Videos

Learning Through Comparison: Use Cases of Contrastive Learning

Contrastive learning

Multimodal learning

Representation learning

Contrastive learning is reshaping how models learn, driving widespread progress in feature learning, clustering, out-of-distribution detection, and multimodal applications.…

Yin Li, Chris Endemann

Grokking

Empirical patterns

The verb, “to grok”, was originally coined by Robert A. Heinlein in his 1961 science fiction novel “Stranger in a Strange Land,” where it meant to understand something so…

Overview of Reproducibility Lecture

Reproducibility

Dr. Sarah Stevens’ lecture highlights the critical importance of reproducibility in computational and data science projects. She also shares best practices to ensure…

Version Control with Git and GitHub (Carpentries)

Reproducibility

The below video (and the 7 subsequent videos in the workshop playlist) will walk you through this introductory Git workshop from the Carpentries: Version Control with…

Intro to Out-of-Distribution Detection

The below tutorial from Sharon Li, an Assistant Professor in the Department of Computer Sciences at the University of Wisconsin-Madison, introduces a pervasive problem faced…