Discover GeostatsGuy/GeostatsLectures Open Source project

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GeostatsGuy

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

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

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.

PGE379_SubsurfaceMachineLearning

Course in subsurface machine learning.

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/GeostatsLectures

GeostatsGuy

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