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The Illustrated Word2vec

Discussions:
Hacker News (347 points, 37 comments), Reddit r/MachineLearning (151 points, 19 comments)

Translations: Chinese (Simplified), French, Korean, Portuguese, Russian

“There is in all things a pattern that is part of our universe. It has symmetry, elegance, and grace - those qualities you find always in that which the true artist captures. You can find it in the turning of the seasons, in the way sand trails along a ridge, in the branch clusters of the creosote
bush or the pattern of its leaves.

We try to copy these patterns in our lives and our society,
seeking the rhythms, the dances, the forms that comfort.
Yet, it is possible to see peril in the finding of
ultimate perfection. It is clear that the ultimate
pattern contains it own fixity. In such
perfection, all things move toward death.”
~ Dune (1965)

I find the concept of embeddings to be one of the most ....

Hacker News , Google Assistant , Google Translate , Natural Language Processing , Big Five Personality Traits , Big Five Personality Trait , God Emperor , Language Processing , Continuous Bag , Negative Sampling ,

Word Embeddings

Word Embeddings
lena-voita.github.io - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from lena-voita.github.io Daily Mail and Mail on Sunday newspapers.

Timothy Hospedales , Tomas Mikolov , Jacob Eisenstein , Carl Allen , University Of Edinburgh , Look Up Table , Discrete Symbols , Machine Learning , Co Occurence Counts , Research Thinking , Pointwise Mutual Information , Semantic Analysis , Deep Learning , Gradient Descent , One Word , Parameter Learning , Continuous Bag Of Words , Negative Sampling , Related Papers , Global Vectors , Walk Through Space , Rare Words , Analogies Explained , Towards Understanding Word Embeddings , Best Paper Honourable Mention , Bigger Analogy Test Set ,