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Evolution of words through time
Andrii Malenko, VideoGorillas
The idea
● Meaning of words in natural language change slowly but surely
● Word’s meaning can be estimated by context or nearest neighbours
occuring in texts
● Language model represent relations between words in numeric way
● Change of language model shows evolution of natural language in
different time periods
● New concepts in mass consciousness appear as a synthesis of
previous concepts
Datasets
● Google n-grams
● News web sites
● Common crawl
● Wikipedia
● Reddit
● Open subtitles
Language models
Word2vec model
Word2vec vectors
Open subtitles
Pipeline
1950-1955 1951-1956 2011-2015
W2V W2V W2V
DR DR DR
...
...
...
gensim
https://radimrehurek.com/gensim/
t-SNE
t-SNE
http://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html
https://distill.pub/2016/misread-tsne/
LargeVis
https://github.com/lferry007/LargeVis
UMAP - Uniform Manifold Approximation and Projection
UMAP - Uniform Manifold Approximation and Projection
https://github.com/lmcinnes/umap
Demo
http://91.195.96.199:3222/static/index.html
http://91.195.96.199:3222/static/index.html?model=ru
Thank you!

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