Joshua Loyal joshloyal

Assistant Professor, Department of Statistics

joshloyal / ngram_cnn.py

Created March 11, 2016 15:29

Convolutional Network for Sentence Classification (Keras)

	from keras.models import Graph
	from keras.layers import containers
	from keras.layers.core import Dense, Dropout, Activation, Reshape, Flatten
	from keras.layers.embeddings import Embedding
	from keras.layers.convolutional import Convolution2D, MaxPooling2D

	def ngram_cnn(n_vocab, max_length, embedding_size, ngram_filters=[2, 3, 4, 5], n_feature_maps=100, dropout=0.5, n_hidden=15):
	"""A single-layer convolutional network using different n-gram filters.

	Parameters