Lars Ruthotto
@lruthotto
Mathematician with research interest in optimization, inverse problems, and machine learning.
ID: 1228624747
http://www.mathcs.emory.edu/~lruthot/ 28-02-2013 23:44:27
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Slides and codes for my short course on deep generative modeling tomorrow in the Spring School on Data and Models Univ South Carolina are now available here: mathcs.emory.edu/~lruthot/works… This is the first iteration of the course, so I'm happy for any feedback.
Congratulations to my REU/RET students Elle Buser, Emma Hart, and Ben Huenemann on finishing an exciting paper! Preprint available here arxiv.org/abs/2109.14116. Thanks also to Justin Smith for his help and Emory Mathematics and the U.S. National Science Foundation for their support!
Training deep neural networks can be challenging! Think learning rates, regularization, other hyperparameters... In her new paper, Emory Mathematics postdoc Liz Newman splits off the weights of the last layer to improve training: arxiv.org/abs/2109.14002
It was a lot of fun to give an interactive tag-team talk with my postdoc Liz Newman Simons Institute for the Theory of Computing today. We presented our joint work on exploiting deep net structure to improve training. A recording of this live experiment is available at simons.berkeley.edu/talks/how-trai…
Congrats to Emory Mathematics REU students Katy Keegan, Tanvi Vishwanath, and Yihua Xu and mentors Liz Newman and Vida John on their paper arxiv.org/pdf/2111.00587… Their paper shows that treating fMRI data as tensors is more effective for classification than good old matrix-based methods
If you're not already convinced that almost anything involves the SVD, check out this SIAM article. Emory Mathematics undergrad Jennifer Zheng and our REU/RET student Katie Keegan explain how the SVD can help protect copyright online! sinews.siam.org/Details-Page/a…
We're hiring! If you (or anyone you know) wants to join a vibrant (and really nice) research community in math and data science, please consider applying at Emory Mathematics. More details at math.emory.edu/about/faculty-…