000			02693nam a22003737a 4500
003			OSt
005			20260702141618.0
008			260702s20242024-uka|||er|||| 001 0 eng d
020			_a9780323917780 [paperback]
040			_aUniversity of Cebu-Banilad _cUniversity of Cebu-Banilad
100			_aKalita, Jugal K., _eauthor.
245			_aFundamentals of data science : _btheory and practice / _cJugal K. Kalita, Dhruba K. Bhattacharyya, and Swarup Roy.
260			_aUnited Kingdom : _bAcademic Press/Elsevier, _cc2024.
300			_axxvi, 307 pages : _billustrations (black and white) ; _c23 cm.
336			_2rdacontent _atext
337			_2rdamedia _aunmediated
338			_2rdacarrier _avolume
504			_aIncludes index.
505			_aContents: Preface — Acknowledgement — Foreword — Foreword — 1. Introduction — 2. Data, sources, and generation — 3. Data preparation — 4. Machine learning — 5. Regression — 6. Classification — 7. Artificial neural networks — 8. Feature selection — 9. Cluster analysis — 10. Ensemble learning — 11. Association-rule mining — 12. Big data analysis — 13. Data science in practice — 14. Conclusion — Index.
520			_a"Fundamentals of Data Science: Theory and Practice presents basic and advanced concepts in data science along with real-life applications. The book provides students, researchers and professionals at different levels a good understanding of the concepts of data science, machine learning, data mining and analytics. Users will find the authors’ research experiences and achievements in data science applications, along with in-depth discussions on topics that are essential for data science projects, including pre-processing, that is carried out before applying predictive and descriptive data analysis tasks and proximity measures for numeric, categorical and mixed-type data. The book's authors include a systematic presentation of many predictive and descriptive learning algorithms, including recent developments that have successfully handled large datasets with high accuracy. In addition, a number of descriptive learning tasks are included." --Provided by the publisher
521			_aAdult
541			_aPurchased _xOrtega, Eric _yCollege of Computer Studies _zComputer Science
546			_aText in English
650			_aData science.
650			_aMachine learning.
650			_aData mining.
650			_aBig data.
650			_aMathematical statistics.
700			_aBhattacharyya, Dhruba K., _eauthor.
700			_aRoy, Swarup, _eauthor.
942			_2ddc _cBK
998			_cJanna [new] _d07/02/2026
999			_c15451 _d15451