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# awesome-spacy

I am using Spacy for the data enrichment and natural language understanding in various search applications.
Below you can find some useful materials on it.

## Articles

* [Entity Extraction with spaCy](https://medium.com/@radu.gheorghe/entity-extraction-with-spacy-234d3d11e3ba)
* [A tour of awesome features of spaCy](https://medium.com/eliiza-ai/a-tour-of-awesome-features-of-spacy-part-1-2-58b32425954f)
* [Custom Named Entity Recognition Using spaCy](https://towardsdatascience.com/custom-named-entity-recognition-using-spacy-7140ebbb3718)
* [How to Train NER with Custom training data using spaCy](https://medium.com/@manivannan_data/how-to-train-ner-with-custom-training-data-using-spacy-188e0e508c6)
* [Natural Language Processing is Fun!](https://medium.com/@ageitgey/natural-language-processing-is-fun-9a0bff37854e)
* [Understand TextRank for Keyword Extraction](https://towardsdatascience.com/textrank-for-keyword-extraction-by-python-c0bae21bcec0)
* https://www.linkedin.com/pulse/spacyirl-2019-conference-overview-ivan-bilan/
* [Rule-Based Matching with spaCy](https://medium.com/@ashiqgiga07/rule-based-matching-with-spacy-295b76ca2b68)
* [spaCy and the ‘set_extension’ attributes](https://medium.com/@ashiqgiga07/spacy-and-the-set-extension-attributes-47a094c921c7)
* [How to create custom NER model in Spacy](https://medium.com/@nikkisharma536/how-to-create-custom-ner-in-spacy-cfcd531f8773)
* [Knowledge Graph — A Powerful Data Science Technique to Mine Information from Text](https://medium.com/analytics-vidhya/knowledge-graph-a-powerful-data-science-technique-to-mine-information-from-text-with-python-f8bfd217accc)
* [SpaCy Classifier with pre-train token2vec VS. One without pre-train](https://towardsdatascience.com/nlp-spacy-classifier-with-pre-train-token2vec-vs-one-without-pre-train-2f05d2179290)

* https://course.spacy.io/

## Docs

* https://spacy.io/usage/rule-based-matching
* https://spacy.io/api/entityruler#init
* https://spacy.io/usage/rule-based-matching#phrasematcher
* https://spacy.io/usage/examples
* https://spacy.io/api/textcategorizer

## Tools and libraries

* [NER Annotator](https://github.com/ManivannanMurugavel/spacy-ner-annotator)

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