基本信息
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职业迁徙
个人简介
I am interested in understanding the effects of structure in data on the geometry of the training landscape of a neural network. In collaboration with Charles Frye, I am currently studying how the distribution of solutions on the training landscape (as a function of height on the landscape) of a deep network learning to classify images changes as the statistics of the training images are tuned in well-defined ways.
I also work on problems in the field of out-of-equilibrium stochastic processes. In collaboration with Ryan Zarcone and Dibyendu Mandal, I am developing solutions to Fokker-Planck equations for driven systems under various assumptions, and using these solutions and other techniques to develop methods to predict optimal protocols for small stochastic systems.
I also work on problems in the field of out-of-equilibrium stochastic processes. In collaboration with Ryan Zarcone and Dibyendu Mandal, I am developing solutions to Fokker-Planck equations for driven systems under various assumptions, and using these solutions and other techniques to develop methods to predict optimal protocols for small stochastic systems.
研究兴趣
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