All About Embedding#

This lecture-note series develops embeddings from first principles and then uses them to study meaning, culture, and change over time.

1. Embedding Basics — Word2Vec, SGNS, and Gravity
2. Implementing Word2Vec — From Data to Meaning Axes
3. Embedding Applications — Reading Culture Through Semantic Space
4. Embedding Research Companion — Design, Practice, and Further Reading