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Events for February 24, 2015
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CS Colloquium: Taylor Berg-Kirkpatrick (UC Berkeley)
Tue, Feb 24, 2015 @ 10:00 AM - 10:50 AM
Thomas Lord Department of Computer Science
Conferences, Lectures, & Seminars
Speaker: Taylor Berg-Kirkpatrick, UC Berkeley
Talk Title: Structured Models for Unlocking Language Data
Series: CS Colloquium
Abstract: One way to provide deeper insight into data is to reason about the underlying causal process that produced it. I'll present model-based approaches for discovering and managing language data that incorporate rich causal structure in novel ways. First, I'll describe a new approach to automatic text summarization that incorporates syntactic structure into a decision process that learns from human summaries. Second, I'll describe an approach to historical document recognition that uses a statistical model of the historical printing press to reason about images, and, as a result, is able to decipher historical documents in an unsupervised fashion. I'll hint at how similar approaches can be used for a range of other problems and types of data.
Event will be available to stream HERE
Biography: Taylor Berg-Kirkpatrick is a PhD candidate in computer science at the University of California, Berkeley. He works with professor Dan Klein on using machine learning to understand structured human data, including language but also sources like music, document images, and other complex artifacts. Taylor completed his undergraduate degree in mathematics and computer science at Berkeley as well, where he won the departmental Dorothea Klumpke Roberts Prize in mathematics. As a graduate student, Taylor has received both the Qualcomm Innovation Fellowship and the National Science Foundation Graduate Research Fellowship.
Host: Computer Science Department
More Info: https://bluejeans.com/853935926
Location: Olin Hall of Engineering (OHE) - 132
Audiences: Everyone Is Invited
Contact: Assistant to CS chair
Event Link: https://bluejeans.com/853935926