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Named entity recognition, based on Spacy ner, retrained on English part of Conll2003 dataset.

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natalyasegal/spacy_ner_conll2003_en

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spacy_ner_conll2003_en

The project contain the following notebooks:

  • parse_data.ipynb - heavy notebook, it's results are stored in data directory, so that you can start from the explore_conll2003_en.ipynb
  • explore_conll2003_en.ipynb - lighweight notebook with data exploration
  • train_ner_spacy_conll2003.ipynb - can train on CPU in reasonable time

Steps to create docker container and run it (ner_spacy_ns is a container name, you can change it):

  • cd ner_proj/docker_ns
  • docker build -t ner_spacy_ns .
  • docker run -d -p 5000:5000 -it ner_spacy_ns

To run inference example (or same url from browser):

To run NER on your text from the command line

To run from browser

If you need to stop and remove other containers that take the ports above:

  • docker ps
  • docker stop container_id
  • docker rm container_id

If there any problem and you'd like to view cintainer logs

  • note: container_id is taken from docker ps
  • docker logs container_id

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Named entity recognition, based on Spacy ner, retrained on English part of Conll2003 dataset.

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