Kniha Artificial Intelligence, Big Data and Data Science in Statistics Ansgar Steland

Artificial Intelligence, Big Data and Data Science in Statistics

Challenges and Solutions in Environmetrics, the Natural Sciences and Technology

Jazyk: Angličtina
Vazba: Pevná
Vydavatel: Springer, Berlin
Dostupnost: Skladem u dodavatele
Odesíláme za 10-13 dnů
4 111
This book discusses the interplay between statistics, data science, machine learning and artificial...

Informace o knize

Jazyk
Angličtina
Vazba
Kniha - Pevná
Vydáno
2022
Stránek
376
EAN
9783031071546
Enbook ID
39193235
Vydavatel
Hmotnost
716
Rozměry
155 x 235 x 27

Kompletní popis

This book discusses the interplay between statistics, data science, machine learning and artificial intelligence, with a focus on environmental science, the natural sciences, and technology. It covers the state of the art from both a theoretical and a practical viewpoint and describes how to successfully apply machine learning methods, demonstrating the benefits of statistics for modeling and analyzing high-dimensional and big data. The book's expert contributions include theoretical studies of machine learning methods, expositions of general methodologies for sound statistical analyses of data as well as novel approaches to modeling and analyzing data for specific problems and areas. In terms of applications, the contributions deal with data as arising in industrial quality control, autonomous driving, transportation and traffic, chip manufacturing, photovoltaics, football, transmission of infectious diseases, Covid-19 and public health. The book will appeal to statisticians and data scientists, as well as engineers and computer scientists working in related fields or applications.

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