Probabilistic Machine Learning for Civil Engineers (The MIT Press) (PDF)

Probabilistic Machine Learning for Civil Engineers (The MIT Press) (PDF)



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English | March 16th, 2020 | ISBN: 0262538709 | 304 pages | PDF | 24 MB

An introduction to key concepts and techniques in probabilistic machine learning for civil engineering students and professionals; with many step-by-step examples, illustrations, and exercises.

This book introduces probabilistic machine learning concepts to civil engineering students and professionals, presenting key approaches and techniques in a way that is accessible to readers without a specialized background in statistics or computer science. It presents different methods clearly and directly, through step-by-step examples, illustrations, and exercises. Having mastered the material, readers will be able to understand the more advanced machine learning literature from which this book draws.