abruski

abruski / keras_unidirectional_tagger.py

Created October 22, 2016 11:45 — forked from dirko/keras_unidirectional_tagger.py

Keras LSTM NER tagger

	# Keras==1.0.6
	import numpy as np
	from keras.models import Sequential
	from keras.layers.recurrent import LSTM
	from keras.layers.core import TimeDistributedDense, Activation
	from keras.preprocessing.sequence import pad_sequences
	from keras.layers.embeddings import Embedding
	from sklearn.cross_validation import train_test_split
	from sklearn.metrics import confusion_matrix, accuracy_score, precision_recall_fscore_support

abruski / keras_bidirectional_tagger.py

Created October 22, 2016 11:45 — forked from dirko/keras_bidirectional_tagger.py

Keras bidirectional LSTM NER tagger

	# Keras==1.0.6
	from keras.models import Sequential
	import numpy as np
	from keras.layers.recurrent import LSTM
	from keras.layers.core import TimeDistributedDense, Activation
	from keras.preprocessing.sequence import pad_sequences
	from keras.layers.embeddings import Embedding
	from sklearn.cross_validation import train_test_split
	from keras.layers import Merge
	from keras.backend import tf

abruski / 0_reuse_code.js

Created September 21, 2016 18:08

Here are some things you can do with Gists in GistBox.

	// Use Gists to store code you would like to remember later on
	console.log(window); // log the "window" object to the console