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Cong Xiao's Projects

tgdlf icon tgdlf

Theory-guided deep-learning load forecasting is a short-term load forecasting model that combines domain knowledge and machine learning algorithms.

torch-assimilate icon torch-assimilate

Python package based on PyTorch and Dask for efficient and parallelized data assimilation of weather model data and observations on GPUs.

torch-e2c icon torch-e2c

Torch7 impementation of: Embed to Control: A Locally Linear Latent Dynamics Model for Control from Raw Images

unet-zoo icon unet-zoo

A collection of UNet and hybrid architectures in PyTorch for 2D and 3D Biomedical Image segmentation

vae-gan icon vae-gan

Implemention of "CVAE-GAN: Fine-Grained Image Generation through Asymmetric Training"

vae_mcmc icon vae_mcmc

Inversion with a VAE-based low-dimensional parameterization for complex geologic priors (Python 2.7)

var-unet-qu icon var-unet-qu

variational u-net for uncertainty quantification (cs231n project)

variationalautoencoders icon variationalautoencoders

Comparison of Variational Autoencoders with Bayesian Neural Networks. Accuracy, Latent space, Reconstruction and White Noise filtering.

vunet icon vunet

A generative model conditioned on shape and appearance.

wrfv3 icon wrfv3

This is the release repository for the Weather Research and Forecasting Model

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