An Introduction to Statistical Learning

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2500w" loading="lazy" decoding="async" data-loader="sqs"> <div class="fluidImageOverlay"></div> </a> </div> </div> </div> <style> .sqs-block-image .sqs-block-content { height: 100%; width: 100%; } .fe-block-yui_3_17_2_1_1679498846857_4026 .fluidImageOverlay { position: absolute; top: 0; left: 0; width: 100%; height: 100%; mix-blend-mode: normal; opacity: 0; } </style> </div></div></div></div></div> </div> </div> </section> <section data-test="page-section" data-section-theme="" class='page-section layout-engine-section background-width--full-bleed section-height--small content-width--wide horizontal-alignment--left vertical-alignment--top ' data-section-id="641b1fd607f86670a24258ce" data-controller="SectionWrapperController" data-current-styles="{ "imageOverlayOpacity": 0.15, "backgroundWidth": "background-width--full-bleed", "sectionHeight": "section-height--small", "customSectionHeight": 10, "horizontalAlignment": "horizontal-alignment--left", "verticalAlignment": "vertical-alignment--top", "contentWidth": "content-width--wide", "customContentWidth": 50, "sectionTheme": "", "sectionAnimation": "none", "backgroundMode": "image" }" data-current-context="{ "video": { "playbackSpeed": 0.5, "filter": 1, "filterStrength": 0, "zoom": 0, "videoSourceProvider": "none" }, "backgroundImageId": null, "backgroundMediaEffect": { "type": "none" }, "divider": { "enabled": false }, "typeName": "page" }" data-animation="none" > <div class="section-border" > <div class="section-background"> </div> </div> <div class='content-wrapper' style=' ' > <div class="content" > <div class="sqs-layout sqs-grid-12 columns-12" data-type="page-section" id="page-section-641b1fd607f86670a24258ce"><div class="row sqs-row"><div class="col sqs-col-12 span-12"><div class="sqs-block html-block sqs-block-html" data-block-type="2" data-border-radii="{"topLeft":{"unit":"px","value":0.0},"topRight":{"unit":"px","value":0.0},"bottomLeft":{"unit":"px","value":0.0},"bottomRight":{"unit":"px","value":0.0}}" id="block-1610216c6b66091972df"><div class="sqs-block-content"> <div class="sqs-html-content"> <p class="" style="white-space:pre-wrap;">As the scale and scope of data collection continue to increase across virtually all fields, statistical learning has become a critical toolkit for anyone who wishes to understand data. <em>An Introduction to Statistical Learning</em> provides a broad and less technical treatment of key topics in statistical learning. This book is appropriate for anyone who wishes to use contemporary tools for data analysis. </p><p class="" style="white-space:pre-wrap;">The first edition of this book, with applications in R (ISLR), was released in 2013. A 2nd Edition of ISLR was published in 2021. It has been translated into Chinese, Italian, Japanese, Korean, Mongolian, Russian, and Vietnamese. The Python edition (ISLP) was published in 2023.</p><p class="" style="white-space:pre-wrap;">Each edition contains a lab at the end of each chapter, which demonstrates the chapter鈥檚 concepts in either R or Python. </p> </div> </div></div><div class="row sqs-row"><div class="col sqs-col-6 span-6"><div class="sqs-block html-block sqs-block-html" data-block-type="2" data-border-radii="{"topLeft":{"unit":"px","value":0.0},"topRight":{"unit":"px","value":0.0},"bottomLeft":{"unit":"px","value":0.0},"bottomRight":{"unit":"px","value":0.0}}" id="block-71caabea123a5df26402"><div class="sqs-block-content"> <div class="sqs-html-content"> <p class="" style="white-space:pre-wrap;">The chapters cover the following topics:</p><ul data-rte-list="default"><li><p class="" style="white-space:pre-wrap;">What is statistical learning?</p></li><li><p class="" style="white-space:pre-wrap;">Regression</p></li><li><p class="" style="white-space:pre-wrap;">Classification</p></li><li><p class="" style="white-space:pre-wrap;">Resampling methods</p></li><li><p class="" style="white-space:pre-wrap;">Linear model selection and regularization</p></li><li><p class="" style="white-space:pre-wrap;">Moving beyond linearity</p></li></ul> </div> </div></div></div><div class="col sqs-col-6 span-6"><div class="sqs-block html-block sqs-block-html" data-block-type="2" data-border-radii="{"topLeft":{"unit":"px","value":0.0},"topRight":{"unit":"px","value":0.0},"bottomLeft":{"unit":"px","value":0.0},"bottomRight":{"unit":"px","value":0.0}}" id="block-41af204bce923e48e70d"><div class="sqs-block-content"> <div class="sqs-html-content"> <p class="" data-rte-preserve-empty="true" style="white-space:pre-wrap;"></p><ul data-rte-list="default"><li><p class="" style="white-space:pre-wrap;">Tree-based methods</p></li><li><p class="" style="white-space:pre-wrap;">Support vector machines</p></li><li><p class="" style="white-space:pre-wrap;">Deep learning</p></li><li><p class="" style="white-space:pre-wrap;">Survival analysis</p></li><li><p class="" style="white-space:pre-wrap;">Unsupervised learning</p></li><li><p class="" style="white-space:pre-wrap;">Multiple testing</p></li></ul> </div> </div></div></div></div></div></div></div> </div> </div> </section> <section data-test="page-section" data-section-theme="bright" class='page-section layout-engine-section background-width--full-bleed section-height--small content-width--wide horizontal-alignment--center vertical-alignment--middle bright' data-section-id="641b1fd607f86670a24258d0" data-controller="SectionWrapperController" data-current-styles="{ "imageOverlayOpacity": 0.15, "backgroundWidth": "background-width--full-bleed", "sectionHeight": "section-height--small", "customSectionHeight": 10, "horizontalAlignment": "horizontal-alignment--center", "verticalAlignment": "vertical-alignment--middle", "contentWidth": "content-width--wide", "customContentWidth": 50, "sectionTheme": "bright", "sectionAnimation": "none", "backgroundMode": "image" }" data-current-context="{ "video": { "playbackSpeed": 0.5, "filter": 1, "filterStrength": 0, "zoom": 0, "videoSourceProvider": "none" }, "backgroundImageId": null, "backgroundMediaEffect": null, "divider": null, "typeName": "page" }" data-animation="none" > <div class="section-border" > <div class="section-background"> </div> </div> <div class='content-wrapper' style=' ' > <div class="content" > <div class="sqs-layout sqs-grid-12 columns-12" data-type="page-section" id="page-section-641b1fd607f86670a24258d0"><div class="row sqs-row"><div class="col sqs-col-12 span-12"><div class="sqs-block html-block sqs-block-html" data-block-type="2" data-border-radii="{"topLeft":{"unit":"px","value":0.0},"topRight":{"unit":"px","value":0.0},"bottomLeft":{"unit":"px","value":0.0},"bottomRight":{"unit":"px","value":0.0}}" id="block-be9c475fbb4a5d3d21c0"><div class="sqs-block-content"> <div class="sqs-html-content"> <h2 style="white-space:pre-wrap;">Authors</h2> </div> </div></div><div class="row sqs-row"><div class="col sqs-col-3 span-3"><div class="sqs-block image-block sqs-block-image" data-block-type="5" id="block-e43884929edda543682c"><div class="sqs-block-content"> <div class=" image-block-outer-wrapper layout-caption-below design-layout-inline combination-animation-site-default individual-animation-site-default individual-text-animation-site-default " data-test="image-block-inline-outer-wrapper" > <figure class=" sqs-block-image-figure intrinsic " style="max-width:100%;" > <div class="image-block-wrapper" data-animation-role="image" > <div class="sqs-image-shape-container-element has-aspect-ratio " style=" position: relative; padding-bottom:100%; overflow: hidden;-webkit-mask-image: -webkit-radial-gradient(white, black); " > <img data-stretch="true" data-src="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/dad165a5-5803-48fd-96c5-59d0d86606eb/Gareth-James.jpg" data-image="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/dad165a5-5803-48fd-96c5-59d0d86606eb/Gareth-James.jpg" data-image-dimensions="300x300" data-image-focal-point="0.5,0.5" alt="" data-load="false" elementtiming="system-image-block" src="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/dad165a5-5803-48fd-96c5-59d0d86606eb/Gareth-James.jpg" width="300" height="300" alt="" sizes="(max-width: 640px) 100vw, (max-width: 767px) 25vw, 25vw" style="display:block;object-fit: cover; width: 100%; height: 100%; object-position: 50% 50%" onload="this.classList.add("loaded")" srcset="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/dad165a5-5803-48fd-96c5-59d0d86606eb/Gareth-James.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/dad165a5-5803-48fd-96c5-59d0d86606eb/Gareth-James.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/dad165a5-5803-48fd-96c5-59d0d86606eb/Gareth-James.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/dad165a5-5803-48fd-96c5-59d0d86606eb/Gareth-James.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/dad165a5-5803-48fd-96c5-59d0d86606eb/Gareth-James.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/dad165a5-5803-48fd-96c5-59d0d86606eb/Gareth-James.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/dad165a5-5803-48fd-96c5-59d0d86606eb/Gareth-James.jpg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"> </div> </div> <figcaption class="image-caption-wrapper"> <div class="image-caption"><p class="" style="white-space:pre-wrap;"><strong><br></strong><a href="https://www.garethmjames.com" target="_blank"><strong>Gareth James</strong></a></p><p class="" style="white-space:pre-wrap;">John H. Harland Dean<br>Goizueta Business School</p><p class="" style="white-space:pre-wrap;">Emory University</p></div> </figcaption> </figure> </div> </div></div></div><div class="col sqs-col-3 span-3"><div class="sqs-block image-block sqs-block-image" data-block-type="5" id="block-947f9a16e13b02a512fb"><div class="sqs-block-content"> <div class=" image-block-outer-wrapper layout-caption-below design-layout-inline combination-animation-site-default individual-animation-site-default individual-text-animation-site-default " data-test="image-block-inline-outer-wrapper" > <figure class=" sqs-block-image-figure intrinsic " style="max-width:100%;" > <div class="image-block-wrapper" data-animation-role="image" > <div class="sqs-image-shape-container-element has-aspect-ratio " style=" position: relative; padding-bottom:100%; overflow: hidden;-webkit-mask-image: -webkit-radial-gradient(white, black); " > <img data-stretch="true" data-src="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1628117040643-Y8N1UKVM6B3TRA0J608P/DanielaWitten_300x300_2.jpg" data-image="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1628117040643-Y8N1UKVM6B3TRA0J608P/DanielaWitten_300x300_2.jpg" data-image-dimensions="300x300" data-image-focal-point="0.5,0.5" alt="Daniela WittenDorothy Gilford Endowed Chair Professor of Statistics Professor of BiostatisticsUniversity of Washington" data-load="false" elementtiming="system-image-block" src="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1628117040643-Y8N1UKVM6B3TRA0J608P/DanielaWitten_300x300_2.jpg" width="300" height="300" alt="" sizes="(max-width: 640px) 100vw, (max-width: 767px) 25vw, 25vw" style="display:block;object-fit: cover; width: 100%; height: 100%; object-position: 50% 50%" onload="this.classList.add("loaded")" srcset="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1628117040643-Y8N1UKVM6B3TRA0J608P/DanielaWitten_300x300_2.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1628117040643-Y8N1UKVM6B3TRA0J608P/DanielaWitten_300x300_2.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1628117040643-Y8N1UKVM6B3TRA0J608P/DanielaWitten_300x300_2.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1628117040643-Y8N1UKVM6B3TRA0J608P/DanielaWitten_300x300_2.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1628117040643-Y8N1UKVM6B3TRA0J608P/DanielaWitten_300x300_2.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1628117040643-Y8N1UKVM6B3TRA0J608P/DanielaWitten_300x300_2.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1628117040643-Y8N1UKVM6B3TRA0J608P/DanielaWitten_300x300_2.jpg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"> </div> </div> <figcaption class="image-caption-wrapper"> <div class="image-caption"><p class="" style="white-space:pre-wrap;"><strong><br></strong><a href="https://www.danielawitten.com/" target="_blank"><strong>Daniela Witten</strong></a></p><p class="" style="white-space:pre-wrap;">Dorothy Gilford Endowed Chair<br>Professor of Statistics<br>Professor of Biostatistics</p><p class="" style="white-space:pre-wrap;">University of Washington</p></div> </figcaption> </figure> </div> </div></div></div><div class="col sqs-col-3 span-3"><div class="sqs-block image-block sqs-block-image" data-block-type="5" id="block-b25089218992a7c29d6a"><div class="sqs-block-content"> <div class=" image-block-outer-wrapper layout-caption-below design-layout-inline combination-animation-site-default individual-animation-site-default individual-text-animation-site-default " data-test="image-block-inline-outer-wrapper" > <figure class=" sqs-block-image-figure intrinsic " style="max-width:100%;" > <div class="image-block-wrapper" data-animation-role="image" > <div class="sqs-image-shape-container-element has-aspect-ratio " style=" position: relative; padding-bottom:100%; overflow: hidden;-webkit-mask-image: -webkit-radial-gradient(white, black); " > <img data-stretch="true" data-src="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1611335279903-VLIQP4VB5ECZ4KOSP2GM/hastie2.jpg" data-image="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1611335279903-VLIQP4VB5ECZ4KOSP2GM/hastie2.jpg" data-image-dimensions="300x300" data-image-focal-point="0.5,0.5" alt="Trevor HastieThe John A. Overdeck Professor Professor of Statistics Professor of Biomedical Data ScienceStanford University" data-load="false" elementtiming="system-image-block" src="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1611335279903-VLIQP4VB5ECZ4KOSP2GM/hastie2.jpg" width="300" height="300" alt="" sizes="(max-width: 640px) 100vw, (max-width: 767px) 25vw, 25vw" style="display:block;object-fit: cover; width: 100%; height: 100%; object-position: 50% 50%" onload="this.classList.add("loaded")" srcset="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1611335279903-VLIQP4VB5ECZ4KOSP2GM/hastie2.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1611335279903-VLIQP4VB5ECZ4KOSP2GM/hastie2.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1611335279903-VLIQP4VB5ECZ4KOSP2GM/hastie2.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1611335279903-VLIQP4VB5ECZ4KOSP2GM/hastie2.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1611335279903-VLIQP4VB5ECZ4KOSP2GM/hastie2.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1611335279903-VLIQP4VB5ECZ4KOSP2GM/hastie2.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1611335279903-VLIQP4VB5ECZ4KOSP2GM/hastie2.jpg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"> </div> </div> <figcaption class="image-caption-wrapper"> <div class="image-caption"><p class="" style="white-space:pre-wrap;"><strong><br></strong><a href="https://web.stanford.edu/~hastie/" target="_blank"><strong>Trevor Hastie</strong></a></p><p class="" style="white-space:pre-wrap;">The John A. Overdeck Professor<br>Professor of Statistics<br>Professor of Biomedical Data Science</p><p class="" style="white-space:pre-wrap;">Stanford University</p></div> </figcaption> </figure> </div> </div></div></div><div class="col sqs-col-3 span-3"><div class="sqs-block image-block sqs-block-image" data-block-type="5" id="block-a74e2ac05d43436272c6"><div class="sqs-block-content"> <div class=" image-block-outer-wrapper layout-caption-below design-layout-inline combination-animation-site-default individual-animation-site-default individual-text-animation-site-default " data-test="image-block-inline-outer-wrapper" > <figure class=" sqs-block-image-figure intrinsic " style="max-width:100%;" > <div class="image-block-wrapper" data-animation-role="image" > <div class="sqs-image-shape-container-element has-aspect-ratio " style=" position: relative; padding-bottom:100%; overflow: hidden;-webkit-mask-image: -webkit-radial-gradient(white, black); " > <img data-stretch="true" data-src="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610651379833-JX0QKXHRSLROVWVJ3EKO/RobTibshirani_300x300.jpg" data-image="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610651379833-JX0QKXHRSLROVWVJ3EKO/RobTibshirani_300x300.jpg" data-image-dimensions="300x300" data-image-focal-point="0.5,0.5" alt="Rob TibshiraniProfessor of Biomedical Data Science Professor of StatisticsStanford University" data-load="false" elementtiming="system-image-block" src="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610651379833-JX0QKXHRSLROVWVJ3EKO/RobTibshirani_300x300.jpg" width="300" height="300" alt="" sizes="(max-width: 640px) 100vw, (max-width: 767px) 25vw, 25vw" style="display:block;object-fit: cover; width: 100%; height: 100%; object-position: 50% 50%" onload="this.classList.add("loaded")" srcset="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610651379833-JX0QKXHRSLROVWVJ3EKO/RobTibshirani_300x300.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610651379833-JX0QKXHRSLROVWVJ3EKO/RobTibshirani_300x300.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610651379833-JX0QKXHRSLROVWVJ3EKO/RobTibshirani_300x300.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610651379833-JX0QKXHRSLROVWVJ3EKO/RobTibshirani_300x300.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610651379833-JX0QKXHRSLROVWVJ3EKO/RobTibshirani_300x300.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610651379833-JX0QKXHRSLROVWVJ3EKO/RobTibshirani_300x300.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610651379833-JX0QKXHRSLROVWVJ3EKO/RobTibshirani_300x300.jpg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"> </div> </div> <figcaption class="image-caption-wrapper"> <div class="image-caption"><p class="" style="white-space:pre-wrap;"><strong><br></strong><a href="http://statweb.stanford.edu/~tibs/" target="_blank"><strong>Rob Tibshirani</strong></a></p><p class="" style="white-space:pre-wrap;">Professor of Biomedical Data Science<br>Professor of Statistics</p><p class="" style="white-space:pre-wrap;">Stanford University</p></div> </figcaption> </figure> </div> </div></div></div></div><div class="sqs-block html-block sqs-block-html" data-block-type="2" data-border-radii="{"topLeft":{"unit":"px","value":0.0},"topRight":{"unit":"px","value":0.0},"bottomLeft":{"unit":"px","value":0.0},"bottomRight":{"unit":"px","value":0.0}}" id="block-yui_3_17_2_1_1679629236597_24960"><div class="sqs-block-content"> <div class="sqs-html-content"> <h3 style="white-space:pre-wrap;">A new team member for the Python edition:</h3> </div> </div></div><div class="row sqs-row"><div class="col sqs-col-3 span-3"><div class="sqs-block image-block sqs-block-image" data-block-type="5" id="block-yui_3_17_2_1_1679499794502_12386"><div class="sqs-block-content"> <div class=" image-block-outer-wrapper layout-caption-below design-layout-inline combination-animation-site-default individual-animation-site-default individual-text-animation-site-default " data-test="image-block-inline-outer-wrapper" > <figure class=" sqs-block-image-figure intrinsic " style="max-width:100%;" > <div class="image-block-wrapper" data-animation-role="image" > <div class="sqs-image-shape-container-element has-aspect-ratio " style=" position: relative; padding-bottom:100%; overflow: hidden;-webkit-mask-image: -webkit-radial-gradient(white, black); " > <img data-stretch="true" data-src="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/69b99635-baf7-4bb4-9ce1-1c488d0526a3/taylor.jpg" data-image="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/69b99635-baf7-4bb4-9ce1-1c488d0526a3/taylor.jpg" data-image-dimensions="300x300" data-image-focal-point="0.5,0.5" alt="" data-load="false" elementtiming="system-image-block" src="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/69b99635-baf7-4bb4-9ce1-1c488d0526a3/taylor.jpg" width="300" height="300" alt="" sizes="(max-width: 640px) 100vw, (max-width: 767px) 25vw, 25vw" style="display:block;object-fit: cover; width: 100%; height: 100%; object-position: 50% 50%" onload="this.classList.add("loaded")" srcset="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/69b99635-baf7-4bb4-9ce1-1c488d0526a3/taylor.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/69b99635-baf7-4bb4-9ce1-1c488d0526a3/taylor.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/69b99635-baf7-4bb4-9ce1-1c488d0526a3/taylor.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/69b99635-baf7-4bb4-9ce1-1c488d0526a3/taylor.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/69b99635-baf7-4bb4-9ce1-1c488d0526a3/taylor.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/69b99635-baf7-4bb4-9ce1-1c488d0526a3/taylor.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/69b99635-baf7-4bb4-9ce1-1c488d0526a3/taylor.jpg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"> </div> </div> <figcaption class="image-caption-wrapper"> <div class="image-caption"><p class="" style="white-space:pre-wrap;"><a href="https://statweb.stanford.edu/~jtaylo/" target="_blank"><strong>Jonathan Taylor</strong></a></p><p class="" style="white-space:pre-wrap;">Professor of Statistics</p><p class="" style="white-space:pre-wrap;">Stanford University</p></div> </figcaption> </figure> </div> </div></div></div><div class="col sqs-col-9 span-9"><div class="sqs-block spacer-block sqs-block-spacer sized vsize-1" data-block-type="21" id="block-yui_3_17_2_1_1679629236597_20637"><div class="sqs-block-content"> </div></div></div></div></div></div></div> </div> </div> </section> <section data-test="page-section" data-section-theme="" class='page-section layout-engine-section background-width--full-bleed section-height--small content-width--wide horizontal-alignment--center vertical-alignment--middle ' data-section-id="641b1fd607f86670a24258d2" data-controller="SectionWrapperController" data-current-styles="{ "imageOverlayOpacity": 0.15, "backgroundWidth": "background-width--full-bleed", "sectionHeight": "section-height--small", "customSectionHeight": 10, "horizontalAlignment": "horizontal-alignment--center", "verticalAlignment": "vertical-alignment--middle", "contentWidth": "content-width--wide", "customContentWidth": 50, "sectionTheme": "", "sectionAnimation": "none", "backgroundMode": "image" }" data-current-context="{ "video": { "playbackSpeed": 0.5, "filter": 1, "filterStrength": 0, "zoom": 0, "videoSourceProvider": "none" }, "backgroundImageId": null, "backgroundMediaEffect": null, "divider": null, "typeName": "page" }" data-animation="none" > <div class="section-border" > <div class="section-background"> </div> </div> <div class='content-wrapper' style=' ' > <div class="content" > <div class="sqs-layout sqs-grid-12 columns-12" data-type="page-section" id="page-section-641b1fd607f86670a24258d2"><div class="row sqs-row"><div class="col sqs-col-12 span-12"><div class="sqs-block html-block sqs-block-html" data-block-type="2" data-border-radii="{"topLeft":{"unit":"px","value":0.0},"topRight":{"unit":"px","value":0.0},"bottomLeft":{"unit":"px","value":0.0},"bottomRight":{"unit":"px","value":0.0}}" id="block-deca2b11266dab8bcc59"><div class="sqs-block-content"> <div class="sqs-html-content"> <h2 style="white-space:pre-wrap;">Get the book</h2><h4 style="white-space:pre-wrap;">Purchase ISL with Python here:</h4> </div> </div></div><div class="row sqs-row"><div class="col sqs-col-3 span-3"><div class="sqs-block image-block sqs-block-image" data-block-type="5" id="block-yui_3_17_2_1_1688678924686_29987"><div class="sqs-block-content"> <div class=" image-block-outer-wrapper layout-caption-below design-layout-inline combination-animation-site-default individual-animation-site-default individual-text-animation-site-default " data-test="image-block-inline-outer-wrapper" > <figure class=" sqs-block-image-figure intrinsic " style="max-width:510px;" > <a class=" sqs-block-image-link " href="https://link.springer.com/book/10.1007/978-3-031-38747-0" target="_blank" > <div class="image-block-wrapper" data-animation-role="image" > <div class="sqs-image-shape-container-element has-aspect-ratio " style=" position: relative; padding-bottom:43.52941131591797%; overflow: hidden;-webkit-mask-image: -webkit-radial-gradient(white, black); " > <img data-stretch="false" data-src="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610560080852-U6SBS46U8B9XVIVMLFWP/springer-logo-transparent.png" data-image="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610560080852-U6SBS46U8B9XVIVMLFWP/springer-logo-transparent.png" data-image-dimensions="510x222" data-image-focal-point="0.5,0.5" alt="" data-load="false" elementtiming="system-image-block" src="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610560080852-U6SBS46U8B9XVIVMLFWP/springer-logo-transparent.png" width="510" height="222" alt="" sizes="(max-width: 640px) 100vw, (max-width: 767px) 25vw, 25vw" style="display:block;object-fit: cover; width: 100%; height: 100%; object-position: 50% 50%" onload="this.classList.add("loaded")" srcset="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610560080852-U6SBS46U8B9XVIVMLFWP/springer-logo-transparent.png?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610560080852-U6SBS46U8B9XVIVMLFWP/springer-logo-transparent.png?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610560080852-U6SBS46U8B9XVIVMLFWP/springer-logo-transparent.png?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610560080852-U6SBS46U8B9XVIVMLFWP/springer-logo-transparent.png?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610560080852-U6SBS46U8B9XVIVMLFWP/springer-logo-transparent.png?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610560080852-U6SBS46U8B9XVIVMLFWP/springer-logo-transparent.png?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610560080852-U6SBS46U8B9XVIVMLFWP/springer-logo-transparent.png?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"> </div> </div> </a> </figure> </div> </div></div></div><div class="col sqs-col-3 span-3"><div class="sqs-block image-block sqs-block-image" data-block-type="5" id="block-yui_3_17_2_1_1688678924686_31925"><div class="sqs-block-content"> <div class=" image-block-outer-wrapper layout-caption-below design-layout-inline combination-animation-site-default individual-animation-site-default individual-text-animation-site-default " data-test="image-block-inline-outer-wrapper" > <figure class=" sqs-block-image-figure intrinsic " style="max-width:510px;" > <a class=" sqs-block-image-link " href="https://www.amazon.com/Introduction-Statistical-Learning-Applications-Statistics/dp/3031387465/" target="_blank" > <div class="image-block-wrapper" data-animation-role="image" > <div class="sqs-image-shape-container-element has-aspect-ratio " style=" position: relative; padding-bottom:43.52941131591797%; overflow: hidden;-webkit-mask-image: -webkit-radial-gradient(white, black); " > <img data-stretch="false" data-src="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610560065797-DZ6IFEXZCH3X7UDHU4CT/amazon.png" data-image="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610560065797-DZ6IFEXZCH3X7UDHU4CT/amazon.png" data-image-dimensions="510x222" data-image-focal-point="0.5,0.5" alt="" data-load="false" elementtiming="system-image-block" src="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610560065797-DZ6IFEXZCH3X7UDHU4CT/amazon.png" width="510" height="222" alt="" sizes="(max-width: 640px) 100vw, (max-width: 767px) 25vw, 25vw" style="display:block;object-fit: cover; width: 100%; height: 100%; object-position: 50% 50%" onload="this.classList.add("loaded")" srcset="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610560065797-DZ6IFEXZCH3X7UDHU4CT/amazon.png?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610560065797-DZ6IFEXZCH3X7UDHU4CT/amazon.png?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610560065797-DZ6IFEXZCH3X7UDHU4CT/amazon.png?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610560065797-DZ6IFEXZCH3X7UDHU4CT/amazon.png?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610560065797-DZ6IFEXZCH3X7UDHU4CT/amazon.png?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610560065797-DZ6IFEXZCH3X7UDHU4CT/amazon.png?format=1500w 1500w, 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image-block sqs-block-image" data-block-type="5" id="block-369def44247ef7b32814"><div class="sqs-block-content"> <div class=" image-block-outer-wrapper layout-caption-below design-layout-inline combination-animation-site-default individual-animation-site-default individual-text-animation-site-default " data-test="image-block-inline-outer-wrapper" > <figure class=" sqs-block-image-figure intrinsic " style="max-width:510px;" > <a class=" sqs-block-image-link " href="https://link.springer.com/book/10.1007/978-1-0716-1418-1" > <div class="image-block-wrapper" data-animation-role="image" > <div class="sqs-image-shape-container-element has-aspect-ratio " style=" position: relative; padding-bottom:43.52941131591797%; overflow: hidden;-webkit-mask-image: -webkit-radial-gradient(white, black); " > <img data-stretch="false" data-src="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610560080852-U6SBS46U8B9XVIVMLFWP/springer-logo-transparent.png" 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data-src="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610560065797-DZ6IFEXZCH3X7UDHU4CT/amazon.png" data-image="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610560065797-DZ6IFEXZCH3X7UDHU4CT/amazon.png" data-image-dimensions="510x222" data-image-focal-point="0.5,0.5" alt="amazon.png" data-load="false" elementtiming="system-image-block" src="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610560065797-DZ6IFEXZCH3X7UDHU4CT/amazon.png" width="510" height="222" alt="" sizes="(max-width: 640px) 100vw, (max-width: 767px) 25vw, 25vw" style="display:block;object-fit: cover; width: 100%; height: 100%; object-position: 50% 50%" onload="this.classList.add("loaded")" srcset="https://images.squarespace-cdn.com/content/v1/5ff2adbe3fe4fe33db902812/1610560065797-DZ6IFEXZCH3X7UDHU4CT/amazon.png?format=100w 100w, 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