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2daycourse

My 2-day short course on spatial data analytics and geostatistics. I hope these resources are helpful, Prof. Michael Pyrcz

agbabu_eda

Exploratory Data Analysis for Agbabu Bitumen Field

agbabu_parameter_uncertainty_analysis

Ergodic and non-ergodic variogram uncertainty in Agbabu bitumen field porosity data

agbabu_spatial_data_analysis

Agbabu Spatial Variability Modeling

applied-ml

📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.

applied-spatial-data-analysis

Transcribing examples from "Applied Spatial Data Analysis with R" by Bivand, Pebesma, and Gomez-Rubio

artofdatascience

The Art of Data Science

carbon-capture-and-storage

Integration of reservoir simulation, rock physics, seismic modeling, & geomechanics for CCS monitoring. Originally my BSc thesis and will be presented in EAGE 2020 Amsterdam.

computational-geophysics

Python implementations in geophysical methods: seismic and gravity

courses

Course materials for the Data Science Specialization: https://www.coursera.org/specialization/jhudatascience/1

courseteach_machine-learning

This repository is a related to all about Machine Learning - an A-Z guide to the world of Data Science. This supplement contains the implementation of algorithms, statistical methods and techniques (in Python), Feature Selection technique in python etc. Follow Coursesteach for more content

datasciencecoursera

datasciencectacontent

repository for Community Mentor content related to the Johns Hopkins University Data Science Specialization on Coursera

datasharing

The Leek group guide to data sharing

dbscan_aided_variogram_estimation

The Application of DBSCAN Algorithm to Improve Variogram Estimation and Interpretation in Irregularly-Sampled Fields

ds_textbook_ucbeckly

The textbook Computational and Inferential Thinking: The Foundations of Data Science

eda_of_national_oceanic_and_atmospheric_administration_storm_database

eda_of_us_noaa_storm_database

exdata_plotting1

Plotting Assignment 1 for Exploratory Data Analysis

facies-classification-machine-learning

formation-evaluation

Python utility for formation evaluation and petrophysical analysis support

geostatistics

Multiple experiments on geo-datasets

geostatspy

GeostatsPy Python package for spatial data analytics and geostatistics. Mostly a reimplementation of GSLIB, Geostatistical Library (Deutsch and Journel, 1992) in Python. Geostatistics in a Python package. I hope this resources is helpful, Prof. Michael Pyrcz

geostatspy_intro_course

Introduction to spatial data analytics and machine learning with GeostatsPy Python package

getting-and-cleaning-data_human-activity-recognition

Obtaining a tidy data from the Samsung data on Human Activity Recognition

go

The Open Source Data Science Masters

hello-word

Github Tutorial

interactive-horizon-surfaces-plot

This open-source code repository provides a Python implementation for generating an interactive horizon surfaces plot using Plotly. The focus of this code is to visualize the Volve horizons in a 3D surface plot.

interactive-seismic-data-section-plot

This repository contains a Python script that uses the Plotly library to create an interactive web-based application for plotting seismic data sections from SEG-Y files.

interactive-well-trajectory-plot

This open-source code repository provides a Python implementation for generating an interactive well trajectory plot using Plotly. The focus of this code is to visualize the trajectory of Well 15/9-F-5 from the Volve dataset.