Fundamentals of data science : theory and practice /
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...
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| Main Authors: | , , |
|---|---|
| Formato: | Electrónico eBook |
| Idioma: | inglés |
| Publicado: |
London ; San Diego, CA :
Academic Press,
[2024]
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| Subjects: | |
| Acceso en liña: | ScienceDirect |
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| LEADER | 00000cam a22000001i 4500 | ||
|---|---|---|---|
| 001 | on1410389582 | ||
| 003 | OCoLC | ||
| 005 | 20260915095235.0 | ||
| 006 | m o d | ||
| 007 | cr cnu---unuuu | ||
| 008 | 231123s2024 enka ob 000 0 eng | ||
| 040 | |a YDX |b eng |e rda |c YDX |d OCLKB |d EBLCP |d OCLCO |d OCLCQ |d OPELS |d OCLCO |d UKAHL |d YDX |d N$T |d NZHMA |d ORMDA |d CON |d OCLCO |d OCLCL |d OCLCF |d OCLCO | ||
| 019 | |a 1410333364 | ||
| 020 | |a 0323972632 |q electronic book | ||
| 020 | |a 9780323972635 |q (electronic bk.) | ||
| 020 | |z 9780323917780 | ||
| 035 | |a (OCoLC)1410389582 |z (OCoLC)1410333364 | ||
| 050 | 4 | |a QA76.9.B45 |b K35 2024 | |
| 082 | 0 | 4 | |a 005.7 |2 23/eng/20240220 |1 https://id.oclc.org/worldcat/ddc/E3jXkx4v6hVpBmQhdbB4j8dPdT |
| 100 | 1 | |a Kalita, Jugal Kumar, |e author. |1 https://id.oclc.org/worldcat/entity/E39PCjKht488WXPFpYtCwXjDMP | |
| 245 | 1 | 0 | |a Fundamentals of data science : |b theory and practice / |c Jugal K. Kalita, Dhruba K. Bhattacharyya, Swarup Roy. |
| 264 | 1 | |a London ; |a San Diego, CA : |b Academic Press, |c [2024] | |
| 300 | |a 1 online resource | ||
| 336 | |a text |b txt |2 rdacontent | ||
| 337 | |a computer |b c |2 rdamedia | ||
| 338 | |a online resource |b cr |2 rdacarrier | ||
| 504 | |a Includes bibliographical references and index. | ||
| 505 | 0 | |a 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 -- Big data analysis -- 13 Data science in practice -- 14 Conclusion | |
| 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. | ||
| 588 | |a Description based on online resource; title from digital title page (viewed on February 20, 2024). | ||
| 650 | 0 | |a Big data. | |
| 650 | 0 | |a Data mining. | |
| 650 | 0 | |a Electronic data processing. | |
| 650 | 0 | |a Information science. | |
| 650 | 6 | |a Données volumineuses. |0 (CaQQLa)000284673 | |
| 650 | 6 | |a Exploration de données (Informatique) |0 (CaQQLa)201-0300292 | |
| 650 | 6 | |a Sciences de l'information. |0 (CaQQLa)201-0003524 | |
| 650 | 6 | |a Technologie de l'information. |0 (CaQQLa)201-0023285 | |
| 650 | 7 | |a information science. |2 aat |0 (CStmoGRI)aat300054574 | |
| 650 | 7 | |a information technology. |2 aat |0 (CStmoGRI)aat300128218 | |
| 650 | 7 | |a Big data |2 fast |0 (OCoLC)fst01892965 | |
| 650 | 7 | |a Data mining |2 fast |0 (OCoLC)fst00887946 | |
| 650 | 7 | |a Electronic data processing |2 fast |0 (OCoLC)fst00906956 | |
| 650 | 7 | |a Information science |2 fast |0 (OCoLC)fst00972640 | |
| 700 | 1 | |a Bhattacharyya, Dhruba K., |e author. |1 https://id.oclc.org/worldcat/entity/E39PCjvdFFfrCr8MxJtGGkVxQq | |
| 700 | 1 | |a Roy, Swarup |c (Computer scientist), |e author. |1 https://id.oclc.org/worldcat/entity/E39PCjM9p39R7j7MP374FPQDYK | |
| 856 | 4 | 0 | |3 ScienceDirect |u https://www.sciencedirect.com/science/book/9780323917780 |