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An implementation guide to Word2Vec using NumPy and Google Sheets!

derekchia.com · published 5 December 2018

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https://radimrehurek.com/gensim/models/word2vec.html
radimrehurek.com
https://www.tensorflow.org/tutorials/representation/word2vec
tensorflow.org
https://github.com/tmikolov/word2vec
github.com
https://arxiv.org/pdf/1301.3781.pdf
arxiv.org
https://github.com/DerekChia/word2vec_numpy
github.com
https://docs.google.com/spreadsheets/u/3/d/1mgf82Ue7MmQixMm2ZqnT1oWUucj6pEcd2wDs_JgHmco/edit
docs.google.com
https://en.wikipedia.org/wiki/Word_embedding
en.wikipedia.org
https://en.wikipedia.org/wiki/Distributional_semantics
en.wikipedia.org
https://www.quora.com/What-are-the-continuous-bag-of-words-and-skip-gram-architectures
quora.com
https://www.kdnuggets.com/2018/03/text-data-preprocessing-walkthrough-python.html
kdnuggets.com
http://www.aclweb.org/anthology/D14-1162
aclweb.org
https://docs.google.com/spreadsheets/d/1mgf82Ue7MmQixMm2ZqnT1oWUucj6pEcd2wDs_JgHmco/edit
docs.google.com
https://en.wikipedia.org/wiki/Cosine_similarity
en.wikipedia.org
http://mccormickml.com/2017/01/11/word2vec-tutorial-part-2-negative-sampling/
mccormickml.com
https://becominghuman.ai/hierarchical-softmax-as-output-activation-function-in-neural-network-1d19089c4f49
becominghuman.ai
https://en.wikipedia.org/wiki/Huffman_coding
en.wikipedia.org
https://nlp.stanford.edu/projects/glove/
nlp.stanford.edu
https://fasttext.cc/
fasttext.cc
https://allennlp.org/elmo
allennlp.org
https://radimrehurek.com/gensim/models/doc2vec.html
radimrehurek.com
https://code2vec.org/
code2vec.org
https://medium.com/u/fdf264797c2a
medium.com
https://twitter.com/remykarem
twitter.com
https://seowyuxin.com/
seowyuxin.com
https://github.com/nathanrooy/word2vec-from-scratch-with-python
github.com
https://nathanrooy.github.io/posts/2018-03-22/word2vec-from-scratch-with-python-and-numpy/
nathanrooy.github.io
https://stats.stackexchange.com/questions/325053/why-word2vec-maximizes-the-cosine-similarity-between-semantically-similar-words
stats.stackexchange.com
https://towardsdatascience.com/hierarchical-softmax-and-negative-sampling-short-notes-worth-telling-2672010dbe08
towardsdatascience.com