{"id":13438,"date":"2024-08-09T06:50:53","date_gmt":"2024-08-09T06:50:53","guid":{"rendered":"https:\/\/www.pickl.ai\/blog\/?post_type=web-story&#038;p=13438"},"modified":"2024-08-09T06:50:54","modified_gmt":"2024-08-09T06:50:54","slug":"regularization-in-machine-learning","status":"publish","type":"web-story","link":"https:\/\/www.pickl.ai\/blog\/web-stories\/regularization-in-machine-learning\/","title":{"rendered":"Regularization in Machine Learning"},"content":{"rendered":"<p><html amp=\"\" lang=\"en\"><head><meta charSet=\"utf-8\"\/><meta name=\"viewport\" content=\"width=device-width,minimum-scale=1,initial-scale=1\"\/><script async=\"\" src=\"https:\/\/cdn.ampproject.org\/v0.js\"><\/script><script async=\"\" src=\"https:\/\/cdn.ampproject.org\/v0\/amp-story-1.0.js\" custom-element=\"amp-story\"><\/script><link href=\"https:\/\/fonts.googleapis.com\/css2?display=swap&amp;family=Roboto%3Awght%40400%3B700\" rel=\"stylesheet\"\/><link 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200w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/Stable-Diffusion-in-Machine-Learning-1-150x150.jpg 150w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/Stable-Diffusion-in-Machine-Learning-1-110x110.jpg 110w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/Stable-Diffusion-in-Machine-Learning-1-96x96.jpg 96w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/Stable-Diffusion-in-Machine-Learning-1-80x80.jpg 80w\" sizes=\"(min-width: 1024px) 80vh, 178vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:17.23301%;top:48.05825%;width:66.01942%;height:39.32039%;opacity:1\">\n<div id=\"anim-5c1fd5ef-1632-4fde-af4d-cbc76b05c2c3\" class=\"animation-wrapper\" 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style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.14476102941176497% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:center;padding:1.4705882352941175% 2.941176470588235%;color:#000000\"><span><span style=\"color: #fff\">NumPy is the go-to library in Python for scientific computing. It supercharges your ability to work with numbers!<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.77184%;top:96.1165%;width:27.91262%;height:3.8835%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-50fc5235-e3b9-4d52-b1d2-85ab2063b08b\">\n<div style=\"position:absolute;width:100%;height:100.31801%;left:0%;top:-0.15901%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-transorg-LOGO.png\" alt=\"pickl-transorg-LOGO\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-transorg-LOGO.png 406w\" sizes=\"(min-width: 1024px) 13vh, 28vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div 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id=\"anim-84ea850b-fb22-41a1-beb2-d5ab4a0b3077\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 227.94594%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:2.197802197802198% 2.197802197802198% 2.197802197802198% 2.197802197802198% \/ 6.0606060606060606% 6.0606060606060606% 6.0606060606060606% 6.0606060606060606%\" id=\"el-a00b6567-48af-4f67-96ad-5f47af1f2278\"><a href=\"https:\/\/pickl.ai\/blog\/regularization-in-machine-learning\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/12\/image2-1.jpg\" data-tooltip-text=\"Regularization in Machine Learning: All you need to know\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.21634615384615424% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.226537em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #fff\">Read More<\/span><\/p>\n<p><\/span><\/p>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:19.90291%;top:8.89968%;width:60.67961%;height:18.60841%;opacity:1\">\n<div id=\"anim-eee1b1ae-137c-4583-b066-086bbd99ac24\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-9ef59dcc-deef-4f73-a712-7129d98af93b\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -197.58459%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8% 0.8% 0.8% 0.8% \/ 1.7391304347826086% 1.7391304347826086% 1.7391304347826086% 1.7391304347826086%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-9d31b30c-a4ce-4b94-8d8a-5794e55331c2\">\n<h2 id=\"regularization-in-machine-learning\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.10874999999999915% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.485437em;line-height:1.19;text-align:center;padding:1.6% 3.2%;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Regularization in Machine Learning<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"25256183-515a-41ad-bab7-2e2080f8f41c\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" 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srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/image1-1.png 1600w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/image1-1-1536x1024.png 1536w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/image1-1-1160x774.png 1160w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/image1-1-1024x683.png 1024w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/image1-1-800x534.png 800w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/image1-1-768x512.png 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/image1-1-550x367.png 550w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/image1-1-380x253.png 380w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/image1-1-300x200.png 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/image1-1-255x170.png 255w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/image1-1-200x133.png 200w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/image1-1-150x100.png 150w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/image1-1-110x73.png 110w\" sizes=\"(min-width: 1024px) 151vh, 336vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:15.7767%;top:39.32039%;width:68.93204%;height:50.16181%;opacity:1\">\n<div id=\"anim-a82a54b6-49f2-4c80-9422-5cf6c499692f\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-862637e8-e037-4cbe-98a3-95881fa7bd9f\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 139.42653%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7042253521126761% 0.7042253521126761% 0.7042253521126761% 0.7042253521126761% \/ 0.6451612903225806% 0.6451612903225806% 0.6451612903225806% 0.6451612903225806%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-71e1879f-2792-4a49-8246-f0aa10c6de65\">\n<h2 id=\"overfitting-model-learns-training-data-too-well-poor-performance-on-new-data-underfitting-model-too-simple-regularization-helps\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.13864436619718334% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:center;padding:1.4084507042253522% 2.8169014084507045%;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Overfitting: <\/span><span style=\"color: #fff\">Model learns training data too well, poor performance on new data.<\/span><\/p>\n<p><span style=\"font-weight: 700; color: #fff\">Underfitting:<\/span><span style=\"color: #fff\"> Model too simple. Regularization helps.<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.77184%;top:96.1165%;width:27.91262%;height:3.8835%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-d79b6d99-3e1d-46a6-b6ba-56ec7d70045a\">\n<div style=\"position:absolute;width:100%;height:100.31801%;left:0%;top:-0.15901%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-transorg-LOGO.png\" alt=\"pickl-transorg-LOGO\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-transorg-LOGO.png 406w\" sizes=\"(min-width: 1024px) 13vh, 28vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:60.67961%;top:96.60194%;width:27.6699%;height:3.55987%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:7.017543859649122% 7.017543859649122% 7.017543859649122% 7.017543859649122% \/ 36.36363636363637% 36.36363636363637% 36.36363636363637% 36.36363636363637%\" class=\"mask\" id=\"el-37d0426a-a91b-4f44-bef5-06a2e4e8bc5d\">\n<div class=\"fill\" style=\"background-image:linear-gradient(0turn, rgba(249,25,25,0.77) 0%, rgba(249,110,110,0.77) 100%);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:63.71359%;top:97.08738%;width:22.08738%;height:5.33981%;opacity:1\">\n<div id=\"anim-c3663003-c690-49cc-824e-3a534f05a4eb\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-4ec3a074-ddad-436d-95d5-38ade13baa41\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 227.94594%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:2.197802197802198% 2.197802197802198% 2.197802197802198% 2.197802197802198% \/ 6.0606060606060606% 6.0606060606060606% 6.0606060606060606% 6.0606060606060606%\" id=\"el-ca7da3e9-e615-4945-ab9d-1a3c76d22435\"><a href=\"https:\/\/pickl.ai\/blog\/regularization-in-machine-learning\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/12\/image2-1.jpg\" data-tooltip-text=\"Regularization in Machine Learning: All you need to know\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.21634615384615424% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.226537em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #fff\">Read More<\/span><\/p>\n<p><\/span><\/p>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:19.90291%;top:8.89968%;width:60.67961%;height:12.45955%;opacity:1\">\n<div id=\"anim-00bb28a4-d1fd-49ee-bb6e-24b7092665c0\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-28bccc0a-76d0-4dd7-8f2a-4ed353b89896\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -245.74314%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8% 0.8% 0.8% 0.8% \/ 2.5974025974025974% 2.5974025974025974% 2.5974025974025974% 2.5974025974025974%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-097f05b4-8a5d-47ae-995d-4a5bcb579dca\">\n<h2 id=\"overfitting-and-underfitting\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.10874999999999915% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.485437em;line-height:1.19;text-align:center;padding:1.6% 3.2%;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Overfitting and Underfitting<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"1c46cf4a-12dd-48e1-bb5c-2b2d0777a32f\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-160105fb-07e1-4a65-a5a0-3ecd8f89e5a8\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":500,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-ed1ce620-8235-49ee-ad6d-1c80d6c8eb22\",\"keyframes\":{\"transform\":[\"translate3d(0px, 210.47254%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":500,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-495bf52e-729e-4c18-a82b-216cc48ac962\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":500,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-ed4cf9ae-1b6d-4c09-baa2-9cf3802d27bd\",\"keyframes\":{\"transform\":[\"translate3d(0px, 227.94594%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":500,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-ed89a946-ac32-4976-a2de-102cbd4b4b6b\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-5bedd364-6692-4a01-a7a4-b2e508ec6687\",\"keyframes\":{\"transform\":[\"translate3d(0px, -245.74314%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#1a2625\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-c61dca7a-acac-4704-8a85-7a547c26dbe0\">\n<div style=\"position:absolute;width:533.86721%;height:100%;left:-216.9336%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/07\/Bias-and-Variance-in-Machine-Learning-1.jpg\" alt=\"\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/07\/Bias-and-Variance-in-Machine-Learning-1.jpg 1000w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/07\/Bias-and-Variance-in-Machine-Learning-1-800x266.jpg 800w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/07\/Bias-and-Variance-in-Machine-Learning-1-768x256.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/07\/Bias-and-Variance-in-Machine-Learning-1-550x183.jpg 550w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/07\/Bias-and-Variance-in-Machine-Learning-1-300x100.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/07\/Bias-and-Variance-in-Machine-Learning-1-255x85.jpg 255w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/07\/Bias-and-Variance-in-Machine-Learning-1-150x50.jpg 150w\" sizes=\"(min-width: 1024px) 240vh, 533vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:15.29126%;top:50%;width:68.93204%;height:28.15534%;opacity:1\">\n<div id=\"anim-160105fb-07e1-4a65-a5a0-3ecd8f89e5a8\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-ed1ce620-8235-49ee-ad6d-1c80d6c8eb22\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 210.47254%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7042253521126761% 0.7042253521126761% 0.7042253521126761% 0.7042253521126761% \/ 1.1494252873563218% 1.1494252873563218% 1.1494252873563218% 1.1494252873563218%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-e9774f85-f1df-476b-98bd-769a23a874a7\">\n<h2 id=\"it-adds-absolute-value-of-coefficients-to-loss-encourages-sparsity-feature-selection\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.13864436619718334% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:center;padding:1.4084507042253522% 2.8169014084507045%;color:#000000\"><span><span style=\"color: #fff\">It adds absolute value of coefficients to loss. Encourages sparsity, feature selection.<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.77184%;top:96.1165%;width:27.91262%;height:3.8835%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-809403b9-9abd-4650-ae6c-c58c7a46df42\">\n<div style=\"position:absolute;width:100%;height:100.31801%;left:0%;top:-0.15901%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-transorg-LOGO.png\" alt=\"pickl-transorg-LOGO\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-transorg-LOGO.png 406w\" sizes=\"(min-width: 1024px) 13vh, 28vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:60.67961%;top:96.60194%;width:27.6699%;height:3.55987%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:7.017543859649122% 7.017543859649122% 7.017543859649122% 7.017543859649122% \/ 36.36363636363637% 36.36363636363637% 36.36363636363637% 36.36363636363637%\" class=\"mask\" id=\"el-02754236-b9a4-456d-9066-40c37654a8c0\">\n<div class=\"fill\" style=\"background-image:linear-gradient(0turn, rgba(249,25,25,0.77) 0%, rgba(249,110,110,0.77) 100%);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:63.71359%;top:97.08738%;width:22.08738%;height:5.33981%;opacity:1\">\n<div id=\"anim-495bf52e-729e-4c18-a82b-216cc48ac962\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-ed4cf9ae-1b6d-4c09-baa2-9cf3802d27bd\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 227.94594%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:2.197802197802198% 2.197802197802198% 2.197802197802198% 2.197802197802198% \/ 6.0606060606060606% 6.0606060606060606% 6.0606060606060606% 6.0606060606060606%\" id=\"el-9b4163c6-eaf9-473a-a929-1ab75f971704\"><a href=\"https:\/\/pickl.ai\/blog\/regularization-in-machine-learning\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/12\/image2-1.jpg\" data-tooltip-text=\"Regularization in Machine Learning: All you need to know\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.21634615384615424% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.226537em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #fff\">Read More<\/span><\/p>\n<p><\/span><\/p>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:19.90291%;top:8.89968%;width:60.67961%;height:12.45955%;opacity:1\">\n<div id=\"anim-ed89a946-ac32-4976-a2de-102cbd4b4b6b\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-5bedd364-6692-4a01-a7a4-b2e508ec6687\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -245.74314%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8% 0.8% 0.8% 0.8% \/ 2.5974025974025974% 2.5974025974025974% 2.5974025974025974% 2.5974025974025974%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-42995a4e-91db-4c37-8364-919c5ce7c6ae\">\n<h2 id=\"l1-regularization-lasso\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.10874999999999915% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.485437em;line-height:1.19;text-align:center;padding:1.6% 3.2%;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">L1 regularization (Lasso)<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"a7a5d8d4-ff9f-4b8f-80e7-b7c45c9a1a85\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-ecab227b-6d9d-4c59-ab98-c00cd8c61975\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":500,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-b09ccae3-240c-4811-917f-d25628d64240\",\"keyframes\":{\"transform\":[\"translate3d(0px, 209.26986%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":500,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-0ab3f645-31b5-4c5a-b7e9-a66508bf21ea\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":500,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-736c4561-ae5f-4f5b-a1da-371a6a6d2410\",\"keyframes\":{\"transform\":[\"translate3d(0px, 227.94594%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":500,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-bec5c1e0-70a6-40f1-8158-9b8b8f6ba0ed\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-cfc87701-52d9-4d8d-a1a4-b682bd2207a8\",\"keyframes\":{\"transform\":[\"translate3d(0px, -245.74314%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#0c0f16\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-58aac83e-d989-45e5-878c-d75baf5a681a\">\n<div style=\"position:absolute;width:533.86721%;height:100%;left:-216.9336%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/08\/image3-4.jpg\" alt=\"How to Build a Machine Learning Model\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/08\/image3-4.jpg 1000w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/08\/image3-4-800x266.jpg 800w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/08\/image3-4-768x256.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/08\/image3-4-550x183.jpg 550w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/08\/image3-4-300x100.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/08\/image3-4-255x85.jpg 255w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/08\/image3-4-150x50.jpg 150w\" sizes=\"(min-width: 1024px) 240vh, 533vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:17.71845%;top:50%;width:65.04854%;height:28.31715%;opacity:1\">\n<div id=\"anim-ecab227b-6d9d-4c59-ab98-c00cd8c61975\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-b09ccae3-240c-4811-917f-d25628d64240\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 209.26986%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7462686567164178% 0.7462686567164178% 0.7462686567164178% 0.7462686567164178% \/ 1.1428571428571428% 1.1428571428571428% 1.1428571428571428% 1.1428571428571428%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-2a8cf9ab-b20e-4b4a-a918-743f3c515892\">\n<h2 id=\"it-adds-a-square-of-coefficients-to-loss-shrinks-coefficients-towards-zero-prevents-overfitting\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.14692164179104503% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:center;padding:1.4925373134328357% 2.9850746268656714%;color:#000000\"><span><span style=\"color: #fff\">It adds a square of coefficients to loss. Shrinks coefficients towards zero, prevents overfitting.<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.77184%;top:96.1165%;width:27.91262%;height:3.8835%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-259e0926-de15-48fd-aec9-38d4228f23d8\">\n<div style=\"position:absolute;width:100%;height:100.31801%;left:0%;top:-0.15901%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-transorg-LOGO.png\" alt=\"pickl-transorg-LOGO\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-transorg-LOGO.png 406w\" sizes=\"(min-width: 1024px) 13vh, 28vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:60.67961%;top:96.60194%;width:27.6699%;height:3.55987%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:7.017543859649122% 7.017543859649122% 7.017543859649122% 7.017543859649122% \/ 36.36363636363637% 36.36363636363637% 36.36363636363637% 36.36363636363637%\" class=\"mask\" id=\"el-b9aae024-c1ba-4f16-8e5c-06dcfd1030f2\">\n<div class=\"fill\" style=\"background-image:linear-gradient(0turn, rgba(249,25,25,0.77) 0%, rgba(249,110,110,0.77) 100%);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:63.71359%;top:97.08738%;width:22.08738%;height:5.33981%;opacity:1\">\n<div id=\"anim-0ab3f645-31b5-4c5a-b7e9-a66508bf21ea\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-736c4561-ae5f-4f5b-a1da-371a6a6d2410\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 227.94594%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:2.197802197802198% 2.197802197802198% 2.197802197802198% 2.197802197802198% \/ 6.0606060606060606% 6.0606060606060606% 6.0606060606060606% 6.0606060606060606%\" id=\"el-81092536-43c0-434c-b12c-485fdce92ed6\"><a href=\"https:\/\/pickl.ai\/blog\/regularization-in-machine-learning\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/12\/image2-1.jpg\" data-tooltip-text=\"Regularization in Machine Learning: All you need to know\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.21634615384615424% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.226537em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #fff\">Read More<\/span><\/p>\n<p><\/span><\/p>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:19.90291%;top:8.89968%;width:60.67961%;height:12.45955%;opacity:1\">\n<div id=\"anim-bec5c1e0-70a6-40f1-8158-9b8b8f6ba0ed\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-cfc87701-52d9-4d8d-a1a4-b682bd2207a8\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -245.74314%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8% 0.8% 0.8% 0.8% \/ 2.5974025974025974% 2.5974025974025974% 2.5974025974025974% 2.5974025974025974%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-a809b070-62ea-4d7a-871f-e7d22d927323\">\n<h2 id=\"l2-regularization-ridge\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.10874999999999915% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.485437em;line-height:1.19;text-align:center;padding:1.6% 3.2%;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">L2 regularization (Ridge)<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"a226d67a-618e-4aaf-afd1-c9a989efcacb\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" 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1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-71b0de27-a4ad-43da-b51e-64253be03234\",\"keyframes\":{\"transform\":[\"translate3d(0px, 227.94594%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":500,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-7f85f043-c1a1-4347-9a21-ac17f5e47a1f\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-19c3a164-0c65-470f-b16c-a836f662c1d5\",\"keyframes\":{\"transform\":[\"translate3d(0px, -197.58459%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#253e4d\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-19dc4887-2884-4c92-af7f-23f1df1e146f\">\n<div style=\"position:absolute;width:339.70276%;height:100%;left:-119.85138%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/image3-1.jpg\" alt=\"Feature Engineering in Machine Learning\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/image3-1.jpg 1200w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/image3-1-1160x607.jpg 1160w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/image3-1-1024x536.jpg 1024w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/image3-1-800x419.jpg 800w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/image3-1-768x402.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/image3-1-550x288.jpg 550w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/image3-1-380x199.jpg 380w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/image3-1-300x157.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/image3-1-255x133.jpg 255w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/image3-1-200x105.jpg 200w\" sizes=\"(min-width: 1024px) 153vh, 341vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:17.71845%;top:50%;width:65.04854%;height:28.15534%;opacity:1\">\n<div id=\"anim-0c572ccc-fe18-41fc-8c21-f4263b224036\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-f122c42e-20bf-4e69-bac2-b5b248487d0e\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 210.47254%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7462686567164178% 0.7462686567164178% 0.7462686567164178% 0.7462686567164178% \/ 1.1494252873563218% 1.1494252873563218% 1.1494252873563218% 1.1494252873563218%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-b525c561-e9da-4c03-b251-40c3f14b9221\">\n<h2 id=\"it-offers-benefits-of-both-feature-selection-and-preventing-overfitting\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.14692164179104503% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:center;padding:1.4925373134328357% 2.9850746268656714%;color:#000000\"><span><span style=\"color: #fff\">It offers benefits of both: feature selection and preventing overfitting.<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.77184%;top:96.1165%;width:27.91262%;height:3.8835%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-f10b0299-8d44-4b63-9b77-b1013bbbde7c\">\n<div style=\"position:absolute;width:100%;height:100.31801%;left:0%;top:-0.15901%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-transorg-LOGO.png\" alt=\"pickl-transorg-LOGO\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-transorg-LOGO.png 406w\" sizes=\"(min-width: 1024px) 13vh, 28vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:60.67961%;top:96.60194%;width:27.6699%;height:3.55987%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:7.017543859649122% 7.017543859649122% 7.017543859649122% 7.017543859649122% \/ 36.36363636363637% 36.36363636363637% 36.36363636363637% 36.36363636363637%\" class=\"mask\" id=\"el-8ca03394-54eb-47e5-9847-d1e4bfb226bd\">\n<div class=\"fill\" style=\"background-image:linear-gradient(0turn, rgba(249,25,25,0.77) 0%, rgba(249,110,110,0.77) 100%);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:63.71359%;top:97.08738%;width:22.08738%;height:5.33981%;opacity:1\">\n<div id=\"anim-6a520525-8a59-416b-bc4e-00f85b0a07f2\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-71b0de27-a4ad-43da-b51e-64253be03234\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 227.94594%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:2.197802197802198% 2.197802197802198% 2.197802197802198% 2.197802197802198% \/ 6.0606060606060606% 6.0606060606060606% 6.0606060606060606% 6.0606060606060606%\" id=\"el-78300fdd-0ff3-4d87-9182-e0698cc0f318\"><a href=\"https:\/\/pickl.ai\/blog\/regularization-in-machine-learning\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/12\/image2-1.jpg\" data-tooltip-text=\"Regularization in Machine Learning: All you need to know\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.21634615384615424% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.226537em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #fff\">Read More<\/span><\/p>\n<p><\/span><\/p>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:19.90291%;top:8.89968%;width:60.67961%;height:18.60841%;opacity:1\">\n<div id=\"anim-7f85f043-c1a1-4347-9a21-ac17f5e47a1f\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-19c3a164-0c65-470f-b16c-a836f662c1d5\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -197.58459%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8% 0.8% 0.8% 0.8% \/ 1.7391304347826086% 1.7391304347826086% 1.7391304347826086% 1.7391304347826086%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-20dcc9cc-3b60-433a-8cde-de3f90593191\">\n<h2 id=\"elastic-net-combines-l1-l2\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.10874999999999915% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.485437em;line-height:1.19;text-align:center;padding:1.6% 3.2%;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Elastic Net combines L1 &amp; L2<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"a696bf06-f6ea-469a-a6b6-2afff2a22450\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-38b19662-7413-4ff5-b19e-c54169d4f297\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":500,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-b7a3601b-260b-437e-8c1a-839b63364cbd\",\"keyframes\":{\"transform\":[\"translate3d(0px, 176.06837%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":500,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-09b786e3-a793-4557-8900-850e389c19ac\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":500,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-b67e2184-8e90-47bf-bfd6-a87ac0e156a4\",\"keyframes\":{\"transform\":[\"translate3d(0px, 227.94594%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":500,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-3bb0a809-5505-4f51-aea4-15d8899641b4\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-14c1c656-bac3-45ab-8bc2-28b825ceb843\",\"keyframes\":{\"transform\":[\"translate3d(0px, -245.74314%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#30575b\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-4e07ea3b-9468-43ee-9cf7-41ffa1653733\">\n<div style=\"position:absolute;width:533.86721%;height:100%;left:-216.9336%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/08\/image2-3.jpg\" alt=\"How to Build a Machine Learning Model\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/08\/image2-3.jpg 1000w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/08\/image2-3-800x266.jpg 800w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/08\/image2-3-768x256.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/08\/image2-3-550x183.jpg 550w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/08\/image2-3-300x100.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/08\/image2-3-255x85.jpg 255w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/08\/image2-3-150x50.jpg 150w\" sizes=\"(min-width: 1024px) 240vh, 533vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:17.71845%;top:50%;width:65.04854%;height:33.65696%;opacity:1\">\n<div id=\"anim-38b19662-7413-4ff5-b19e-c54169d4f297\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-b7a3601b-260b-437e-8c1a-839b63364cbd\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 176.06837%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7462686567164178% 0.7462686567164178% 0.7462686567164178% 0.7462686567164178% \/ 0.9615384615384616% 0.9615384615384616% 0.9615384615384616% 0.9615384615384616%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-313a3045-58aa-43d8-be3c-640212b02c01\">\n<h2 id=\"it-sets-input-features-to-zero-during-training-prevents-overreliance-on-single-features\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.14692164179104503% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:center;padding:1.4925373134328357% 2.9850746268656714%;color:#000000\"><span><span style=\"color: #fff\">It sets input features to zero during training. Prevents overreliance on single features.<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.77184%;top:96.1165%;width:27.91262%;height:3.8835%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-d35cb1e4-f4de-4ba8-8584-9bdf597fec8d\">\n<div style=\"position:absolute;width:100%;height:100.31801%;left:0%;top:-0.15901%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-transorg-LOGO.png\" alt=\"pickl-transorg-LOGO\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-transorg-LOGO.png 406w\" sizes=\"(min-width: 1024px) 13vh, 28vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:60.67961%;top:96.60194%;width:27.6699%;height:3.55987%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:7.017543859649122% 7.017543859649122% 7.017543859649122% 7.017543859649122% \/ 36.36363636363637% 36.36363636363637% 36.36363636363637% 36.36363636363637%\" class=\"mask\" id=\"el-0df32659-6b7d-47f8-82b7-474f98d9f940\">\n<div class=\"fill\" style=\"background-image:linear-gradient(0turn, rgba(249,25,25,0.77) 0%, rgba(249,110,110,0.77) 100%);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:63.71359%;top:97.08738%;width:22.08738%;height:5.33981%;opacity:1\">\n<div id=\"anim-09b786e3-a793-4557-8900-850e389c19ac\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-b67e2184-8e90-47bf-bfd6-a87ac0e156a4\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 227.94594%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:2.197802197802198% 2.197802197802198% 2.197802197802198% 2.197802197802198% \/ 6.0606060606060606% 6.0606060606060606% 6.0606060606060606% 6.0606060606060606%\" id=\"el-6bfc84a5-0244-493d-a5c5-79f20e5e38bf\"><a href=\"https:\/\/pickl.ai\/blog\/regularization-in-machine-learning\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/12\/image2-1.jpg\" data-tooltip-text=\"Regularization in Machine Learning: All you need to know\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.21634615384615424% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.226537em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #fff\">Read More<\/span><\/p>\n<p><\/span><\/p>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:19.90291%;top:8.89968%;width:60.67961%;height:12.45955%;opacity:1\">\n<div id=\"anim-3bb0a809-5505-4f51-aea4-15d8899641b4\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-14c1c656-bac3-45ab-8bc2-28b825ceb843\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -245.74314%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8% 0.8% 0.8% 0.8% \/ 2.5974025974025974% 2.5974025974025974% 2.5974025974025974% 2.5974025974025974%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-d887e078-c813-4377-b178-5faaa31b7b89\">\n<h2 id=\"dropout-randomly\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.10874999999999915% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.485437em;line-height:1.19;text-align:center;padding:1.6% 3.2%;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Dropout randomly<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"61df6648-37a1-4c2f-b85a-108055974f5a\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-115737b8-a2f2-4b9a-be03-ec562cd61a4f\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":500,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-ac6f8e14-f59e-4e48-a2bc-735d0b2ecc03\",\"keyframes\":{\"transform\":[\"translate3d(0px, 194.98414%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":500,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-d8948b81-f0a4-48f5-aa51-18e00f1085ab\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":500,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-b7cb96a6-351d-44c0-a61c-eb33e0fbd0e8\",\"keyframes\":{\"transform\":[\"translate3d(0px, 227.94594%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":500,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-4d559861-2581-4b11-b388-2b059f0f9fdb\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-5d1be067-33d1-47ea-aba9-6ea6d01a10ae\",\"keyframes\":{\"transform\":[\"translate3d(0px, -245.74314%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#2e2422\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-56381bd6-9c68-4fce-81ef-3a7fbf9f6cf0\">\n<div style=\"position:absolute;width:533.86721%;height:100%;left:-216.9336%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/image3-4.jpg\" alt=\"Advantages of K Nearest Neighbours in Machine Learning\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/image3-4.jpg 1000w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/image3-4-800x266.jpg 800w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/image3-4-768x256.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/image3-4-550x183.jpg 550w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/image3-4-300x100.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/image3-4-255x85.jpg 255w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/image3-4-150x50.jpg 150w\" sizes=\"(min-width: 1024px) 240vh, 533vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:23.05825%;top:54.04531%;width:53.8835%;height:28.31715%;opacity:1\">\n<div id=\"anim-115737b8-a2f2-4b9a-be03-ec562cd61a4f\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-ac6f8e14-f59e-4e48-a2bc-735d0b2ecc03\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 194.98414%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.9009009009009009% 0.9009009009009009% 0.9009009009009009% 0.9009009009009009% \/ 1.1428571428571428% 1.1428571428571428% 1.1428571428571428% 1.1428571428571428%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-3fe54b1d-36d0-4e19-9bd5-62c250b15825\">\n<h2 id=\"stop-training-before-overfitting-prevents-model-complexity\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1773648648648652% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:center;padding:1.8018018018018018% 3.6036036036036037%;color:#000000\"><span><span style=\"color: #fff\">Stop training before overfitting. Prevents model complexity.<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.77184%;top:96.1165%;width:27.91262%;height:3.8835%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-0ea40186-a5dd-4c0b-8b52-6ef78c12859b\">\n<div style=\"position:absolute;width:100%;height:100.31801%;left:0%;top:-0.15901%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-transorg-LOGO.png\" alt=\"pickl-transorg-LOGO\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-transorg-LOGO.png 406w\" sizes=\"(min-width: 1024px) 13vh, 28vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:60.67961%;top:96.60194%;width:27.6699%;height:3.55987%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:7.017543859649122% 7.017543859649122% 7.017543859649122% 7.017543859649122% \/ 36.36363636363637% 36.36363636363637% 36.36363636363637% 36.36363636363637%\" class=\"mask\" id=\"el-615b2a55-5c99-49e4-ae31-8ecd8be0f788\">\n<div class=\"fill\" style=\"background-image:linear-gradient(0turn, rgba(249,25,25,0.77) 0%, rgba(249,110,110,0.77) 100%);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:63.71359%;top:97.08738%;width:22.08738%;height:5.33981%;opacity:1\">\n<div id=\"anim-d8948b81-f0a4-48f5-aa51-18e00f1085ab\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-b7cb96a6-351d-44c0-a61c-eb33e0fbd0e8\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 227.94594%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:2.197802197802198% 2.197802197802198% 2.197802197802198% 2.197802197802198% \/ 6.0606060606060606% 6.0606060606060606% 6.0606060606060606% 6.0606060606060606%\" id=\"el-4f042e97-0d5a-46a2-8c4b-51d107018fd6\"><a href=\"https:\/\/pickl.ai\/blog\/regularization-in-machine-learning\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/12\/image2-1.jpg\" data-tooltip-text=\"Regularization in Machine Learning: All you need to know\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.21634615384615424% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.226537em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #fff\">Read More<\/span><\/p>\n<p><\/span><\/p>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:28.8835%;top:8.89968%;width:43.20388%;height:12.45955%;opacity:1\">\n<div id=\"anim-4d559861-2581-4b11-b388-2b059f0f9fdb\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-5d1be067-33d1-47ea-aba9-6ea6d01a10ae\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -245.74314%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:1.1235955056179776% 1.1235955056179776% 1.1235955056179776% 1.1235955056179776% \/ 2.5974025974025974% 2.5974025974025974% 2.5974025974025974% 2.5974025974025974%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-6efa6384-5eee-43d9-86b0-94796fb530b8\">\n<h2 id=\"early-stopping\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.15273876404494263% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.485437em;line-height:1.19;text-align:center;padding:2.247191011235955% 4.49438202247191%;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Early stopping<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"9d8209aa-25af-4009-9df7-038c191fbe14\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-3185d4d7-fedd-485a-913d-a1ee8a972054\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":500,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-29ea315c-cf01-48bc-b846-f5baad188073\",\"keyframes\":{\"transform\":[\"translate3d(0px, 229.73393%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":500,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-990bdd98-50be-47c3-b1b7-739d2098fc0f\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":500,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-8d8e50aa-e393-411f-bc8c-6f8683ed7f1d\",\"keyframes\":{\"transform\":[\"translate3d(0px, 227.94594%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":500,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-44cd86f2-abec-4dc7-a9e8-03183750c074\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-aa05f052-f8ea-4111-a2ab-509b0d898ecc\",\"keyframes\":{\"transform\":[\"translate3d(0px, -291.42059%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#919185\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-8150d456-9216-4d4f-8659-4fb406521c6d\">\n<div style=\"position:absolute;width:177.77778%;height:100%;left:-38.88889%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/cartoon-ai-robot-character-scene-2-1.jpg\" alt=\"Difference Between Underfitting and Overfitting in Machine Learning\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/cartoon-ai-robot-character-scene-2-1.jpg 600w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/cartoon-ai-robot-character-scene-2-1-550x550.jpg 550w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/cartoon-ai-robot-character-scene-2-1-380x380.jpg 380w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/cartoon-ai-robot-character-scene-2-1-300x300.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/cartoon-ai-robot-character-scene-2-1-255x255.jpg 255w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/cartoon-ai-robot-character-scene-2-1-200x200.jpg 200w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/cartoon-ai-robot-character-scene-2-1-150x150.jpg 150w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/cartoon-ai-robot-character-scene-2-1-110x110.jpg 110w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/cartoon-ai-robot-character-scene-2-1-96x96.jpg 96w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/cartoon-ai-robot-character-scene-2-1-80x80.jpg 80w\" sizes=\"(min-width: 1024px) 80vh, 178vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:18.68932%;top:56.47249%;width:62.86408%;height:22.97735%;opacity:1\">\n<div id=\"anim-3185d4d7-fedd-485a-913d-a1ee8a972054\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-29ea315c-cf01-48bc-b846-f5baad188073\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 229.73393%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7722007722007722% 0.7722007722007722% 0.7722007722007722% 0.7722007722007722% \/ 1.4084507042253522% 1.4084507042253522% 1.4084507042253522% 1.4084507042253522%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-a4719ecb-0c32-48f8-8c57-fde584371309\">\n<h2 id=\"understand-different-techniques-to-build-better-models\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1520270270270273% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:center;padding:1.5444015444015444% 3.088803088803089%;color:#000000\"><span><span style=\"color: #fff\">Understand different techniques to build better models.<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.77184%;top:96.1165%;width:27.91262%;height:3.8835%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-e534c898-5c20-4f4e-a2f0-563d94105114\">\n<div style=\"position:absolute;width:100%;height:100.31801%;left:0%;top:-0.15901%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-transorg-LOGO.png\" alt=\"pickl-transorg-LOGO\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/pickl-transorg-LOGO.png 406w\" sizes=\"(min-width: 1024px) 13vh, 28vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:60.67961%;top:96.60194%;width:27.6699%;height:3.55987%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:7.017543859649122% 7.017543859649122% 7.017543859649122% 7.017543859649122% \/ 36.36363636363637% 36.36363636363637% 36.36363636363637% 36.36363636363637%\" class=\"mask\" id=\"el-70d74bf8-09ff-4e61-ab21-080212336afd\">\n<div class=\"fill\" style=\"background-image:linear-gradient(0turn, rgba(249,25,25,0.77) 0%, rgba(249,110,110,0.77) 100%);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:63.71359%;top:97.08738%;width:22.08738%;height:5.33981%;opacity:1\">\n<div id=\"anim-990bdd98-50be-47c3-b1b7-739d2098fc0f\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-8d8e50aa-e393-411f-bc8c-6f8683ed7f1d\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 227.94594%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:2.197802197802198% 2.197802197802198% 2.197802197802198% 2.197802197802198% \/ 6.0606060606060606% 6.0606060606060606% 6.0606060606060606% 6.0606060606060606%\" id=\"el-562ab222-b6df-4370-9436-13d2c3da9fdd\"><a href=\"https:\/\/pickl.ai\/blog\/regularization-in-machine-learning\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/12\/image2-1.jpg\" data-tooltip-text=\"Regularization in Machine Learning: All you need to know\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.21634615384615424% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.226537em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #fff\">Read More<\/span><\/p>\n<p><\/span><\/p>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:23.05825%;top:15.21036%;width:56.79612%;height:12.78317%;opacity:1\">\n<div id=\"anim-44cd86f2-abec-4dc7-a9e8-03183750c074\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-aa05f052-f8ea-4111-a2ab-509b0d898ecc\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -291.42059%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8547008547008548% 0.8547008547008548% 0.8547008547008548% 0.8547008547008548% \/ 2.5316455696202533% 2.5316455696202533% 2.5316455696202533% 2.5316455696202533%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-7c95c5e5-6d30-4679-82fb-ba1aa7ea28f5\">\n<h2 id=\"regularization-is-crucial-for-ml\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.11618589743589652% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.485437em;line-height:1.19;text-align:center;padding:1.7094017094017095% 3.418803418803419%;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Regularization is crucial for ML<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><\/amp-story><\/body><\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Learn about Regularization in ML. Understand overfitting, underfitting, L1 &#038; L2, and how to improve model performance.\n","protected":false},"author":28,"featured_media":13477,"template":"","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"web_stories_publisher_logo":935,"web_stories_poster":[],"web_stories_products":[],"footnotes":""},"web_story_category":[],"web_story_tag":[],"class_list":["post-13438","web-story","type-web-story","status-publish","has-post-thumbnail"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.3 (Yoast SEO v27.6) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Regularization in Machine Learning - Pickl.AI<\/title>\n<meta name=\"description\" content=\"Learn about Regularization in ML. 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