GeostatsGuy/RepeatableResearch GeostatsGuy/RepeatableResearch

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  • Created about 6 years ago
  • Updated over 5 years ago
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GeostatsGuy/RepeatableResearch
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GeostatsGuy

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Repository Details

Workflows for my published papers for repeatability.

More Repositories

1

PythonNumericalDemos

Well-documented Python demonstrations for spatial data analytics, geostatistical and machine learning to support my courses.
Jupyter Notebook
1,325
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2

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
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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
345
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4

GeostatsPy_Intro_Course

Introduction to spatial data analytics and machine learning with GeostatsPy Python package
Jupyter Notebook
138
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5

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
95
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6

2DayCourse

My 2-day short course on spatial data analytics and geostatistics. I hope these resources are helpful, Prof. Michael Pyrcz
82
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7

GeoDataSets

Synthetic datasets for geoscience (geo)statistical modeling
71
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8

MachineLearningCourse

My graduate level machine learning course, including student machine learning projects.
Jupyter Notebook
61
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9

PGE383_SubsurfaceModeling

Graduate course on subsurface modeling
Jupyter Notebook
32
star
10

geostatsr

Geostatistical utilities and tutorial in R. For the tutorials I have included Rmarkdown html files.
HTML
32
star
11

GeostatsGuy

Information about me.
28
star
12

MachineLearning_StudentProjects

My graduate students complete Machine Learning projects that they have agreed to share.
Jupyter Notebook
24
star
13

Machine_Learning

1 Day Machine Learning Course
Jupyter Notebook
21
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14

LectureExercises

The exercises from my Introduction to Geostatistics available on YouTube on the GeostatsGuy Lectures Channel.
R
19
star
15

5DayGeostats_DataAnalytics

5-day course on Geostatistics, Data Analytics and Machine Learning
Jupyter Notebook
19
star
16

MultivariateModeling

Short course on multivariate modeling
Jupyter Notebook
16
star
17

MLTrainingImages

Machine learning training images.
Python
15
star
18

InteractivePython

Jupyter Notebook
15
star
19

GeostatsLectures

(Geo)statistical course materials released for anyone to use (.pdf format). Enjoy! I'm happy to discuss.
15
star
20

GeostatsMachineLearning_Course

14
star
21

DataAnalytics_Geostatistics

2 Day short course on spatial stat analytics, geostatistics and machine learning.
Jupyter Notebook
12
star
22

2DayCourse_Exercises

Jupyter Notebook
12
star
23

SubsurfaceMachineLearning

Short course on subsurface data analytics and machine learning.
10
star
24

Geostats_ML_2Day

Two day course on geostats and machine learning
10
star
25

GeostatsPy_Course_2

Course on the GeostatsPy Python geostatistics package covering uncertainty modeling with declustering and simulation.
Jupyter Notebook
8
star
26

RandomTools

Random tools to support decision making in like
Jupyter Notebook
8
star
27

Undergraduate_Research

Undergraduate research projects.
Jupyter Notebook
6
star
28

GSLIB_MacOS

Executables for GSLIB on Mac OS
6
star
29

EnergyAI_2021_Hackathon

Jupyter Notebook
6
star
30

GeostatsPyDemos

Well-documented demonstrations of the GeostatsPy package for geostatistics and spatial data analytics.
6
star
31

PGE379_SubsurfaceMachineLearning

Course in subsurface machine learning.
4
star
32

Heterogeneity_Course

4
star
33

DIRECT

Digital Reservoir Characterization Technology Consortium, UT Austin
4
star
34

interactive_geostatr

A collection of interactive geostatistical tutorials in Jupyter Notebooks / Binder.
Jupyter Notebook
4
star
35

GSLIB_Windows

Static builds of GSLIB for Windows to solve issues with missing DLL files.
2
star
36

DataScience_Interactive_Python

Python interactive dashboards for learning data science
Jupyter Notebook
2
star
37

GSLIBTools

FORTRAN tools to assist with building geostatistical workflows.
Fortran
1
star
38

MachineLearningDemos

well-documented demonstration Python Jupyter workflows for many common machine learning workflows
Jupyter Notebook
1
star
39

MachineLearningDemos_Book

Applied Machine Learning in Python e-Book
Jupyter Notebook
1
star