_char_concat.py
 
 
conll2000.glove.100.npy
conll2000.glove.100.npy
 
 
conlleval.py
conlleval.py
 
 
pytorch_models.py
pytorch_models.py
 
 
pytorch_utils.py
pytorch_utils.py
 
 
utils.py
utils.py
 
 
wnut_bilstm_crf_char_concat.py
wnut_bilstm_crf_char_concat.py
 
 

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pytorch-practice

Some example scripts on pytorch

CONLL 2000 Chunking task

Uses BiLSTM CRF loss with char CNN embeddings. To run use:

cd data/conll2000
bash get_data.sh
cd ..
python chunking_bilstm_crf_char_concat.py # Takes around # 8 hours on Tesla K80 GPU

92.82% mean F1 on test data.

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Some example scripts on pytorch

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machine-learning deep-learning pytorch pytorch-tutorial

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