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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.
This textbook introduces the reader to Machine Learning (ML)
applications in Earth Sciences. In detail, it starts by describing
the basics of machine learning and its potentials in Earth Sciences
to solve geological problems. It describes the main Python tools
devoted to ML, the typival workflow of ML applications in Earth
Sciences, and proceeds with reporting how ML algorithms work. The
book provides many examples of ML application to Earth Sciences
problems in many fields, such as the clustering and dimensionality
reduction in petro-volcanological studies, the clustering of
multi-spectral data, well-log data facies classification, and
machine learning regression in petrology. Also, the book introduces
the basics of parallel computing and how to scale ML models in the
cloud. The book is devoted to Earth Scientists, at any level, from
students to academics and professionals.
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.
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