Name		Name	Last commit message	Last commit date
Latest commit History 42 Commits
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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napsternxg/pytorch-practice

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pytorch-practice

CONLL 2000 Chunking task

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