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An introduction to key concepts and techniques in probabilistic machine learning for civil engineering students and professionals; with many step-by-step exampl

Machine learning has undergone rapid growth in diversification and practicality, and the repertoire of techniques has evolved and expanded. The aim of this book

In recent years, artificial intelligence (AI) has drawn significant attention with respect to its applications in several scientific fields, varying from big da

A detailed and up-to-date introduction to machine learning, presented through the unifying lens of probabilistic modeling and Bayesian decision theory. This boo

This book explains use of data science-based techniques for modeling and providing optimal solutions to complex problems in civil engineering. It discusses civi