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Add text classification to v2 overview
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@ -38,6 +38,7 @@ p
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+item #[+a("#summary") Summary]
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+item #[+a("#summary") Summary]
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+item #[+a("#features") New features]
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+item #[+a("#features") New features]
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+item #[+a("#features-pipelines") Improved processing pipelines]
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+item #[+a("#features-pipelines") Improved processing pipelines]
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+item #[+a("#features-text-classification") Text classification]
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+item #[+a("#features-hash-ids") Hash values instead of integer IDs]
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+item #[+a("#features-hash-ids") Hash values instead of integer IDs]
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+item #[+a("#features-serializer") Saving, loading and serialization]
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+item #[+a("#features-serializer") Saving, loading and serialization]
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+item #[+a("#features-displacy") displaCy visualizer]
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+item #[+a("#features-displacy") displaCy visualizer]
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| #[strong API:] #[+api("language") #[code Language]]
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| #[strong API:] #[+api("language") #[code Language]]
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| #[strong Usage:] #[+a("/docs/usage/language-processing-pipeline") Processing text]
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| #[strong Usage:] #[+a("/docs/usage/language-processing-pipeline") Processing text]
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+h(3, "features-text-classification") Text classification
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+aside-code("Example").
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from spacy.lang.en import English
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nlp = English(pipeline=['tensorizer', 'tagger', 'textcat'])
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p
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| spaCy v2.0 lets you add text categorization models to spaCy pipelines.
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| The model supports classification with multiple, non-mutually exclusive
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| labels – so multiple labels can apply at once. You can change the model
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| architecture rather easily, but by default, the #[code TextCategorizer]
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| class uses a convolutional neural network to assign position-sensitive
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| vectors to each word in the document.
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+infobox
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| #[strong API:] #[+api("textcategorizer") #[code TextCategorizer]],
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| #[+api("doc#attributes") #[code Doc.cats]],
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| #[+api("goldparse#attributes") #[code GoldParse.cats]]#[br]
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| #[strong Usage:] #[+a("/docs/usage/text-classification") Text classification]
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+h(3, "features-hash-ids") Hash values instead of integer IDs
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+h(3, "features-hash-ids") Hash values instead of integer IDs
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+aside-code("Example").
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+aside-code("Example").
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