Tutorial
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
Short Presentation
Introduction/Overview
Introduction/Overview
Word Embeddings
Word Embeddings
Graph Embeddings
Graph Embeddings
Sense Embeddings
Sense Embeddings
Contextualized Embeddings
Contextualized Embeddings
Sentence and Document Embeddings
Sentence and Document Embeddings
Ethics and bias
Ethics and bias