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Title Principles of data science / Hamid R. Arabnia, Kevin Daimi, Robert Stahlbock, Cristina Soviany, Leonard Heilig, Kai BrĂ¼ssau, editors
Published Cham : Springer, 2020


Description 1 online resource
Series Transactions on computational science and computational intelligence, 2569-7072
Transactions on computational science and computational intelligence.
Contents Introduction -- Data Acquisition, Extraction, and Cleaning -- Data Summarization and Modeling -- Data Analysis and Communication Techniques -- Data Science Tools -- Deep Learning in Data Science -- Data Science Applications -- Conclusion
Summary This book provides readers with a thorough understanding of various research areas within the field of data science. The book introduces readers to various techniques for data acquisition, extraction, and cleaning, data summarizing and modeling, data analysis and communication techniques, data science tools, deep learning, and various data science applications. Researchers can extract and conclude various future ideas and topics that could result in potential publications or thesis. Furthermore, this book contributes to Data Scientists preparation and to enhancing their knowledge of the field. The book provides a rich collection of manuscripts in highly regarded data science topics, edited by professors with long experience in the field of data science. Introduces various techniques, methods, and algorithms adopted by Data Science experts Provides a detailed explanation of data science perceptions, reinforced by practical examples Presents a road map of future trends suitable for innovative data science research and practice
Notes Includes index
Subject Big data.
Data mining.
Statistics -- Data processing.
Artificial intelligence.
Information retrieval.
Pattern recognition.
Business mathematics & systems.
Communications engineering -- telecommunications.
Technology & Engineering -- Engineering (General)
Computers -- System Administration -- Storage & Retrieval.
Computers -- Computer Vision & Pattern Recognition.
Business & Economics -- Industries -- Computer Industry.
Technology & Engineering -- Telecommunications.
Big data
Data mining
Statistics -- Data processing
Form Electronic book
Author Arabnia, Hamid.
Daimi, Kevin.
Stahlbock, Robert.
Soviany, Cristina
Heilig, Leonard
BrĂ¼ssau, Kai
ISBN 9783030439811