03999nam a22005295i 4500 978-3-658-45392-3 DE-He213 20251030113051.0 cr nn 008mamaa 240918s2024 gw | s |||| 0|eng d 9783658453923 978-3-658-45392-3 10.1007/978-3-658-45392-3 doi HF5548.125-.6 KJQ bicssc COM005030 bisacsh KJQ thema Heesen, Bernd. author. aut http://id.loc.gov/vocabulary/relators/aut 74713 Artificial Intelligence and Machine Learning with R [electronic resource] : Applications in the Field of Business Analytics / by Bernd Heesen. 1st ed. 2024. Wiesbaden : Springer Fachmedien Wiesbaden : Imprint: Springer, 2024. XIII, 493 p. 448 illus., 190 illus. in color. online resource. text txt rdacontent computer c rdamedia online resource cr rdacarrier text file PDF rda Benefits of Machine Learning and Artificial Intelligence -- Machine Learning -- Best Practices -- Setting Up the R Development Environment -- Fundamentals of the R Programming Language -- Machine Learning with R -- Application of Machine Learning with R -- Outlook. This book teaches you, based on the open-source programming language R, how to read, process, and analyze data from various formats and sources, and how to use Artificial Intelligence and Machine Learning in your company. It specifically explains the three types of Machine Learning and selected, widely-used algorithms that form the basis of Artificial Intelligence. Additionally, the author provides you with the datasets used through his R package "machinelearning," so you can run the code examples presented in the book yourself. The package also includes interactive self-learning tutorials for R. Contents Benefits of Machine Learning and Artificial Intelligence Best Practices Fundamentals of the R Programming Language Fundamentals of Machine Learning with R, including preprocessing, exploratory data analysis, modeling, evaluation, and parameter tuning Application of Machine Learning with R for predictions, classification, clustering, and recommendation systems The Author Bernd Heesen is a professor at the Faculty of Economics at Ansbach University of Applied Sciences in Bavaria. Before his tenure at the university, he worked for more than 10 years as a business consultant both domestically and internationally. He continues to advise companies on the use of IT innovations. The translation was done with the help of artificial intelligence. A subsequent human revision was done primarily in terms of content. This book is a translation of an original German edition. The translation was done with the help of artificial intelligence (machine translation by the service DeepL.com). A subsequent human revision was done primarily in terms of content, so that the book will read stylistically differently from a conventional translation. Business Data processing. 59544 Artificial intelligence. 58441 Statistics . 65982 Machine learning. 55059 Business Analytics. 66186 Artificial Intelligence. 58441 Statistics in Business, Management, Economics, Finance, Insurance. 69738 Machine Learning. 55059 SpringerLink (Online service) Springer Nature eBook Printed edition: 9783658453916 Printed edition: 9783658453930 https://doi.org/10.1007/978-3-658-45392-3 ZDB-2-BUM ZDB-2-SXBM 63516 63516