Introduction to Named Entity Recognition

INTRODUCTION TO NAMED ENTITY RECOGNITION

Key Concepts and Terms

1. Introduction to Named Entity Recognition
2. Introduction to spaCy

Rules-Based NER in spaCy 3x

3. Using SpaCy's EntityRuler
4. Introduction to RegEx in Python and spaCy
5. How to Add Multi-Word Tokens to spaCy Entities

Machine Learning NER with spaCy 3x

6. Creating a Training Set
7. How to Train a Base NER ML Model
8. Examining a spaCy Model in the Folder
9. Introduction to Word Vectors
10. Generating Custom Word Vectors with Gensim
11. Loading Custom Word Vectors into a spaCy Model

Solving a Domain-Specific Problem (Holocaust)

12. Cultivating Good Datasets for Entities
13. Cultivating a Corpus
14. The Challenges of Holocaust NER
15. Introduction to Custom Pipes
16. Creating the Rules-Based Pipeline

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Index

By William Mattingly
© Copyright 2021.