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cnn_based_impedance_inversion

Convolutional neural network for seismic impedance inversion

cnn_based_petrophysical_inversion

Neural network based petrophysical property inversion

code-lab-ml

Lecture notes and source codes from Code Lab's Introduction to Machine Learning bootcamp.

company-analysis-model

Documentation behind the model used to analyse companies in Simply Wall St

computational-geophysics

Python implementations in geophysical methods: seismic and gravity

computer-science

:mortar_board: Path to a free self-taught education in Computer Science!

cornell-cs5785-applied-ml

Teaching materials for the applied machine learning course at Cornell Tech

cs-video-courses

List of Computer Science courses with video lectures.

dataanalytics_geostatistics

2 Day short course on spatial stat analytics, geostatistics and machine learning.

datasets

A collection of datasets of ML problem solving

deeplearningbook-notes

Notes on the Deep Learning book from Ian Goodfellow, Yoshua Bengio and Aaron Courville (2016)

deeplogs

Velocity model building by deep learning. Multi-CMP gathers are mapped into velocity logs.

deepore

Deep learning for rapid characterization of porous materials

dlis

Reading and eventually writing DLIS/LAS/LIS/SEGY files in golang. Very much work in progress.... at the alpha level

dlisio

Python library for working with the well log format Digital Log Interchange Standard (DLIS V1)

dlisio_notebooks

Open source, public notebooks for working with DLISIO

dsbook

Repository for data science book

efacies

Multiscale electrofacies analysis on borhole data

elastic-impedance-inversion-using-recurrent-neural-networks

Codes and data for a manuscript in Interpretation Journal, Aug 2019

elasticmudrock

Code and data to reproduce the figures included in the manuscript

estimation-of-acoustic-impedance-from-seismic-data-using-temporal-convolutional-network

The repository has the PyTorch codes to reproduce the results for our recently accepted paper, "Estimation of Acoustic Impedance from Seismic Data using Temporal Convolutional Network", in SEG Technical Program Expanded Abstracts, 2019.

face-depixelizer

Face Depixelizer based on "PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative Models" repository.

facies-classification-machine-learning

facies_classification_benchmark

The repository includes PyTorch code, and the data, to reproduce the results for our paper titled "A Machine Learning Benchmark for Facies Classification" (accepted for publication in the SEG Interpretation Journal, May 2019).

facies_classification_weak_supervision

The repository includes PyTorch code, and the data, to reproduce the results for our paper titled "Facies Classification with Weak and Strong Supervision -- A Comparative Study" (accepted for publication in the SEG Extended abstracts, May 2019).

flownet

FlowNet - Data-Driven Reservoir Predictions

force-2020-machine-learning-competition

the results, code and the data for the Force 2020 Machine learning competition after the completion of the competition in October 2020.

fractoolbox

Python tools for structural geology and borehole image analysis which includes data handling, frequency and geometric analysis, and reservoir geomechanics.

fracture-sfa

A simple jupyter notebook showcasing a static fracture analysis workflow

ga-vs-neuralnetwork

[MATLAB inside] Comparative research well log prediction: Genetic algorithm vs Neural Network