Data Compression With Machine Learning

Explore the intersection of data compression and machine learning in this 2-hour tutorial from the Uncertainty in Artificial Intelligence conference. Delve into the potential of efficient information communication and its significant societal and environmental impact. Gain insights into core methodologies of learning-based compression, including neural compression techniques. Discover how the machine learning revolution is transforming the field of data compression. Examine relevant technical challenges and open problems that define a new frontier for probabilistic machine learning. Learn from experts Karen Ullrich, Yibo Yang, and Stephan Man as they disseminate key concepts of information theory and compression to a broad audience.

UAI 2023 Tutorial: Data Compression With Machine Learning