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Sample generation from unknown distributions - Particle Descent Algorithm induced by (f, Γ)-gradient flow
This is a 2022 Spring Project paper/presentation slide for the Stochastic processes class.
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Python ODE solving tutorial
These are 3 days tutorials(videos, slides, jupyter notebooks) for solving ODEs using Python numerical ODE solvers and introducing PINNs. It was a part of 2021 Fall Nonlinear dynamics class. Conducted by T.A. Hyemin Gu.
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Learning operators
This is a review presentation slide delivered in machine learning reading seminar in 2021.
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Lorenz Equations for Atmospheric Convection Modeling
This is a 2021 Spring Project paper for the Applied Math and Math Modeling class.
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Data-dependent Kernel Support Vector Machine classifiers in Reproducing Kernel Hilbert Space
This is a 2021 Spring Project paper for the ST - Math Foundations of Probabilistic Artificial Intelligence II class.