A hands-on introduction to data science (Record no. 4124)
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000 -LEADER | |
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fixed length control field | 02235nam a22002057a 4500 |
005 - DATE AND TIME OF LATEST TRANSACTION | |
control field | 20221205124419.0 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 221205b ||||| |||| 00| 0 eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 9781108472449 |
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
Classification number | 004 |
Item number | SHA |
100 ## - MAIN ENTRY--PERSONAL NAME | |
Personal name | Shah, Chirag |
245 ## - TITLE STATEMENT | |
Title | A hands-on introduction to data science |
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
Name of publisher, distributor, etc. | Cambridge University Press |
Place of publication, distribution, etc. | UK |
Date of publication, distribution, etc. | 2021 |
300 ## - PHYSICAL DESCRIPTION | |
Extent | xxiii, 433 p. |
365 ## - TRADE PRICE | |
Price type code | GBP |
Price amount | 39.99 |
504 ## - BIBLIOGRAPHY, ETC. NOTE | |
Bibliography, etc. note | Frontmatter <br/>Part I: - Conceptual Introductions<br/><br/>pp 1-2<br/>1 - Introduction<br/><br/>pp 3-36<br/>2 - Data<br/><br/>pp 37-65<br/>3 - Techniques<br/><br/>pp 66-96<br/>Part II: - Tools for Data Science<br/><br/>pp 97-98<br/>4 - UNIX<br/><br/>pp 99-124<br/>5 - Python<br/><br/>pp 125-160<br/>6 - R<br/><br/>pp 161-186<br/>7 - MySQL<br/><br/>pp 187-206<br/>Part III: - Machine Learning for Data Science<br/><br/>pp 207-208<br/>8 - Machine Learning Introduction and Regression<br/><br/>pp 209-234<br/>9 - Supervised Learning<br/><br/>pp 235-289<br/>10 - Unsupervised Learning<br/><br/>pp 290-318<br/>Part IV: - Applications, Evaluations, and Methods<br/><br/>pp 319-320<br/>11 - Hands-On with Solving Data Problems<br/><br/>pp 321-353<br/>12 - Data Collection, Experimentation, and Evaluation<br/><br/>pp 354-378<br/>Appendices<br/><br/>pp 379-417<br/>Index |
520 ## - SUMMARY, ETC. | |
Summary, etc. | Description<br/>This book introduces the field of data science in a practical and accessible manner, using a hands-on approach that assumes no prior knowledge of the subject. The foundational ideas and techniques of data science are provided independently from technology, allowing students to easily develop a firm understanding of the subject without a strong technical background, as well as being presented with material that will have continual relevance even after tools and technologies change. Using popular data science tools such as Python and R, the book offers many examples of real-life applications, with practice ranging from small to big data. A suite of online material for both instructors and students provides a strong supplement to the book, including datasets, chapter slides, solutions, sample exams and curriculum suggestions. This entry-level textbook is ideally suited to readers from a range of disciplines wishing to build a practical, working knowledge of data science. |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Computer science |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Information technology |
942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
Source of classification or shelving scheme | Dewey Decimal Classification |
Koha item type | Book |
Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Collection code | Bill No | Bill Date | Home library | Current library | Shelving location | Date acquired | Source of acquisition | Cost, normal purchase price | Total Checkouts | Full call number | Accession Number | Date last seen | Copy number | Cost, replacement price | Price effective from | Koha item type |
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Dewey Decimal Classification | IT & Decisions Sciences | IN201 | 17-11-2022 | Indian Institute of Management LRC | Indian Institute of Management LRC | General Stacks | 12/05/2022 | Bharatiya Sahitya Bhavana | 2576.76 | 004 SHA | 003873 | 12/05/2022 | 1 | 3919.02 | 12/05/2022 | Book |