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Materials Data Science

Introduction to Data Mining, Machine Learning, and Data-Driven Predictions for Materials Science and Engineering

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Focusing on the intersection of data science and materials science, this book delves into machine learning and deep learning techniques relevant to engineering applications. It features comprehensive explanations of algorithms and methods, with practical examples demonstrating their implementation using Python and NumPy. Readers will gain hands-on experience by learning to build these techniques from the ground up.

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Materials Data Science, Stefan Sandfeld

Sprache
Erscheinungsdatum
2024
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(Hardcover)
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Titel
Materials Data Science
Untertitel
Introduction to Data Mining, Machine Learning, and Data-Driven Predictions for Materials Science and Engineering
Sprache
Englisch
Autor*innen
Stefan Sandfeld
Erscheinungsdatum
2024
Einband
Hardcover
Seitenzahl
644
ISBN13
9783031465642
Reihe
Beschreibung
Focusing on the intersection of data science and materials science, this book delves into machine learning and deep learning techniques relevant to engineering applications. It features comprehensive explanations of algorithms and methods, with practical examples demonstrating their implementation using Python and NumPy. Readers will gain hands-on experience by learning to build these techniques from the ground up.