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geostatistic's Projects

bayseg icon bayseg

An unsupervised machine learning algorithm for the segmentation of spatial data sets.

clustering icon clustering

SGeMS domaining plugin (hierarchical clustering, K-means and GMM)

cm0477 icon cm0477

Statistics for spatio-temporal data

data-science-for-mini-datasets icon data-science-for-mini-datasets

Applying data-science and ML concepts to small datasets is highly discutable but I would argue that even the small one can benefit from it - if the user keeps in mind that the results are to be taken with a grain of salt

dgsa_light icon dgsa_light

This is a light version of DGSA, written in Python

dipy icon dipy

DIPY is the paragon 3D/4D+ imaging library in Python. Contains generic methods for spatial normalization, signal processing, machine learning, statistical analysis and visualization of medical images. Additionally, it contains specialized methods for computational anatomy including diffusion, perfusion and structural imaging.

faultseg icon faultseg

Using synthetic datasets to train an end-to-end CNN for 3D fault segmentation (We are working on an improved version!)

gempy icon gempy

GemPy is an open-source, Python-based 3-D structural geological modeling software, which allows the implicit (i.e. automatic) creation of complex geological models from interface and orientation data. It also offers support for stochastic modeling to adress parameter and model uncertainties.

gempy-canvas icon gempy-canvas

Proof of concept for a single page application running on top of gempy.

geo-gpu icon geo-gpu

Low-level geostatistical utilities that run on a GPU

geomod3d icon geomod3d

Implicit 3D geological modeling and geostatistics

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.

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