GeostatsGuy/MLTrainingImages GeostatsGuy/MLTrainingImages

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  • Language
    Python
  • License
    MIT License
  • Created over 1 year ago
  • Updated 7 months ago
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GeostatsGuy/MLTrainingImages
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GeostatsGuy

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Repository Details

Machine learning training images.

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1

PythonNumericalDemos

Well-documented Python demonstrations for spatial data analytics, geostatistical and machine learning to support my courses.
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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
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3

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
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Introduction to spatial data analytics and machine learning with GeostatsPy Python package
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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
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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
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7

GeoDataSets

Synthetic datasets for geoscience (geo)statistical modeling
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MachineLearningCourse

My graduate level machine learning course, including student machine learning projects.
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PGE383_SubsurfaceModeling

Graduate course on subsurface modeling
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geostatsr

Geostatistical utilities and tutorial in R. For the tutorials I have included Rmarkdown html files.
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11

GeostatsGuy

Information about me.
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MachineLearning_StudentProjects

My graduate students complete Machine Learning projects that they have agreed to share.
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13

Machine_Learning

1 Day Machine Learning Course
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14

LectureExercises

The exercises from my Introduction to Geostatistics available on YouTube on the GeostatsGuy Lectures Channel.
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5DayGeostats_DataAnalytics

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

Short course on multivariate modeling
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InteractivePython

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GeostatsLectures

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

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DataAnalytics_Geostatistics

2 Day short course on spatial stat analytics, geostatistics and machine learning.
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21

2DayCourse_Exercises

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22

SubsurfaceMachineLearning

Short course on subsurface data analytics and machine learning.
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23

Geostats_ML_2Day

Two day course on geostats and machine learning
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24

GeostatsPy_Course_2

Course on the GeostatsPy Python geostatistics package covering uncertainty modeling with declustering and simulation.
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25

RandomTools

Random tools to support decision making in like
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26

Undergraduate_Research

Undergraduate research projects.
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27

GSLIB_MacOS

Executables for GSLIB on Mac OS
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28

EnergyAI_2021_Hackathon

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29

GeostatsPyDemos

Well-documented demonstrations of the GeostatsPy package for geostatistics and spatial data analytics.
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30

PGE379_SubsurfaceMachineLearning

Course in subsurface machine learning.
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31

Heterogeneity_Course

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32

DIRECT

Digital Reservoir Characterization Technology Consortium, UT Austin
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33

interactive_geostatr

A collection of interactive geostatistical tutorials in Jupyter Notebooks / Binder.
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34

GSLIB_Windows

Static builds of GSLIB for Windows to solve issues with missing DLL files.
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35

RepeatableResearch

Workflows for my published papers for repeatability.
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36

DataScience_Interactive_Python

Python interactive dashboards for learning data science
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37

GSLIBTools

FORTRAN tools to assist with building geostatistical workflows.
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38

MachineLearningDemos

well-documented demonstration Python Jupyter workflows for many common machine learning workflows
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39

MachineLearningDemos_Book

Applied Machine Learning in Python e-Book
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