Data Analytics
Models and Algorithms for Intelligent Data Analysis - A Comprehensive Introduction
4th Edition
Published on 19. November 2024
XIII, 189 pages
978-3-658-45951-2 (ISBN)
Description
This book is a comprehensive introduction to the methods and algorithms of modern data analytics. It provides a sound mathematical basis, discusses advantages and drawbacks of different approaches, and enables the reader to design and implement data analytics solutions for real-world applications. The new edition integrates themes such as Word Embeddings, Transformer Models, and generative AI among the contents and offers new exercises in addition. This book has been used for more than ten years in the Data Mining course at the Technical University of Munich. Much of the content is based on the results of industrial research and development projects at Siemens.
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Series
Edition
Fourth Edition 2025
Language
English
Place of publication
Wiesbaden
Germany
Publishing group
Springer Fachmedien Wiesbaden GmbH
Product notice
Reflowable
Illustrations
XIII, 189 p. 82 illus. Textbook for German language market.
File size
6,06 MB
ISBN-13
978-3-658-45951-2 (9783658459512)
DOI
10.1007/978-3-658-45951-2
Schweitzer Classification
Other editions
Additional editions
Thomas A. Runkler
Data Analytics
Models and Algorithms for Intelligent Data Analysis - A Comprehensive Introduction
Book
11/2024
4th Edition
Springer Vieweg
€37.44
Shipment within 10-15 days
Previous edition
E-Book
05/2020
3rd Edition
Springer Vieweg
€53.49
Available for download
Person
Thomas A. Runkler is Distinguished Key Expert at Siemens AG and Professor at the School of Computation, Information and Technology of the Technical University of Munich.
Content
Introduction.- Data and Relations.- Data Preprocessing.- Data Visualization.- Correlation.- Regression.- Forecasting.- Classification.- Clustering.
