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Introduction to Python in Earth Science Data Analysis - (Springer Textbooks in Earth Sciences, Geography and Environm) by Maurizio Petrelli
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Highlights
- Part I Python for Geologists, a kick-off; 1.
- About the Author: Maurizio Petrelli works as a researcher in petrology and volcanology at the Department of Physics and Geology, University of Perugia.
- 229 Pages
- Science, Earth Sciences
- Series Name: Springer Textbooks in Earth Sciences, Geography and Environm
Description
Book Synopsis
Part I Python for Geologists, a kick-off; 1. Setting Up Your Python Environment, Easily; 2. Python Essentials for a Geologist; 3. Start Solving Geological Problems Using Python; Part II Describing Geological Data; 4. Graphical Visualization of a Geological Dataset; 5. Descriptive Statistics; Part III Integrals and Differential Equations in Geology; 6. Numerical Integration; 7. Ordinary Differential Equations (ODE); 8. Partial Differential Equations (PDE); Part IV Probability Density Functions and Error Analysis; 9. Probability Density Functions and their Use in Geology; 10. Error Analysis; Part V Robust Statistics and Machine Learning; 11. Introduction to Robust Statistics; 12. Machine Learning;From the Back Cover
This textbook introduces the use of Python programming for exploring and modelling data in the field of Earth Sciences. It drives the reader from his very first steps with Python, like setting up the environment and starting writing the first lines of codes, to proficient use in visualizing, analyzing, and modelling data in the field of Earth Science. Each chapter contains explicative examples of code, and each script is commented in detail. The book is minded for very beginners in Python programming, and it can be used in teaching courses at master or PhD levels. Also, Early careers and experienced researchers who would like to start learning Python programming for the solution of geological problems will benefit the reading of the book.About the Author
Maurizio Petrelli works as a researcher in petrology and volcanology at the Department of Physics and Geology, University of Perugia. In 2001, he graduated in Geology and obtained his PhD in February 2006 at the University of Perugia.His current studies are focused on the petrological, volcanological and geochemical characterization of magmatic systems with particular emphasis on time-scales estimates of magmatic processes. He combines the use of numerical simulations, experimental petrology and the study of natural samples. Since 2016, he has developed a new line of research at the Department of Physics and Geology, University of Perugia focused on the application of Machine Learning techniques to petrological and volcanological studies.Dimensions (Overall): 9.21 Inches (H) x 6.14 Inches (W) x .52 Inches (D)
Weight: .78 Pounds
Suggested Age: 22 Years and Up
Number of Pages: 229
Genre: Science
Sub-Genre: Earth Sciences
Series Title: Springer Textbooks in Earth Sciences, Geography and Environm
Publisher: Springer
Theme: General
Format: Paperback
Author: Maurizio Petrelli
Language: English
Street Date: September 17, 2022
TCIN: 1007429105
UPC: 9783030780579
Item Number (DPCI): 247-52-3361
Origin: Made in the USA or Imported
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Shipping details
Estimated ship dimensions: 0.52 inches length x 6.14 inches width x 9.21 inches height
Estimated ship weight: 0.78 pounds
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