Discover GeostatsGuy/PGE379_SubsurfaceMachineLearning Open Source

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MIT License
Created over 5 years ago
Updated over 5 years ago

GeostatsGuy

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Course in subsurface machine learning.

PythonNumericalDemos

Well-documented Python demonstrations for spatial data analytics, geostatistical and machine learning to support my courses.

Jupyter Notebook

1,325

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

Jupyter Notebook

442

Resources

Inventory of all the educational content that I share on spatial data analytics, geostatistics and machine learning. I hope these resources are helpful, Prof. Michael Pyrcz

345

GeostatsPy_Intro_Course

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

Jupyter Notebook

138

ExcelNumericalDemos

A set of numerical demonstrations in Excel to assist with teaching / learning concepts in probability, statistics, spatial data analytics and geostatistics. I hope these resources are helpful, Prof. Michael Pyrcz

2DayCourse

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

GeoDataSets

Synthetic datasets for geoscience (geo)statistical modeling

MachineLearningCourse

My graduate level machine learning course, including student machine learning projects.

Jupyter Notebook

PGE383_SubsurfaceModeling

Graduate course on subsurface modeling

Jupyter Notebook

geostatsr

Geostatistical utilities and tutorial in R. For the tutorials I have included Rmarkdown html files.

HTML

GeostatsGuy

Information about me.

MachineLearning_StudentProjects

My graduate students complete Machine Learning projects that they have agreed to share.

Jupyter Notebook

Machine_Learning

1 Day Machine Learning Course

Jupyter Notebook

LectureExercises

The exercises from my Introduction to Geostatistics available on YouTube on the GeostatsGuy Lectures Channel.

5DayGeostats_DataAnalytics

5-day course on Geostatistics, Data Analytics and Machine Learning

Jupyter Notebook

MultivariateModeling

Short course on multivariate modeling

Jupyter Notebook

MLTrainingImages

Machine learning training images.

Python

InteractivePython

Jupyter Notebook

GeostatsLectures

(Geo)statistical course materials released for anyone to use (.pdf format). Enjoy! I'm happy to discuss.

GeostatsMachineLearning_Course

DataAnalytics_Geostatistics

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

Jupyter Notebook

2DayCourse_Exercises

Jupyter Notebook

SubsurfaceMachineLearning

Short course on subsurface data analytics and machine learning.

Geostats_ML_2Day

Two day course on geostats and machine learning

GeostatsPy_Course_2

Course on the GeostatsPy Python geostatistics package covering uncertainty modeling with declustering and simulation.

Jupyter Notebook

RandomTools

Random tools to support decision making in like

Jupyter Notebook

Undergraduate_Research

Undergraduate research projects.

Jupyter Notebook

GSLIB_MacOS

Executables for GSLIB on Mac OS

EnergyAI_2021_Hackathon

Jupyter Notebook

GeostatsPyDemos

Well-documented demonstrations of the GeostatsPy package for geostatistics and spatial data analytics.

Heterogeneity_Course

DIRECT

Digital Reservoir Characterization Technology Consortium, UT Austin

interactive_geostatr

A collection of interactive geostatistical tutorials in Jupyter Notebooks / Binder.

Jupyter Notebook

GSLIB_Windows

Static builds of GSLIB for Windows to solve issues with missing DLL files.

RepeatableResearch

Workflows for my published papers for repeatability.

Jupyter Notebook

DataScience_Interactive_Python

Python interactive dashboards for learning data science

Jupyter Notebook

GSLIBTools

FORTRAN tools to assist with building geostatistical workflows.

Fortran

MachineLearningDemos

well-documented demonstration Python Jupyter workflows for many common machine learning workflows

Jupyter Notebook

MachineLearningDemos_Book

Applied Machine Learning in Python e-Book

Jupyter Notebook

GeostatsGuy/PGE379_SubsurfaceMachineLearning

GeostatsGuy

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