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nreimers authored Nov 21, 2016
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Expand Up @@ -83,5 +83,15 @@ This is an implementation for relation extraction. We use the [SemEval 2010 - Ta

**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)

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

**Recommended Readings:**
* [RNN Effectivness](http://karpathy.github.io/2015/05/21/rnn-effectiveness/)
* [RNN Effectivness - Video](https://skillsmatter.com/skillscasts/6611-visualizing-and-understanding-recurrent-networks)
* [Understanding LSTMs](http://colah.github.io/posts/2015-08-Understanding-LSTMs/)
* [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)

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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