02420nam a22002657a 4500 20260710131651.0 250813b |||||||| |||| 00| 0 eng d 9783031387463 : Zafaa Books & Distributors : 313/103A, H. No. 15, Tulsi Nagar, Inderlok, Delhi 519.5 JAM James, Gareth. ; Witten, Daniela. ; Hastie, Trevor. An Introduction to Statistical Learning : With Applications in Python. / Gareth James. , New York : Springer , 2023. xv, 607p. : 24cm. 3265.5 5784 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. Statistical Learning Statistical Learning with Python Prediction techniques Gareth James BOOK 66001 66001 0 0 ddc 0 0 SNUL SNUL 2025-08-13 Zafaa Books & Distributors 3265.50 0 519.5 JAM 30994 2025-08-13 14:16:04 2025-08-13 BOOK 0 0 ddc 0 0 SNUL SNUL 2025-08-13 Zafaa Books & Distributors 5784.00 0 519.5 JAM 30995 2025-08-13 14:17:00 2025-08-13 BOOK 0 0 ddc 0 0 SNUL SNUL 2025-08-13 Zafaa Books & Distributors 5784.00 2 519.5 JAM 30996 2026-07-10 13:26:07 2026-06-30 2025-08-13 BOOK 0 0 ddc 0 0 SNUL SNUL 2025-08-13 Zafaa Books & Distributors 5784.00 0 519.5 JAM 30997 2025-08-13 14:18:57 2025-08-13 BOOK 0 0 ddc 0 0 SNUL SNUL 2025-08-13 Zafaa Books & Distributors 5784.00 0 519.5 JAM 30998 2026-01-15 11:42:05 2025-08-13 BOOK