April 2017
Intermediate to advanced
318 pages
7h 40m
English
Content preview from Deep Learning with Keras
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Exploring GloVe
The global vectors for word representation, or GloVe, embeddings was created by Jeffrey Pennington, Richard Socher, and Christopher Manning (for more information refer to the article: GloVe: Global Vectors for Word Representation, by J. Pennington, R. Socher, and C. Manning, Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP), Pp. 1532–1543, 2013). The authors describe GloVe as an unsupervised learning algorithm for obtaining vector representations for words. Training is performed on aggregated global word-word co-occurrence statistics from a corpus, and the resulting representations showcase interesting linear substructures of the word vector space.
GloVe differs from word2vec in ...
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