Introduction to statistical learning: with applications in Python (Record no. 64223)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 02691 a2200337 4500 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 260214b |||||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9783031391897 |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 519.5 JAM |
| 100 ## - MAIN ENTRY--PERSONAL NAME | |
| Personal name | James, Gareth |
| 245 ## - TITLE STATEMENT | |
| Title | Introduction to statistical learning: with applications in Python |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Place of publication, distribution, etc | Switzerland: |
| Name of publisher, distributor, etc | Springer, |
| Date of publication, distribution, etc | 2023. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | xv, 607p.: |
| Other physical details | col., ill.; pbk.: |
| Dimensions | 25 cm. |
| 440 ## - SERIES STATEMENT/ADDED ENTRY--TITLE | |
| Title | Springer Texts in Statistics |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE | |
| Bibliography, etc | Includes Index. |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc | An Introduction to Statistical Learning provides an accessible overview of the field of statistical learning, an essential toolset for making sense of the vast and complex data sets that have emerged in fields ranging from biology to finance, marketing, and astrophysics in the past twenty years. This book presents some of the most important modeling and prediction techniques, along with relevant applications. Topics include linear regression, classification, resampling methods, shrinkage approaches, tree-based methods, support vector machines, clustering, deep learning, survival analysis, multiple testing, and more. Color graphics and real-world examples are used to illustrate the methods presented. This book is targeted at statisticians and non-statisticians alike, who wish to use cutting-edge statistical learning techniques to analyze their data. Four of the authors co-wrote An Introduction to Statistical Learning, With Applications in R(ISLR), which has become a mainstay of undergraduate and graduate classrooms worldwide, as well as an important reference book for data scientists. One of the keys to its success was that each chapter contains a tutorial on implementing the analyses and methods presented in the R scientific computing environment. However, in recent years Python has become a popular language for data science, and there has been increasing demand for a Python-based alternative to ISLR. Hence, this book (ISLP) covers the same materials as ISLR but with labs implemented in Python. These labs will be useful both for Python novices, as well as experienced users.<br/><br/>https://link.springer.com/book/10.1007/978-3-031-38747-0 |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Statistical Learning |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Machine Learning |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Data Mining |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Regression Analysis |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Big Data—Statistical Methods |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Resampling Methods |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Shrinkage Approaches |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Support Vector Machines |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Deep Learning |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Witten, Daniela |
| Relator term | Co-author |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Hastie, Trevor |
| Relator term | Co-author |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Tibshirani, Robert |
| Relator term | Co-author |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Taylor, Jonathan |
| Relator term | Co-author |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Item type | Books |
| Source of classification or shelving scheme | Dewey Decimal Classification |
| Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Collection code | Home library | Current library | Date acquired | Source of acquisition | Cost, normal purchase price | Total Checkouts | Full call number | Barcode | Date last seen | Copy number | Cost, replacement price | Koha item type |
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| Dewey Decimal Classification | General | IIT Gandhinagar | IIT Gandhinagar | 12/02/2026 | Shankars Book | 8683.71 | 519.5 JAM | 036698 | 12/02/2026 | 1 | 8683.71 | Books |
