Data Analytics

Models and Algorithms for Intelligent Data Analysis - A Comprehensive Introduction

Thomas A. Runkler (Autor)

Buch | Softcover

XIII, 189 Seiten

2024 | 4. Fourth Edition 2025
Springer Fachmedien Wiesbaden GmbH (Verlag)
978-3-658-45950-5 (ISBN)

Noch nicht erschienen - erscheint am 21.12.2024
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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.

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.

Introduction.- Data and Relations.- Data Preprocessing.- Data Visualization.- Correlation.- Regression.- Forecasting.- Classification.- Clustering.

Erscheint lt. Verlag	21.12.2024
Zusatzinfo	XIII, 189 p. 82 illus.
Verlagsort	Wiesbaden
Sprache	englisch
Maße	168 x 240 mm
Themenwelt	Informatik ► Datenbanken ► Data Warehouse / Data Mining
Schlagworte	algorithms • Business Intelligence • classification • Clustering • Data Mining • Deep learning • Forecasting • Knowledge Discovery • machine learning
ISBN-10	3-658-45950-6 / 3658459506
ISBN-13	978-3-658-45950-5 / 9783658459505
Zustand	Neuware