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Machine Learning for Subsurface Characterization develops and applies neural networks, random forests, deep learning, unsupervised learning, Bayesian frameworks
Advances in Subsurface Data Analytics
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Authors: Shuvajit Bhattacharya
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Advances in Subsurface Data Analytics: Traditional and Physics-Based Approaches brings together the fundamentals of popular and emerging machine learning (ML) a
A Primer on Machine Learning in Subsurface Geosciences
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This book provides readers with a timely review and discussion of the success, promise, and perils of machine learning in geosciences. It explores the fundament
A Primer on Machine Learning in Subsurface Geosciences
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This book provides readers with a timely review and discussion of the success, promise, and perils of machine learning in geosciences. It explores the fundament
Machine Learning Applications in Subsurface Energy Resource Management
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The utilization of machine learning (ML) techniques to understand hidden patterns and build data-driven predictive models from complex multivariate datasets is