Items related to Data Science and Machine Learning Applications in Subsurface...
- PublisherCRC Press
- Publication date2024
- ISBN 10 1032433647
- ISBN 13 9781032433646
- BindingHardcover
- LanguageEnglish
- Edition number1
- Number of pages306
- EditorOtchere Daniel Asante
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Data Science and Machine Learning Applications in Subsurface Engineering
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Data Science and Machine Learning Applications in Subsurface Engineering
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Data Science and Machine Learning Applications in Subsurface Engineering
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Data Science and Machine Learning Applications in Subsurface Engineering
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Data Science and Machine Learning Applications in Subsurface Engineering
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Data Science and Machine Learning Applications in Subsurface Engineering
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Data Science and Machine Learning Applications in Subsurface Engineering (Hardcover)
Published by
Taylor & Francis Ltd, London, 2024
ISBN 10: 1032433647
ISBN 13: 9781032433646
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Hardcover
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Hardcover. Condition: new. Hardcover. This book covers unsupervised learning, supervised learning, clustering approaches, feature engineering, explainable AI and multioutput regression models for subsurface engineering problems. Processing voluminous and complex data sets are the primary focus of the field of machine learning (ML). ML aims to develop data-driven methods and computational algorithms that can learn to identify complex and non-linear patterns to understand and predict the relationships between variables by analysing extensive data. Although ML models provide the final output for predictions, several steps need to be performed to achieve accurate predictions. These steps, data pre-processing, feature selection, feature engineering and outlier removal, are all contained in this book. New models are also developed using existing ML architecture and learning theories to improve the performance of traditional ML models and handle small and big data without manual adjustments.This research-oriented book will help subsurface engineers, geophysicists, and geoscientists become familiar with data science and ML advances relevant to subsurface engineering. Additionally, it demonstrates the use of data-driven approaches for salt identification, seismic interpretation, estimating enhanced oil recovery factor, predicting pore fluid types, petrophysical property prediction, estimating pressure drop in pipelines, bubble point pressure prediction, enhancing drilling mud loss, smart well completion and synthetic well log predictions. This book provides comprehensive research and explores the different applications of data science and machine learning in subsurface engineering. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Seller Inventory # 9781032433646
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Data Science and Machine Learning Applications in Subsurface Engineering
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Data Science and Machine Learning Applications in Subsurface Engineering
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Data Science and Machine Learning Applications in Subsurface Engineering
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HRD. Condition: New. New Book. Delivered from our UK warehouse in 4 to 14 business days. THIS BOOK IS PRINTED ON DEMAND. Established seller since 2000. Seller Inventory # L1-9781032433646
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