afantunes74's Projects
3D Fault Segmentation by U-Net
My personal page on GitHub.
Using convolutional autoencoders to remove random noise from seismic data.
Curated from repositories that make our lives as geoscientists, hackers and data wranglers easier or just more awesome
Basic Well Log Interpretation with python, pandas, matplotlib
Using Convolution Neural Network for Seismic Fault Mapping
Python and R notebooks accompanying a talk at the 2018 CSEG / CSPG Geoconvention in Calgary - and a lot MORE!
Seismic interpretation with applications of the state-of-the-art instance segmentations in computer vision.
Software for detection of given facies
A python module for the analysis of faults in raster data
A couple of tutorials showing how to extract faults from raster data using the fault analysis toolbox
fault picking with 3D-UNets
Using synthetic datasets to train an end-to-end CNN for 3D fault segmentation (We are working on an improved version!)
the results, code and the data for the Force 2020 Machine learning competition after the completion of the competition in October 2020.
Python tools for structural geology and borehole image analysis which includes data handling, frequency and geometric analysis, and reservoir geomechanics.
demo notebooks from our geocomputing courses
Collection of geophysical notes in the form of IPython/Jupyter notebooks.
A walking tour of bruges
Using geophysical well logs to predict lithology
Source code for the book, Math for Programmers
A collection of published papers, abstracts, and introductory articles of Machine Learning and Data Science related to applications on Geoscience and Hydrocarbon exploration.
Open source Windows Application in Python for Geosciences, Artificial Intelligence and Data Sciences - Initial stages, 2021
Examples on how to develop your own Machine Learning tools and workflows
Automatic fault interpretation with optimal surface voting
A series of Jupyter notebooks showing how to load well log and petrophysical data in python.
A short course covering Python basics, with an emphasis on geoscience applications.
https://www.youtube.com/channel/UC34rW-HtPJulxr5wp2Xa04w?sub_confirmation=1
Set of Jupyter Notebooks related to the textbook "Pythonic Geodynamics"