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zhantaochen's Projects

pinn-pbte icon pinn-pbte

Physics-Informed Neural Networks for Solving Multiscale Mode-Resolved Phonon Boltzmann Transport Equation

pydec icon pydec

PyDEC: A Python Library for Discretizations of Exterior Calculus for simplicial complexes of any dimension embedded or not and for cubical complexes of any dimension. Implements discrete exterior derivative as coboundary, a Delaunay Hodge star operator and lowest order Whitney forms.

pyfvm icon pyfvm

Finite volume discretization tools for Python.

s-vae-pytorch icon s-vae-pytorch

Pytorch implementation of Hyperspherical Variational Auto-Encoders

sans_ml icon sans_ml

In this project, we aim to train a neural network to identify topological magnetic phases from small angle neutron scattering (SANS) data. Since there is not that much SANS data available to us at this time, we will simulate magnetic phases using the micromagnetic simulator UBERMAG (https://ubermag.readthedocs.io/en/latest/index.html).

sphericalemc icon sphericalemc

A Python implementation of the spherical EMC algorithm -- An algorithm for intensity reconstruction in single-particle imaging experiments

spinw icon spinw

SpinW Matlab library for spin wave calculation

supcontrast icon supcontrast

PyTorch implementation of "Supervised Contrastive Learning" (and SimCLR incidentally)

torchdiffeq icon torchdiffeq

Differentiable ODE solvers with full GPU support and O(1)-memory backpropagation.

torchkbnufft icon torchkbnufft

A high-level, easy-to-deploy non-uniform Fast Fourier Transform in PyTorch.

transformer icon transformer

Transformer: PyTorch Implementation of "Attention Is All You Need"

uvadlc_notebooks icon uvadlc_notebooks

Repository of Jupyter notebook tutorials for teaching the Deep Learning Course at the University of Amsterdam (MSc AI), Fall 2022/Spring 2022

vit-pytorch icon vit-pytorch

Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch

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