020 Natural Language Processing & Word Embeddings

目录

• Introduction to Word Embeddings
• Word Representation
• Using word embeddings
• Properties of word embeddings
• Embedding matrix
• Learning Word Embeddings:Word2vec & GloVe
• Learning word embeddings
• Word2Vec
• Negative Sampling
• GloVe word vectors
• Applications using Word Embddings
• Sentiment Classification
• Debiasing word embeddings

Introduction to Word Embeddings

Word Representation

Using word embeddings

Properties of word embeddings

Embedding matrix

Learning Word Embeddings:Word2vec & GloVe

Learning word embeddings

Word2Vec

Negative Sampling

GloVe word vectors

Applications using Word Embddings

Sentiment Classification

Debiasing word embeddings