je-santos

MPLBM-UT

Library for performing multiphase simulations (based on the Shan-Chen model) in complicated geometries (i.e. porous media 3D images)

PoreFlow-Net

3D CNN to predict single-phase flow velocity fields

Large-simulation-dataset

syntheticFractures

Matlab codes to create synthetic fractures for multiphase simulation

ms_net

The MultiScale Network for hierarchical regression (MS-Net) performs 3D regression based on a hierarchical principle: coarse inputs provide broad information about the data, and progressively finer-scale inputs can be used to refine this information.

cellnet

Semantic cellmentation

DOI4Senseiver

The Senseiver: attention-based global field reconstruction from sparse observations

lettuce

Computational Fluid Dynamics based on PyTorch and the Lattice Boltzmann Method

Machine-Learning-Competition-2020

SPWLA PDDA’s 1st Petrophysical Data-Driven Analytics Contest -- Sonic Log Synthesis

lbm_light

nanoconfinement_sims

Code to carry-out nanofinement simulations in 3D nanorpores with an arbitrary shape using LAMMPS

pytorch-Deep-Learning

Deep Learning (with PyTorch)

ai-notebooks

Some ipython notebooks implementing AI algorithms

blackout_diffusion

je-santos.github.io

Personal Webpage

julia2pytorch

Enables Zygote.jl differentiable functions to be differentiated with pytorch

lions

livelossplot

Live training loss plot in Jupyter Notebook for Keras, PyTorch and others

minkowski-measures

option_playground

pySimFrac

Python module for synthetic generation of rough fracture surfaces

ResUnet-a

For the semantic segmentation of remote sensing image, tensorflow implementation

ResUNet-with-CRF-and-TTA

Improving Semantic Image Segmentation and Generalization with ResUNet++, Conditional Random Field, and Test-Time Augmentation

vel_net

A repository to learn how to train deep neural nets with single-phase porous media data

vit-pytorch

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