Introduction to Named Entity Recognition

INTRODUCTION TO NAMED ENTITY RECOGNITION

Key Concepts and Terms

1. Introduction to Named Entity Recognition
2. Introduction to spaCy
3. Rules-Based NER with spaCy
4. Machine Learning NER with spaCy

The Basics of NER Training

1. Using SpaCy's EntityRuler
2. Using EntityRuler to Create Training Set
3. How to Train spaCy NER Model

Advanced NER Concepts

1. Examining a spaCy Model in the Folder
2. Introduction to Word Vectors
3. Generating Custom Word Vectors with Gensim
4. Loading Custom Word Vectors into a spaCy Model

Solving a Domain-Specific Problem (Holocaust)

1. Cultivating Good Datasets for Entities
2. Cultivating a Corpus
3. The Challenges of Holocaust NER
4. Introduction to Custom Pipes

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By William Mattingly
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