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Add slides to LSTM
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Nils Reimers committed Jul 13, 2017
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8 changes: 3 additions & 5 deletions 2017-07_Seminar/Readme.md
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Expand Up @@ -128,11 +128,9 @@ This is an implementation for relation extraction. We use the [SemEval 2010 - Ta


## Theory 5 - Introduction to LSTM
**This section was not yet ported to. Please have a look at the November 2016 version**
**Slides:** [pdf](./5_Theory_Recurrent_Neural_Networks.pdf)

**Slides:** [pdf](https://github.com/UKPLab/deeplearning4nlp-tutorial/raw/master/2016-11_Seminar/4_Theory_Recurrent_Neural_Networks.pdf)

**Code:** See folder [Session 4 - LSTM Sequence Classification](https://github.com/UKPLab/deeplearning4nlp-tutorial/tree/master/2016-11_Seminar/Session%204%20-%20LSTM%20Sequence%20Classification)
**Code:** See folder [Session 4 - LSTM Sequence Classification](./Session%204%20-%20LSTM%20Sequence%20Classification)

LSTMs are a powerful model and became very popular in 2015 / 2016.

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* [C224d Lecture 7](https://www.youtube.com/watch?v=rFVYTydGLr4)

## Code Session 4 - LSTM for Sequence Classification
**Slides:** [pdf](https://github.com/UKPLab/deeplearning4nlp-tutorial/raw/master/2016-11_Seminar/Session%204%20-%20LSTM%20Sequence%20Classification/LSTM%20for%20Sequence%20Classification.pdf)
**Slides:** [pdf](./Session%204%20-%20LSTM%20Sequence%20Classification/LSTM%20for%20Sequence%20Classification.pdf)

The folder contains a Keras implementation to perfrom sequence classification using LSTM. We use the [GermEval 2014 dataset](https://sites.google.com/site/germeval2014ner/) for German NER. But you can adapt the code easily to any other sequence classification problem (POS, NER, Chunking etc.). Check the slides for more information.

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