TY - BOOK AU - Naser,M.Z. TI - Machine learning for civil & environmental engineers: : a practical approach to data-driven analysis, explainability, and causality SN - 9781119897606 U1 - 006.31 PY - 2023///] CY - Hoboken, New Jersey PB - John Wiley & Sons KW - Machine learning KW - Civil engineering KW - Data processing KW - Environmental engineering N1 - Includes bibliographical references and index; Teaching methods for this textbook; Introduction to machine learning; Data and statistics; Machine learning algorithms; Performance fitness indicators and error metrics; Coding-free and coding-based approaches to machine learning; Explainability and interpretability; Causal discovery and casual inference; Final thoughts and future directions ER -