Title
Professor

Department
Division of Computer Science/EECS


Faculty URL
http://www.jennifer.listgarten.com/

Email
jennl@berkeley.edu


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Research Description
Since Jan. 2018, Jennifer Listgarten has been a Professor in UC Berkeley's?EECS department?and?Center for Computational Biology, a member of the steering committee for the?Berkeley AI Research (BAIR) Lab, and a?Chan Zuckerberg investigator. From 2007 to 2017 she was at Microsoft Research, through?Cambridge, MA, Los Angeles and?Redmond, WA. Before that she did her PhD in the machine learning group at the?University of Toronto.?
Her expertise is in machine learning, applied statistics, computational biology.?She is interested in both methods development as well as application of methods to enable new insight into basic biology and medicine. Recently she has also started to work on computational chemistry.?A recent print interview focused on her CRISPR work can be found?here. If you're interested more generally in how machine learning and biology go together, check out this?Talking Machines interview with me?instead. Finally, if you want to hear about her random walk in education & career space, take a look at this Berkeley Science Review?profile.
Current areas of interest include: computational methods for protein design/optimization/engineering for properties such as expression, flurorescence, binding, stability, etc.; related methods for molecule design and chemical reactions; drug repositioning and discovery; machine learning methods development, and in particular at the intersection of graphical models, neural networks and variational inference, as well as optimizing black box probablistic functions with pathological regions that can't be trusted; genetic association studies with complex, high-dimensional traits such as image volumes over time.