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Yifei Guan's Projects

2d-ddp icon 2d-ddp

CNN and CNN w/ transfer learning

2d_turbulence icon 2d_turbulence

This repository contains code for data-driven LES of two-dimensional turbulence.

binaryconnect icon binaryconnect

Training Deep Neural Networks with binary weights during propagations

binarynet icon binarynet

Training Deep Neural Networks with Weights and Activations Constrained to +1 or -1

capsnet-keras icon capsnet-keras

A Keras implementation of CapsNet in NIPS2017 paper "Dynamic Routing Between Capsules". Now test error = 0.34%.

cnn-symmetry icon cnn-symmetry

Implementation of reflection symmetry in convolutional layers (Tensorflow 1.X)

dd-les icon dd-les

This repository contains codes for two-dimensional Kraichnan turbulence. Below is the brief description of each folder:

deephyper icon deephyper

DeepHyper: Scalable Asynchronous Neural Architecture and Hyperparameter Search for Deep Neural Networks

dmsuite icon dmsuite

A collection of spectral collocation differentiation matrices

ehd-convection-2d icon ehd-convection-2d

The code is written in C++ with CUDA GPU computing to solve the 2D electrohydrodynamics convection under unipolar discharge

ehd-convection-3d icon ehd-convection-3d

The code is written in C++ with CUDA GPU computing to solve the 3D electrohydrodynamics convection under unipolar discharge

ensemblekalmanprocesses.jl icon ensemblekalmanprocesses.jl

Implements Optimization and approximate uncertainty quantification algorithms, Ensemble Kalman Inversion, and Ensemble Kalman Processes.

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