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ai_prediction_with_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.

altair-used-to-select-samples-from-poro-perm-cross-plot-to-display-the-respective-pc-curves

We are using Altair to Select Samples from a Poro-Perm Cross Plot and the respective Pc Curves or other data are then shown for the selected samples

automatedwelllogcorrelation

Framework for correlating two or more well logs using feature vectors generated from CNN's in Pytorch

avo_app

Geophysical analysis app for Android; AppInventor project

awesome-earthobservation-code

A curated list of awesome tools, tutorials, code, helpful projects, links, stuff about Earth Observation and Geospatial stuff!

awesome-python-data-science

Probably the best curated list of data science software in Python.

basic-well-log-interpretation

Basic Well Log Interpretation with python, pandas, matplotlib

beginners_sat_opencv

Beginners guide to interactive manipulation of satellite data with open cv

berkeley-stat-157

Homepage for STAT 157 at UC Berkeley

booster_bootcamp

Intro to Python bootcamp at Booster Total, Paris, June 9, 2017

bruges

Geophysics library with various helpful functions

carbonates-estimate-petrophysical-rock-types-prt-from-normalized-core-data-using-knn

Predict Petrophysical Rock Types (PRT) using KNN

chartbook-neutron-density-porosity-estimations-using-knn

Calculate a Chart Book type of Neutron Density log analysis Porosity using Python's KNN

cnn-for-asi

Tutorial: Convolutional Neural Networks for Automated Seismic Interpretation

combined_nmr_conventional_logs-shaley-sand-analysis-using-petrogg

Mihai's PetroGG modified to be used with our shaly-sand Gulf Coast NMR data.

course-nlp

A Code-First Introduction to NLP course

course-v3

The 3rd edition of course.fast.ai

course20

Deep Learning for Coders, 2020, the website

d2l-en

Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 175 universities.

deeplogs

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

dl_notebooks

This repo contains all the notebooks mentioned in blog.

estimate-core-permeability-from-nmr-data-using-either-map-inversion-or-knn

Estimate Core-based Permeability from NMR well log data

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.

facies_classification

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" (published in the SEG Interpretation Journal, August 2019).

facies_net

Software for detection of given facies

fastai

The fastai deep learning library

fastbook

The fastai book, published as Jupyter Notebooks

fatiando

Python toolkit for modeling and inversion in geophysics. DEPRECATED in favor of our newer libraries (see www.fatiando.org)

field-delineation

Field delineation with Sentinel-2 data from Sentinel-Hub and a ResUnet-a architecture.