Machine learning for civil & environmental engineers : a practical approach to data-driven analysis, explainability, and causality
Naser, M. Z.
Machine learning for civil & environmental engineers : a practical approach to data-driven analysis, explainability, and causality Machine learning for civil and environmental engineers / M.Z. Naser - xix, 588 pages : illustrations
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
9781119897606
Machine learning
Civil engineering--Data processing
Environmental engineering--Data processing
006.31
Machine learning for civil & environmental engineers : a practical approach to data-driven analysis, explainability, and causality Machine learning for civil and environmental engineers / M.Z. Naser - xix, 588 pages : illustrations
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
9781119897606
Machine learning
Civil engineering--Data processing
Environmental engineering--Data processing
006.31