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