Ch5

Sep 5, 2020

dbfb785 · Sep 5, 2020

This branch is 11 commits ahead of, 142 commits behind practical-nlp/practical-nlp-code:master.

Name	Name	Last commit message	Last commit date
parent directory ..
Data	Data	fixed errors in NER using spacy notebook	Jun 29, 2020
01_KPE.ipynb	01_KPE.ipynb	Ch5 minor fixes	Jul 13, 2020
02_NERTraining.ipynb	02_NERTraining.ipynb	Ch5 minor fixes	Jul 13, 2020
03_NERIssues.ipynb	03_NERIssues.ipynb	Ch5 minor fixes	Jul 13, 2020
04_NER_using_spaCy - CoNLL.ipynb	04_NER_using_spaCy - CoNLL.ipynb	Ch5 minor fixes	Jul 13, 2020
05_BERT_CONLL_NER.ipynb	05_BERT_CONLL_NER.ipynb	Added message to use GPU for BERT notebooks.	Jun 27, 2020
06_EntityLinking-AzureTextAnalytics.ipynb	06_EntityLinking-AzureTextAnalytics.ipynb	Ch5 minor fixes	Jun 29, 2020
07_REWatson.ipynb	07_REWatson.ipynb	RENAMED CH5	Jun 23, 2020
08_Duckling.ipynb	08_Duckling.ipynb	updated about jpype in duckling	Jul 23, 2020
README.md	README.md	Updating figures & descriptions for Ch 5 practical-nlp#23	Sep 5, 2020

README.md

To be added

Set of notebooks associated with the chapter.

Key Phrase Extraction: Here we demonstrate Key Phrase Extraction using textacy.
NER using CRF: Here we demonstrate how to perform NER using Conditional Random Fields.
NER issues in spaCy: Here we illustrate some of the issues with the existing NER model in spacy and its sensitivity to text structure.
NER on CONLL using spaCy: Here we demonstrate NER on the CONLL-NER dataset using spaCy.
NER on CONLL using BERT: Here we demonstrate NER on the CONLL dataset using pytorch pre-trained BERT from the HuggingFace Transformers library.
Entity Linking: Here we demonstrate how to extract Named Entity linking information using Azure Text Analytics API.
Relation Extraction: Here we demonstrate Relation Extraction with IBM Watson.
Duckling: Here we demonstrate Temporal IE using duckling.

Color figures as requested by the readers.