TY  - BOOK
AU  - Berthold, Michael R.
AU  - Borgelt, Christian
AU  - Hoppner, Frank
AU  - Klawonn, Frank
TI  - Guide to intelligent data science: how to intelligently make use of real data
SN  - 9783030455736
U1  - 519.5 
PY  - 2020///
CY  - Switzerland
PB  - Springer
KW  - Mathematical statistics
KW  - Mathematical statistics--Data processing
KW  - Artificial intelligence
KW  - Machine learning
KW  - Big data
N2  - About this book
Making use of data is not anymore a niche project but central to almost every project. With access to massive compute resources and vast amounts of data, it seems at least in principle possible to solve any problem. However, successful data science projects result from the intelligent application of: human intuition in combination with computational power; sound background knowledge with computer-aided modelling; and critical reflection of the obtained insights and results.

Substantially updating the previous edition, then entitled Guide to Intelligent Data Analysis, this core textbook continues to provide a hands-on instructional approach to many data science techniques, and explains how these are used to solve real world problems. The work balances the practical aspects of applying and using data science techniques with the theoretical and algorithmic underpinnings from mathematics and statistics. Major updates on techniques and subject coverage (including deep learning) are included
ER  -