Lecture 5: Word Vectors

Topics

• Vector Space Models for Words
• Skip-Gram Embeddings: Model, Estimation, Negative Sampling, Neural View;

Reading: JM Ch6 Links to an external site.;

Video

Slides: lecture-05-words.pdf Download lecture-05-words.pdf

Links to an external site.

Other Links

• word2vec Explained Links to an external site.;
• word2vec as Factorization Links to an external site.;
• Online word2vec demo Links to an external site.;