Text Embeddings Reveal Almost As Much As Text - Iterative Embedding Inversion

Offered By: Yannic Kilcher via YouTube

Course Description

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!

Explore a video lecture examining how text embeddings can potentially be used to reconstruct original embedded text under certain conditions. Learn about the Vec2Text method for iterative embedding inversion, its training process, and experimental results. Discover potential prevention techniques and considerations regarding sequence lengths. Gain insights into the privacy implications of text embeddings and their ability to reveal information about the original text.

Syllabus

- Intro
- Vec2Text: Iterative Embedding Inversion
- How to train this?
- Experimental results
- How can we prevent this?
- Some thoughts on sequence lengths

Taught by

Yannic Kilcher

Related Courses

Introduction to Artificial Intelligence
Stanford University via Udacity Natural Language Processing
Columbia University via Coursera Probabilistic Graphical Models 1: Representation
Stanford University via Coursera Computer Vision: The Fundamentals
University of California, Berkeley via Coursera Learning from Data (Introductory Machine Learning course)
California Institute of Technology via Independent