{"id":12795,"date":"2024-07-31T09:39:20","date_gmt":"2024-07-31T09:39:20","guid":{"rendered":"https:\/\/www.pickl.ai\/blog\/?post_type=web-story&#038;p=12795"},"modified":"2024-07-31T09:39:23","modified_gmt":"2024-07-31T09:39:23","slug":"model-validation-in-python","status":"publish","type":"web-story","link":"https:\/\/www.pickl.ai\/blog\/web-stories\/model-validation-in-python\/","title":{"rendered":"Model Validation in Python"},"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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110w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/08\/Text-Mining-in-Python-1-2-96x96.jpg 96w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/08\/Text-Mining-in-Python-1-2-80x80.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:21.60194%;top:59.38511%;width:57.52427%;height:17.47573%;opacity:1\">\n<div id=\"anim-6be29464-6900-4e22-9077-eb3ed470c49b\" 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-41716839-62ae-437e-a348-9f73cd633ae4\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 285.39094%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8438818565400843% 0.8438818565400843% 0.8438818565400843% 0.8438818565400843% \/ 1.8518518518518516% 1.8518518518518516% 1.8518518518518516% 1.8518518518518516%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-09eb333f-d587-476e-97a2-e9457675ac33\">\n<h2 id=\"building-trust-in-your-machine-learning-models\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.16613924050632942% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:center;padding:1.6877637130801686% 3.375527426160337%;color:#000000\"><span><span style=\"color: #fff\">Building trust in your machine learning 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-2437a20d-5042-49e3-a7e4-624e6cd2b3e9\">\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-8b436250-87ad-4ccc-8316-24aaf4790098\">\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-b5c77dea-c402-4ac8-af06-c2be5e06baf3\" 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-1bb64388-c100-4b13-a9bd-854015a35304\" 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-ef5c1ec9-825d-4f13-ae73-16802c3e5c8f\"><a href=\"https:\/\/pickl.ai\/blog\/introduction-to-model-validation-in-python\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/06\/ai-site-helping-with-software-production-1.jpg\" data-tooltip-text=\"Introduction to Model validation in Python\" 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:22.81553%;top:8.41424%;width:54.61165%;height:18.60841%;opacity:1\">\n<div id=\"anim-0ea98dba-a417-40c8-beef-e54e3d0401f0\" 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-cdb28c05-2836-40f5-a34d-d81cf2eb2ec5\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -194.97587%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8888888888888888% 0.8888888888888888% 0.8888888888888888% 0.8888888888888888% \/ 1.7391304347826086% 1.7391304347826086% 1.7391304347826086% 1.7391304347826086%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-1ac23a3f-8be8-473e-9911-46716c08703f\">\n<h2 id=\"model-validation-in-python\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.12083333333333239% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.485437em;line-height:1.19;text-align:center;padding:1.7777777777777777% 3.5555555555555554%;color:#000000\"><span><span style=\"font-weight: 700; color: #ff99ac\">Model Validation in Python<\/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=\"b9f1b211-c4b3-42b8-96b7-e7d3ae32f232\" 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Python\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/professional-coder-programming-javascript-python-c-modern-coding-desk-setup.jpg 600w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/professional-coder-programming-javascript-python-c-modern-coding-desk-setup-550x550.jpg 550w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/professional-coder-programming-javascript-python-c-modern-coding-desk-setup-380x380.jpg 380w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/professional-coder-programming-javascript-python-c-modern-coding-desk-setup-300x300.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/professional-coder-programming-javascript-python-c-modern-coding-desk-setup-255x255.jpg 255w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/professional-coder-programming-javascript-python-c-modern-coding-desk-setup-200x200.jpg 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style=\"position:absolute;pointer-events:none;left:19.66019%;top:39.32039%;width:64.32039%;height:44.66019%;opacity:1\">\n<div id=\"anim-e66f845b-72f1-4693-81db-e943db4d6998\" 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-519d755f-cd44-4e28-9fbc-cd519c6e08c8\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 156.60227%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7547169811320755% 0.7547169811320755% 0.7547169811320755% 0.7547169811320755% \/ 0.7246376811594203% 0.7246376811594203% 0.7246376811594203% 0.7246376811594203%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-e160c4f0-4310-4cd1-88a2-e0908d251165\">\n<h2 id=\"model-validation-is-the-process-of-assessing-a-models-performance-on-unseen-data-to-ensure-its-reliability-and-generalizability\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1485849056603776% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:center;padding:1.509433962264151% 3.018867924528302%;color:#000000\"><span><span style=\"color: #fff\">Model validation is the process of assessing a model&#8217;s performance on unseen data to ensure its reliability and generalizability.<\/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-2bdb8e06-3f7b-4e2c-bd6f-656ae4d22891\">\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-a3aad8e9-ef92-48b8-83df-e304b07dd4f5\">\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-892267a6-b0ff-4dc4-9384-435c9454bfd1\" 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-78b30e0a-5e42-48f4-ad59-0ca6a6892db1\" 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-fa440794-39cb-40e9-9cfe-ce9ef326ead1\"><a href=\"https:\/\/pickl.ai\/blog\/introduction-to-model-validation-in-python\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/06\/ai-site-helping-with-software-production-1.jpg\" data-tooltip-text=\"Introduction to Model validation in Python\" 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:22.81553%;top:8.41424%;width:54.61165%;height:12.45955%;opacity:1\">\n<div id=\"anim-e03b829d-7ac7-4b31-9c4f-883e1f140ee8\" 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-4d3f680f-353d-4b36-a7b4-988c1ec7fa05\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -241.84702%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8888888888888888% 0.8888888888888888% 0.8888888888888888% 0.8888888888888888% \/ 2.5974025974025974% 2.5974025974025974% 2.5974025974025974% 2.5974025974025974%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-3237a5d8-1817-4732-97aa-65be48e6acee\">\n<h2 id=\"what-is-model-validation\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.12083333333333239% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.485437em;line-height:1.19;text-align:center;padding:1.7777777777777777% 3.5555555555555554%;color:#000000\"><span><span style=\"font-weight: 700; color: #ff99ac\">What is Model Validation?<\/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=\"9dfbe2c5-2f53-496b-84c2-fc0c838a5a40\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-896cd87f-e7da-4695-be97-08ada62beafb\",\"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-9421d012-87e0-4889-998a-37b600362504\",\"keyframes\":{\"transform\":[\"translate3d(0px, 156.03689%, 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-8764a02c-6ba1-42d3-b619-80d98fb4bd8a\",\"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-220a68c9-af23-41e2-a62e-beefbee8bcee\",\"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-7f8f8859-58af-491d-ba2c-9d0b89bed7fa\",\"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-435c47b0-eb37-4a36-b1e5-05a07c10c04e\",\"keyframes\":{\"transform\":[\"translate3d(0px, -173.30352%, 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:#3e617e\">\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-93327fde-0f10-409f-ad39-f46dd750c05c\">\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\/07\/programming-background-with-person-working-with-codes-computer-6-2.jpg\" alt=\"Python Automation and Scripting\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/programming-background-with-person-working-with-codes-computer-6-2.jpg 1200w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/programming-background-with-person-working-with-codes-computer-6-2-1160x607.jpg 1160w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/programming-background-with-person-working-with-codes-computer-6-2-1024x536.jpg 1024w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/programming-background-with-person-working-with-codes-computer-6-2-800x419.jpg 800w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/programming-background-with-person-working-with-codes-computer-6-2-768x402.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/programming-background-with-person-working-with-codes-computer-6-2-550x288.jpg 550w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/programming-background-with-person-working-with-codes-computer-6-2-380x199.jpg 380w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/programming-background-with-person-working-with-codes-computer-6-2-300x157.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/programming-background-with-person-working-with-codes-computer-6-2-255x133.jpg 255w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/programming-background-with-person-working-with-codes-computer-6-2-200x105.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:19.66019%;top:39.32039%;width:64.32039%;height:44.82201%;opacity:1\">\n<div id=\"anim-896cd87f-e7da-4695-be97-08ada62beafb\" 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-9421d012-87e0-4889-998a-37b600362504\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 156.03689%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7547169811320755% 0.7547169811320755% 0.7547169811320755% 0.7547169811320755% \/ 0.7220216606498195% 0.7220216606498195% 0.7220216606498195% 0.7220216606498195%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-f8dc8f89-7ae7-4669-9190-dc864fcdf651\">\n<h2 id=\"discover-various-techniques-like-train-test-split-cross-validation-and-holdout-validation-to-evaluate-your-models\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1485849056603776% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:center;padding:1.509433962264151% 3.018867924528302%;color:#000000\"><span><span style=\"color: #fff\">Discover various techniques like train-test split, cross-validation, and holdout validation to evaluate your 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-37ab24e9-ae6d-47b4-bea1-95128c9f7457\">\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-83e19c72-d7a4-4fc4-b15b-6e8d79b87c6e\">\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-8764a02c-6ba1-42d3-b619-80d98fb4bd8a\" 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-220a68c9-af23-41e2-a62e-beefbee8bcee\" 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-13e48967-a552-451f-9ab2-c82cbec14d52\"><a href=\"https:\/\/pickl.ai\/blog\/introduction-to-model-validation-in-python\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/06\/ai-site-helping-with-software-production-1.jpg\" data-tooltip-text=\"Introduction to Model validation in Python\" 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:22.81553%;top:8.41424%;width:54.61165%;height:24.11003%;opacity:1\">\n<div id=\"anim-7f8f8859-58af-491d-ba2c-9d0b89bed7fa\" 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-435c47b0-eb37-4a36-b1e5-05a07c10c04e\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -173.30352%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8888888888888888% 0.8888888888888888% 0.8888888888888888% 0.8888888888888888% \/ 1.342281879194631% 1.342281879194631% 1.342281879194631% 1.342281879194631%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-9fdb38e8-894e-4cfb-978c-7abf74a2a4e4\">\n<h2 id=\"types-of-model-validation-techniques\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.12083333333333239% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.485437em;line-height:1.19;text-align:center;padding:1.7777777777777777% 3.5555555555555554%;color:#000000\"><span><span style=\"font-weight: 700; color: #ff99ac\">Types of Model Validation Techniques<\/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=\"44effcdc-998d-4847-ae81-46b6a459ec5d\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-df5ee737-5afc-4b33-a2b3-b84b478e50b3\",\"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-f4dbb72a-e017-4c44-8416-ed074ff18889\",\"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-791ba05b-d9fe-4957-b01d-22bb2381c5c5\",\"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-2f4c768a-6c89-4e64-8421-5aa7305b0a03\",\"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-ed858945-49c2-47cf-ae59-a77654d58405\",\"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-deaad78f-41d6-4e3f-81ba-723f12dfe036\",\"keyframes\":{\"transform\":[\"translate3d(0px, -241.84702%, 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:#1e252a\">\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-9ec8d70b-a078-466f-9c78-0acdb6f30fdb\">\n<div style=\"position:absolute;width:533.86721%;height:100%;left:-99.50936%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/person-eagerly-anticipating-cyber-monday-deals-modern-office-with-nighttime-city-view-1.jpg\" alt=\"Top Python Case Studies\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/person-eagerly-anticipating-cyber-monday-deals-modern-office-with-nighttime-city-view-1.jpg 1000w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/person-eagerly-anticipating-cyber-monday-deals-modern-office-with-nighttime-city-view-1-800x266.jpg 800w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/person-eagerly-anticipating-cyber-monday-deals-modern-office-with-nighttime-city-view-1-768x256.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/person-eagerly-anticipating-cyber-monday-deals-modern-office-with-nighttime-city-view-1-550x183.jpg 550w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/person-eagerly-anticipating-cyber-monday-deals-modern-office-with-nighttime-city-view-1-300x100.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/person-eagerly-anticipating-cyber-monday-deals-modern-office-with-nighttime-city-view-1-255x85.jpg 255w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/person-eagerly-anticipating-cyber-monday-deals-modern-office-with-nighttime-city-view-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:18.20388%;top:50%;width:64.32039%;height:28.15534%;opacity:1\">\n<div id=\"anim-df5ee737-5afc-4b33-a2b3-b84b478e50b3\" 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-f4dbb72a-e017-4c44-8416-ed074ff18889\" 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:0.7547169811320755% 0.7547169811320755% 0.7547169811320755% 0.7547169811320755% \/ 1.1494252873563218% 1.1494252873563218% 1.1494252873563218% 1.1494252873563218%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-e5edad8c-9fa9-46bc-8b28-8f0f5f77a3a2\">\n<h2 id=\"learn-how-to-divide-your-data-into-training-and-testing-sets-using-pythons-scikit-learn-library\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1485849056603776% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:center;padding:1.509433962264151% 3.018867924528302%;color:#000000\"><span><span style=\"color: #fff\">Learn how to divide your data into training and testing sets using Python&#8217;s scikit-learn library.<\/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-37dcdb06-3de8-4385-9ada-bcb1964aebde\">\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-66b0ce11-b7cd-4c1a-8f42-6a970bd144bc\">\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-791ba05b-d9fe-4957-b01d-22bb2381c5c5\" 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-2f4c768a-6c89-4e64-8421-5aa7305b0a03\" 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-52c9930f-b64c-46f0-add0-a3504c2a0b87\"><a href=\"https:\/\/pickl.ai\/blog\/introduction-to-model-validation-in-python\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/06\/ai-site-helping-with-software-production-1.jpg\" data-tooltip-text=\"Introduction to Model validation in Python\" 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:22.81553%;top:8.41424%;width:54.61165%;height:12.45955%;opacity:1\">\n<div id=\"anim-ed858945-49c2-47cf-ae59-a77654d58405\" 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-deaad78f-41d6-4e3f-81ba-723f12dfe036\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -241.84702%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8888888888888888% 0.8888888888888888% 0.8888888888888888% 0.8888888888888888% \/ 2.5974025974025974% 2.5974025974025974% 2.5974025974025974% 2.5974025974025974%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-7ec504c3-197f-45a1-818a-d367d3d1c922\">\n<h2 id=\"train-test-split-in-python\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.12083333333333239% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.485437em;line-height:1.19;text-align:center;padding:1.7777777777777777% 3.5555555555555554%;color:#000000\"><span><span style=\"font-weight: 700; color: #ff99ac\">Train-Test Split in Python<\/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=\"3be12d0f-7802-43cd-b0d5-498650a1d61f\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-6cc7a37e-c3c9-4ba4-ab63-17dc8a8352c3\",\"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-e82a4b88-fbd9-40e7-a82d-dd5dfdf1da0a\",\"keyframes\":{\"transform\":[\"translate3d(0px, 162.23135%, 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-5454ade2-c39f-4571-b407-c962c548a1e2\",\"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-b2051a73-badf-42b6-b75b-5743fab43434\",\"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-96b5b615-fe5e-4ea6-b315-c1350107fa20\",\"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-bac7299a-ab5f-4530-903e-69a770db66c3\",\"keyframes\":{\"transform\":[\"translate3d(0px, -194.97587%, 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:#7f91ab\">\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-1e77eb73-9445-4f91-a1d3-3ba06fefe04f\">\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\/2024\/07\/image2-8.jpg\" alt=\"Artificial Intelligence Using Python\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/image2-8.jpg 600w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/image2-8-550x550.jpg 550w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/image2-8-380x380.jpg 380w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/image2-8-300x300.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/image2-8-255x255.jpg 255w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/image2-8-200x200.jpg 200w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/image2-8-150x150.jpg 150w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/image2-8-110x110.jpg 110w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/image2-8-96x96.jpg 96w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/image2-8-80x80.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:17.96117%;top:45.46926%;width:64.32039%;height:39.32039%;opacity:1\">\n<div id=\"anim-6cc7a37e-c3c9-4ba4-ab63-17dc8a8352c3\" 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-e82a4b88-fbd9-40e7-a82d-dd5dfdf1da0a\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 162.23135%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7547169811320755% 0.7547169811320755% 0.7547169811320755% 0.7547169811320755% \/ 0.823045267489712% 0.823045267489712% 0.823045267489712% 0.823045267489712%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-32b975ea-ceb0-4652-b6d7-ed717f3a7583\">\n<h2 id=\"improve-model-robustness-with-k-fold-cross-validation-understand-how-to-implement-it-in-python\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1485849056603776% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:center;padding:1.509433962264151% 3.018867924528302%;color:#000000\"><span><span style=\"color: #fff\">Improve model robustness with k-fold cross-validation. Understand how to implement it in Python.<\/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-23212720-4020-4744-9562-8ed8d3fd0cd1\">\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-37c43c2b-bf05-41b1-8e86-4c64be979bd9\">\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-5454ade2-c39f-4571-b407-c962c548a1e2\" 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-b2051a73-badf-42b6-b75b-5743fab43434\" 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-8aba773e-0c12-422b-814d-6fd3e405f7cc\"><a href=\"https:\/\/pickl.ai\/blog\/introduction-to-model-validation-in-python\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/06\/ai-site-helping-with-software-production-1.jpg\" data-tooltip-text=\"Introduction to Model validation in Python\" 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:22.81553%;top:8.41424%;width:54.61165%;height:18.60841%;opacity:1\">\n<div id=\"anim-96b5b615-fe5e-4ea6-b315-c1350107fa20\" 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-bac7299a-ab5f-4530-903e-69a770db66c3\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -194.97587%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8888888888888888% 0.8888888888888888% 0.8888888888888888% 0.8888888888888888% \/ 1.7391304347826086% 1.7391304347826086% 1.7391304347826086% 1.7391304347826086%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-7f68847d-0520-4de9-af0a-a212bbb3e6cf\">\n<h2 id=\"k-fold-cross-validation-in-python\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.12083333333333239% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.485437em;line-height:1.19;text-align:center;padding:1.7777777777777777% 3.5555555555555554%;color:#000000\"><span><span style=\"font-weight: 700; color: #ff99ac\">K-Fold Cross-Validation in Python<\/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 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type=\"application\/json\">[{\"selector\":\"#anim-632ea467-a816-4486-b9eb-4e06b287bb22\",\"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-65398b2c-0d14-47a4-bfbb-a8fe9fb7e0c0\",\"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-50f659a9-1afa-4b67-acba-4ea961139e4d\",\"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 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src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2022\/08\/business-person-looking-finance-graphs-2-1-1.jpg\" alt=\"Which Online Course Provides Placement in Data Science?\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2022\/08\/business-person-looking-finance-graphs-2-1-1.jpg 600w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2022\/08\/business-person-looking-finance-graphs-2-1-1-550x550.jpg 550w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2022\/08\/business-person-looking-finance-graphs-2-1-1-380x380.jpg 380w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2022\/08\/business-person-looking-finance-graphs-2-1-1-300x300.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2022\/08\/business-person-looking-finance-graphs-2-1-1-255x255.jpg 255w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2022\/08\/business-person-looking-finance-graphs-2-1-1-200x200.jpg 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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-ca2fdaef-2dae-4092-b7eb-55c70a9db304\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 162.23135%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7547169811320755% 0.7547169811320755% 0.7547169811320755% 0.7547169811320755% \/ 0.823045267489712% 0.823045267489712% 0.823045267489712% 0.823045267489712%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-6c6c32bd-b9e3-476a-b9fb-18ebbec747ea\">\n<h2 id=\"choose-the-right-metrics-to-assess-your-models-performance-explore-accuracy-precision-recall-f1-score-and-more\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1485849056603776% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:center;padding:1.509433962264151% 3.018867924528302%;color:#000000\"><span><span style=\"color: #fff\">Choose the right metrics to assess your model&#8217;s performance. Explore accuracy, precision, recall, F1-score, and more.<\/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-8a9e6395-f20d-4bd3-8213-ac3f92380061\">\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-fb58939d-0c2a-4b5f-b815-a30fa7436e84\">\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-632ea467-a816-4486-b9eb-4e06b287bb22\" 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-65398b2c-0d14-47a4-bfbb-a8fe9fb7e0c0\" 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-8d289a42-eba0-4b3d-b9d1-e1ff5a0fc944\"><a href=\"https:\/\/pickl.ai\/blog\/introduction-to-model-validation-in-python\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/06\/ai-site-helping-with-software-production-1.jpg\" data-tooltip-text=\"Introduction to Model validation in Python\" 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:22.81553%;top:8.41424%;width:54.61165%;height:18.60841%;opacity:1\">\n<div id=\"anim-50f659a9-1afa-4b67-acba-4ea961139e4d\" 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-929afe3c-84f0-4252-a21c-a5ce90a69f83\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -194.97587%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8888888888888888% 0.8888888888888888% 0.8888888888888888% 0.8888888888888888% \/ 1.7391304347826086% 1.7391304347826086% 1.7391304347826086% 1.7391304347826086%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-6b6b3c1a-7240-465d-a179-411c33f2dedc\">\n<h2 id=\"evaluating-model-performance\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.12083333333333239% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.485437em;line-height:1.19;text-align:center;padding:1.7777777777777777% 3.5555555555555554%;color:#000000\"><span><span style=\"font-weight: 700; color: #ff99ac\">Evaluating Model Performance<\/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=\"8d77729d-37db-4cb0-80db-4393118e3292\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-d4c88e51-1094-4fe7-a767-d5fce201dce7\",\"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-a3483734-a8c2-48ea-a40b-ca721c8ac7f3\",\"keyframes\":{\"transform\":[\"translate3d(0px, 189.52989%, 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 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src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/06\/two-executive-analyst-discussing-company-growth-financial-statistics-with-chart-papper-1.jpg\" alt=\"Real-World Examples of Business Analytics\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/06\/two-executive-analyst-discussing-company-growth-financial-statistics-with-chart-papper-1.jpg 1000w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/06\/two-executive-analyst-discussing-company-growth-financial-statistics-with-chart-papper-1-800x266.jpg 800w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/06\/two-executive-analyst-discussing-company-growth-financial-statistics-with-chart-papper-1-768x256.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/06\/two-executive-analyst-discussing-company-growth-financial-statistics-with-chart-papper-1-550x183.jpg 550w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/06\/two-executive-analyst-discussing-company-growth-financial-statistics-with-chart-papper-1-300x100.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/06\/two-executive-analyst-discussing-company-growth-financial-statistics-with-chart-papper-1-255x85.jpg 255w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/06\/two-executive-analyst-discussing-company-growth-financial-statistics-with-chart-papper-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:17.96117%;top:45.46926%;width:64.32039%;height:33.65696%;opacity:1\">\n<div id=\"anim-d4c88e51-1094-4fe7-a767-d5fce201dce7\" 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-a3483734-a8c2-48ea-a40b-ca721c8ac7f3\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 189.52989%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7547169811320755% 0.7547169811320755% 0.7547169811320755% 0.7547169811320755% \/ 0.9615384615384616% 0.9615384615384616% 0.9615384615384616% 0.9615384615384616%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-3b850ebf-e79a-48b3-b36a-77c7aa728e61\">\n<h2 id=\"follow-these-guidelines-to-enhance-your-model-validation-process-and-build-reliable-models\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1485849056603776% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:center;padding:1.509433962264151% 3.018867924528302%;color:#000000\"><span><span style=\"color: #fff\">Follow these guidelines to enhance your model validation process and build reliable 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-228a2906-25ab-4b6f-a229-391744ebf692\">\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-fa982d38-11c5-4f5d-b6f2-275b6fcec1c6\">\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-49c7b15f-791b-49bb-bfca-bb168ee051db\" 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-e11aebb7-eda5-45b2-8c00-9ca1eda0090d\" 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-2a82d198-bdde-40c3-b43e-c3b7d22d98d1\"><a href=\"https:\/\/pickl.ai\/blog\/introduction-to-model-validation-in-python\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/06\/ai-site-helping-with-software-production-1.jpg\" data-tooltip-text=\"Introduction to Model validation in Python\" 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:22.81553%;top:8.41424%;width:54.61165%;height:18.60841%;opacity:1\">\n<div id=\"anim-6e15a6c9-edde-4b68-b8e9-ff015536534d\" 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-46ccd9ff-cd7f-4db0-bb47-4ba3cf0f31ef\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -194.97587%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8888888888888888% 0.8888888888888888% 0.8888888888888888% 0.8888888888888888% \/ 1.7391304347826086% 1.7391304347826086% 1.7391304347826086% 1.7391304347826086%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-1909e0dd-fc46-46a2-b9e7-90d217c1957d\">\n<h2 id=\"best-practices-for-model-validation\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.12083333333333239% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.485437em;line-height:1.19;text-align:center;padding:1.7777777777777777% 3.5555555555555554%;color:#000000\"><span><span style=\"font-weight: 700; color: #ff99ac\">Best Practices for Model Validation<\/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":"Master model validation techniques in Python. Ensure your machine learning models are reliable and accurate.\n","protected":false},"author":9,"featured_media":12821,"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-12795","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>Model Validation in Python - Pickl.AI<\/title>\n<meta name=\"description\" content=\"Master model validation techniques in Python. 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