{"product_id":"introduction-to-statistical-learning-gareth-james","title":"An Introduction to Statistical Learning by Gareth James | Paperback","description":"\u003cp\u003eAn Introduction to Statistical Learning by Gareth James, Daniela\u003cbr\u003eWitten, Trevor Hastie, and Robert Tibshirani is the definitive\u003cbr\u003ebeginner-to-intermediate textbook on statistical learning and modern\u003cbr\u003edata science. Whether you are a student, researcher, or working\u003cbr\u003eprofessional, this book is your clearest, most practical pathway\u003cbr\u003einto the world of machine learning and predictive modelling.\u003c\/p\u003e\n\u003cp\u003e## About This Book\u003c\/p\u003e\n\u003cp\u003eKnown globally as ISLR, this landmark textbook presents the core\u003cbr\u003econcepts of statistical learning in an accessible, mathematically\u003cbr\u003eapproachable way — without sacrificing rigour. The second edition\u003cbr\u003ehas been fully updated to include deep learning, survival analysis,\u003cbr\u003eand multiple testing, alongside expanded chapters on regularisation,\u003cbr\u003etree-based methods, support vector machines, and unsupervised\u003cbr\u003elearning.\u003c\/p\u003e\n\u003cp\u003eEach chapter opens with a real-world application and closes with\u003cbr\u003ehands-on lab exercises written in R, allowing readers to immediately\u003cbr\u003eapply what they learn. The authors — four of the most respected\u003cbr\u003estatisticians in the world — have crafted a resource that bridges\u003cbr\u003ethe gap between theory and practice like no other textbook in\u003cbr\u003ethe field.\u003c\/p\u003e\n\u003cp\u003e## Why Pakistani Students \u0026amp; Professionals Love It\u003c\/p\u003e\n\u003cp\u003eData science and machine learning are among the fastest-growing\u003cbr\u003ecareer paths in Pakistan today. From LUMS and IBA to self-taught\u003cbr\u003edevelopers and analytics professionals, ISLR has become the\u003cbr\u003ego-to reference for anyone serious about entering or advancing\u003cbr\u003ein the field. Its clear explanations and free online resources\u003cbr\u003emake it ideal for self-study alongside university coursework.\u003c\/p\u003e\n\u003cp\u003e## Key Topics Covered\u003c\/p\u003e\n\u003cp\u003e- Linear and logistic regression\u003cbr\u003e- Resampling methods (cross-validation, bootstrap)\u003cbr\u003e- Model selection and regularisation (Ridge, Lasso)\u003cbr\u003e- Tree-based methods: Random Forests, Boosting\u003cbr\u003e- Support Vector Machines (SVM)\u003cbr\u003e- Deep learning fundamentals\u003cbr\u003e- Survival analysis and multiple testing\u003cbr\u003e- Unsupervised learning: PCA, clustering\u003cbr\u003e- Hands-on R lab exercises in every chapter\u003c\/p\u003e\n\u003cp\u003e## Who Should Read This\u003c\/p\u003e\n\u003cp\u003eThis book is essential for undergraduate and postgraduate students\u003cbr\u003ein statistics, computer science, economics, and engineering.\u003cbr\u003eIt is equally valuable for data analysts, ML engineers, and\u003cbr\u003ebusiness professionals who want a solid theoretical foundation\u003cbr\u003ewithout needing a PhD in mathematics. If you have completed\u003cbr\u003ea basic statistics or linear algebra course, you are ready for\u003cbr\u003ethis book.\u003c\/p\u003e\n\u003cp\u003e## Product Specifications\u003c\/p\u003e\n\u003cp\u003e- **Format:** Paperback\u003cbr\u003e- **Pages:** 607\u003cbr\u003e- **Language:** English\u003cbr\u003e- **Publisher:** Springer\u003cbr\u003e- **Edition:** 2nd Edition (2021)\u003cbr\u003e- **ISBN-13:** 978-1071614174\u003c\/p\u003e\n\u003cp\u003eAdd An Introduction to Statistical Learning to your study shelf\u003cbr\u003etoday. Order from BOOKBEEN — Pakistan's trusted academic bookstore.\u003cbr\u003eAuthentic international edition, best price guaranteed, and fast\u003cbr\u003edelivery across Pakistan. Cash on Delivery available.\u003c\/p\u003e","brand":"BookBeen","offers":[{"title":"Paperback","offer_id":52544782303541,"sku":null,"price":1799.0,"currency_code":"PKR","in_stock":true},{"title":"Hardcover","offer_id":52544782336309,"sku":null,"price":2399.0,"currency_code":"PKR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0972\/1731\/5125\/files\/Bookbeen-2026-04-07T214652.360.png?v=1775580494","url":"https:\/\/bookbeen.com\/products\/introduction-to-statistical-learning-gareth-james","provider":"Bookbeen","version":"1.0","type":"link"}