02693nam a22003737a 4500 OSt 20260702141618.0 260702s20242024-uka|||er|||| 001 0 eng d 9780323917780 [paperback] University of Cebu-Banilad University of Cebu-Banilad Kalita, Jugal K., author. Fundamentals of data science : theory and practice / Jugal K. Kalita, Dhruba K. Bhattacharyya, and Swarup Roy. United Kingdom : Academic Press/Elsevier, c2024. xxvi, 307 pages : illustrations (black and white) ; 23 cm. rdacontent text rdamedia unmediated rdacarrier volume Includes index. Contents: 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. "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 Adult Purchased Ortega, Eric College of Computer Studies Computer Science Text in English Data science. Machine learning. Data mining. Big data. Mathematical statistics. Bhattacharyya, Dhruba K., author. Roy, Swarup, author. ddc BK Janna [new] 07/02/2026 15451 15451 0 0 ddc 0 0 UCBL_MAIN UCBL_MAIN SUBJ.REF 2026-07-02 ALBASA - C&E Publishing 8528.00 0 005.7 K12 2024 3UCBL000029697 2026-07-02 2026-07-02 SR