spaCy/website/usage/vectors-similarity.jade

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2017-10-03 15:26:20 +03:00
//- 💫 DOCS > USAGE > WORD VECTORS & SIMILARITIES
include ../_includes/_mixins
+section("basics")
💫 Interactive code examples, spaCy Universe and various docs improvements (#2274) * Integrate Python kernel via Binder * Add live model test for languages with examples * Update docs and code examples * Adjust margin (if not bootstrapped) * Add binder version to global config * Update terminal and executable code mixins * Pass attributes through infobox and section * Hide v-cloak * Fix example * Take out model comparison for now * Add meta text for compat * Remove chart.js dependency * Tidy up and simplify JS and port big components over to Vue * Remove chartjs example * Add Twitter icon * Add purple stylesheet option * Add utility for hand cursor (special cases only) * Add transition classes * Add small option for section * Add thumb object for small round thumbnail images * Allow unset code block language via "none" value (workaround to still allow unset language to default to DEFAULT_SYNTAX) * Pass through attributes * Add syntax highlighting definitions for Julia, R and Docker * Add website icon * Remove user survey from navigation * Don't hide GitHub icon on small screens * Make top navigation scrollable on small screens * Remove old resources page and references to it * Add Universe * Add helper functions for better page URL and title * Update site description * Increment versions * Update preview images * Update mentions of resources * Fix image * Fix social images * Fix problem with cover sizing and floats * Add divider and move badges into heading * Add docstrings * Reference converting section * Add section on converting word vectors * Move converting section to custom section and fix formatting * Remove old fastText example * Move extensions content to own section Keep weird ID to not break permalinks for now (we don't want to rewrite URLs if not absolutely necessary) * Use better component example and add factories section * Add note on larger model * Use better example for non-vector * Remove similarity in context section Only works via small models with tensors so has always been kind of confusing * Add note on init-model command * Fix lightning tour examples and make excutable if possible * Add spacy train CLI section to train * Fix formatting and add video * Fix formatting * Fix textcat example description (resolves #2246) * Add dummy file to try resolve conflict * Delete dummy file * Tidy up [ci skip] * Ensure sufficient height of loading container * Add loading animation to universe * Update Thebelab build and use better startup message * Fix asset versioning * Fix typo [ci skip] * Add note on project idea label
2018-04-29 03:06:46 +03:00
+aside("Training word vectors")
| Dense, real valued vectors representing distributional similarity
| information are now a cornerstone of practical NLP. The most common way
| to train these vectors is the #[+a("https://en.wikipedia.org/wiki/Word2vec") word2vec]
| family of algorithms. If you need to train a word2vec model, we recommend
| the implementation in the Python library
| #[+a("https://radimrehurek.com/gensim/") Gensim].
include _spacy-101/_similarity
include _spacy-101/_word-vectors
2017-10-03 15:26:20 +03:00
+section("custom")
+h(2, "custom") Customising word vectors
include _vectors-similarity/_custom
+section("gpu")
+h(2, "gpu") Storing vectors on a GPU
include _vectors-similarity/_gpu