We provide short videos for a high-level overview of topics covered in the book Embeddings in Natural Language Processing, one for each chapter. Videos are self-contained and their duration ranges from 10 to 45 minutes. These pre-recorded videos were first used for a COLING 2020 tutorial. An updated version of this content will be presented in an ESSLLI summer school course from 9-13 August 2021.

You can also download all the slides in pdf here and a description in written form here.

ESSLLI 2021: The content of the course (slides, demos) is available for download here.

Short Presentation


Word Embeddings

Graph Embeddings

Sense Embeddings

Contextualized Embeddings

Sentence and Document Embeddings

Ethics and bias