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hao12312's Projects

3d-cnnpca icon 3d-cnnpca

Code for 3D CNN-PCA: A Deep-Learning-Based Parameterization for Complex Geomodels

caae-drdcn-inverse icon caae-drdcn-inverse

Deep residual networks for dimensionality reduction and surrogate modeling in high-dimensional inverse problems

cnn-inversion icon cnn-inversion

Deep autoregressive neural networks for high-dimensional inverse problems

cnn-surrogate icon cnn-surrogate

Bayesian deep convolutional encoder-decoder networks for surrogate modeling and uncertainty quantification

dcedn-gcs icon dcedn-gcs

Deep convolutional encoder-decoder networks for uncertainty quantification of dynamic multi-phase flow in heterogeneous random media

densenet icon densenet

Densely Connected Convolutional Networks, In CVPR 2017 (Best Paper Award).

dive-into-dl-pytorch icon dive-into-dl-pytorch

本项目将《动手学深度学习》(Dive into Deep Learning)原书中的MXNet实现改为PyTorch实现。

geomodeling_conditional_to_probability_maps_plus icon geomodeling_conditional_to_probability_maps_plus

The second repository (GeoModeling_Conditional_ProGAN) is used for conditioning to well data and global features. This repository is for conditioning to geophysics-interpreted probability maps alone and together with well data and global features.

nvae icon nvae

The Official PyTorch Implementation of "NVAE: A Deep Hierarchical Variational Autoencoder" (NeurIPS 2020 spotlight paper)

presto icon presto

The Python Reservoir Simulation Toolbox

pymodflow icon pymodflow

Python code for building, calibrating, and post-processing groundwater flow and transport models using MODFLOW, MODPATH, MT3DMS, and PEST.

pytorch-handbook icon pytorch-handbook

pytorch handbook是一本开源的书籍,目标是帮助那些希望和使用PyTorch进行深度学习开发和研究的朋友快速入门,其中包含的Pytorch教程全部通过测试保证可以成功运行

pytorchdocs icon pytorchdocs

PyTorch 官方中文教程包含 60 分钟快速入门教程,强化教程,计算机视觉,自然语言处理,生成对抗网络,强化学习。欢迎 Star,Fork!

recurrent-u-net icon recurrent-u-net

PyTorch implementation of Recurrent U-Net; Recurrent U-Net for Resource-Constrained Segmentation

rnn_pytorch icon rnn_pytorch

Using the Pytorch to build an image temporal prediction model of the encoder-forecaster structure, ConvGRU kernel & ConvLSTM kernel

segnets-3d icon segnets-3d

Repo for SegNets, though the code also contains cycleGAN, SRGAN, and other modules

visualization_adgprs icon visualization_adgprs

This repository contains MATLAB codes for visualization and plotting simulation results of Stanford ADGPRS (Automatic-Differentiation-based General Purpose Research Simulator).

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