{"id":13603,"date":"2024-08-12T11:25:48","date_gmt":"2024-08-12T11:25:48","guid":{"rendered":"https:\/\/www.pickl.ai\/blog\/?post_type=web-story&#038;p=13603"},"modified":"2024-08-12T11:54:17","modified_gmt":"2024-08-12T11:54:17","slug":"data-science-challenges","status":"publish","type":"web-story","link":"https:\/\/www.pickl.ai\/blog\/web-stories\/data-science-challenges\/","title":{"rendered":"Data Science Challenges"},"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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style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-f2b54d84-ee64-449d-a7b8-cfaba4562a54\">\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\/05\/3d-flat-icon-data-scientist-with-laptop-analyzing-financial-models-hightech-lab-environment-1.jpg\" alt=\"Data Science Challenges\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/3d-flat-icon-data-scientist-with-laptop-analyzing-financial-models-hightech-lab-environment-1.jpg 600w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/3d-flat-icon-data-scientist-with-laptop-analyzing-financial-models-hightech-lab-environment-1-550x550.jpg 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150w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/3d-flat-icon-data-scientist-with-laptop-analyzing-financial-models-hightech-lab-environment-1-110x110.jpg 110w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/3d-flat-icon-data-scientist-with-laptop-analyzing-financial-models-hightech-lab-environment-1-96x96.jpg 96w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/3d-flat-icon-data-scientist-with-laptop-analyzing-financial-models-hightech-lab-environment-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:16.74757%;top:45.46926%;width:66.01942%;height:39.32039%;opacity:1\">\n<div id=\"anim-861cc5f5-aea2-4145-8d1f-2366ca70e998\" 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-c4034804-6365-4736-90a0-63e426f489cf\" 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:0.7352941176470588% 0.7352941176470588% 0.7352941176470588% 0.7352941176470588% \/ 0.823045267489712% 0.823045267489712% 0.823045267489712% 0.823045267489712%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-929d72e4-0562-4a91-b397-bc86a48896bd\">\n<h2 id=\"data-science-is-exciting-but-comes-with-its-hurdles-from-data-quality-to-model-deployment-challenges-abound-lets-dive-in\" class=\"fill text-wrapper\" 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\">Data science is exciting but comes with its hurdles. From data quality to model deployment, challenges abound. Let&#8217;s dive in!<\/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-b7fb4042-0066-4821-9638-0f75759bab61\">\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-100477e1-bb62-41ca-b36b-75ea63372185\">\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-f62c9bc4-88c4-418e-93a8-d16d16e48975\" 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-a5d4eedc-ce65-45c7-98c2-2f9458a78e71\" 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-a21f28ab-2adc-473e-9828-11e686af71e1\"><a href=\"https:\/\/pickl.ai\/blog\/5-common-data-science-challenges-and-effective-solutions\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/3d-flat-icon-data-scientist-with-laptop-analyzing-financial-models-hightech-lab-environment-2.jpg\" data-tooltip-text=\"Data Science Challenges and Effective Solutions\" 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-966642a9-0da6-4d15-a0b1-a2f33d7660fd\" 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-363fdd40-f1f5-4f09-a2fc-e7d8d74cffe6\" 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-2122f469-a59b-4315-8256-c9a2d7e5f60d\">\n<h2 id=\"data-science-challenges\" 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\">Data Science Challenges<\/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=\"8659b39b-a3e9-48f4-9029-928f4b83b1d4\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script 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96w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/person-pressing-power-button-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:18.4466%;top:58.57605%;width:63.59223%;height:19.25566%;opacity:1\">\n<div id=\"anim-b5ab3dab-ecde-4b2b-8669-a86d06643bf8\" 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-9746c8f7-fbb1-4ce9-a355-8f3edbf05a56\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 263.21201%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7633587786259541% 0.7633587786259541% 0.7633587786259541% 0.7633587786259541% \/ 1.680672268907563% 1.680672268907563% 1.680672268907563% 1.680672268907563%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-e106b50c-290d-402f-bed7-e64050524ae8\">\n<h2 id=\"%c2%b7-missing-values%c2%b7-inconsistencies%c2%b7-outliers\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1610209923664122% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.485437em;line-height:1.2;text-align:center;padding:1.5267175572519083% 3.0534351145038165%;color:#000000\"><span><span style=\"color: #fff\">\u00b7 Missing values<\/span><br \/>\n<span style=\"color: #fff\">\u00b7 Inconsistencies<\/span><br \/>\n<span style=\"color: #fff\">\u00b7 Outliers<\/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-aaada7ad-ed99-46e0-af9b-92dad7b5c794\">\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-f22be7d7-edd3-47d2-a812-b5a59bac3d4d\">\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-7ddc2016-a238-460a-a8df-931f7956bc94\" 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-56fb53ba-a62a-4caf-a105-ac7887dda0a8\" 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-95afb3d2-51b4-42bd-9071-43ccf6891572\"><a href=\"https:\/\/pickl.ai\/blog\/5-common-data-science-challenges-and-effective-solutions\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/3d-flat-icon-data-scientist-with-laptop-analyzing-financial-models-hightech-lab-environment-2.jpg\" data-tooltip-text=\"Data Science Challenges and Effective Solutions\" 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-ac47e2b9-bb0c-43e6-b1a6-38a716523119\" 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-5d45cd73-e63a-474c-a7ec-4959c997a1a2\" 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-d623bc21-c7ba-4c36-910e-b7bc1aaa339d\">\n<h2 id=\"data-quality-issues\" 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\">Data Quality Issues<\/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=\"99148604-44cc-4621-842c-515821a40244\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script 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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:#1f313e\">\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-e46fa22e-bc7e-45da-8f5b-af30afc0a899\">\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\/html-css-collage-concept-with-person-6-1.jpg\" alt=\"Data Quality\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/html-css-collage-concept-with-person-6-1.jpg 1200w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/html-css-collage-concept-with-person-6-1-1160x607.jpg 1160w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/html-css-collage-concept-with-person-6-1-1024x536.jpg 1024w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/html-css-collage-concept-with-person-6-1-800x419.jpg 800w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/html-css-collage-concept-with-person-6-1-768x402.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/html-css-collage-concept-with-person-6-1-550x288.jpg 550w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/html-css-collage-concept-with-person-6-1-380x199.jpg 380w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/html-css-collage-concept-with-person-6-1-300x157.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/html-css-collage-concept-with-person-6-1-255x133.jpg 255w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/html-css-collage-concept-with-person-6-1-200x105.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:18.20388%;top:48.54369%;width:63.59223%;height:39.32039%;opacity:1\">\n<div id=\"anim-8fcc627e-18c3-4c49-bd59-6d51bcfa4c36\" 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-cce9905e-e230-432d-9f68-d9af81af0109\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 154.41243%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7633587786259541% 0.7633587786259541% 0.7633587786259541% 0.7633587786259541% \/ 0.823045267489712% 0.823045267489712% 0.823045267489712% 0.823045267489712%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-dce2ee10-4cf8-470b-b8c9-2118e2308fa9\">\n<h2 id=\"%c2%b7-creating-meaningful-features-from-raw-data-is-an-art%c2%b7-it-requires-domain-knowledge-and-creativity\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.15028625954198502% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:center;padding:1.5267175572519083% 3.0534351145038165%;color:#000000\"><span><span style=\"color: #fff\">\u00b7 Creating meaningful features from raw data is an art<\/span><br \/>\n<span style=\"color: #fff\">\u00b7 It requires domain knowledge and creativity<\/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-45d7a209-deca-480f-ae74-96f48dbd1300\">\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-ff04358d-c626-49e9-b8a5-b456029281a6\">\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-10c50e5e-2c85-41f3-8e69-92b3f8a75031\" 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-6221bcb6-cd08-44f6-b056-12778314d1b9\" 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-dc7e5b64-61b2-4c7e-b5b6-a5f33f9c94d9\"><a href=\"https:\/\/pickl.ai\/blog\/5-common-data-science-challenges-and-effective-solutions\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/3d-flat-icon-data-scientist-with-laptop-analyzing-financial-models-hightech-lab-environment-2.jpg\" data-tooltip-text=\"Data Science Challenges and Effective Solutions\" 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-5aa9ae59-be89-4ea2-ad34-1efbbeb00de2\" 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-598a1db6-16c0-47e4-9784-d2b069bf4b45\" 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-9ec4b68b-4659-4f31-98a2-70693de8eabf\">\n<h2 id=\"feature-engineering\" 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\">Feature Engineering<\/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=\"e01916d2-1bfa-4bf2-b8f5-eb90077daecf\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-58556147-674e-4562-a449-b0936df814b9\",\"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-3d42d631-101d-426f-b9e2-74ec9fdef1e4\",\"keyframes\":{\"transform\":[\"translate3d(0px, 141.95747%, 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-5fcd5554-191a-4be3-b573-9057050404a2\",\"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-862b3b23-23d0-436c-9ec3-62599663b237\",\"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-a3be2b02-bb39-4019-80b4-16545a9e6a48\",\"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-2d9fcfe1-de29-4592-bdde-40a68c86af5d\",\"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:#888a80\">\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-d6e28032-d6ca-4221-9617-669c67afff4b\">\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\/2023\/05\/cartoon-ai-robot-character-scene-2.jpg\" alt=\"Underfitting and Overfitting in Machine Learning\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/cartoon-ai-robot-character-scene-2.jpg 1200w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/cartoon-ai-robot-character-scene-2-1160x607.jpg 1160w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/cartoon-ai-robot-character-scene-2-1024x536.jpg 1024w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/cartoon-ai-robot-character-scene-2-800x419.jpg 800w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/cartoon-ai-robot-character-scene-2-768x402.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/05\/cartoon-ai-robot-character-scene-2-550x288.jpg 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style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-3d42d631-101d-426f-b9e2-74ec9fdef1e4\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 141.95747%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7633587786259541% 0.7633587786259541% 0.7633587786259541% 0.7633587786259541% \/ 0.7220216606498195% 0.7220216606498195% 0.7220216606498195% 0.7220216606498195%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-39df47e8-5c57-4dde-b000-d4e8b9a6faa1\">\n<h2 id=\"%c2%b7-overfitting-leads-to-poor-generalization%c2%b7-underfitting-results-in-low-accuracy%c2%b7-regularization-techniques-help\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.15028625954198502% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:center;padding:1.5267175572519083% 3.0534351145038165%;color:#000000\"><span><span style=\"color: #fff\">\u00b7 Overfitting leads to poor generalization<\/span><br \/>\n<span style=\"color: #fff\">\u00b7 Underfitting results in low accuracy<\/span><br \/>\n<span style=\"color: #fff\">\u00b7 Regularization techniques help<\/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-d5405281-606b-4783-8030-e2defb5231d1\">\n<div style=\"position:absolute;width:100%;height:100.31801%;left:0%;top:-0.15901%\" 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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-5fcd5554-191a-4be3-b573-9057050404a2\" 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-862b3b23-23d0-436c-9ec3-62599663b237\" 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-e5b9563e-e0fd-4d01-9140-49fcc82c4bd9\"><a href=\"https:\/\/pickl.ai\/blog\/5-common-data-science-challenges-and-effective-solutions\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/3d-flat-icon-data-scientist-with-laptop-analyzing-financial-models-hightech-lab-environment-2.jpg\" data-tooltip-text=\"Data Science Challenges and Effective Solutions\" 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-a3be2b02-bb39-4019-80b4-16545a9e6a48\" 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-2d9fcfe1-de29-4592-bdde-40a68c86af5d\" 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-52e3d1fa-9f61-4372-9c9a-1337d9f4b664\">\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=\"a3feaac4-28bc-41c2-8d29-495bbfa21c91\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-8971c1d0-6050-45a6-bf5c-c5e41112ded6\",\"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-59cb3364-2612-44eb-ae53-806d7216860f\",\"keyframes\":{\"transform\":[\"translate3d(0px, 141.95747%, 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-5620beab-3677-47d7-bddf-d2bc6037cf27\",\"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-40d6ad0a-e9ba-484a-83b2-f576d8f9d2f2\",\"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 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style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-58cb6190-c05c-4fe8-9298-b6d637e88e0e\">\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\/08\/Understanding-Hierarchies-1.jpg\" alt=\"Hierarchies in Dimensional Modelling\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/Understanding-Hierarchies-1.jpg 600w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/Understanding-Hierarchies-1-550x550.jpg 550w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/Understanding-Hierarchies-1-380x380.jpg 380w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/Understanding-Hierarchies-1-300x300.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/Understanding-Hierarchies-1-255x255.jpg 255w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/Understanding-Hierarchies-1-200x200.jpg 200w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/Understanding-Hierarchies-1-150x150.jpg 150w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/Understanding-Hierarchies-1-110x110.jpg 110w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/Understanding-Hierarchies-1-96x96.jpg 96w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/08\/Understanding-Hierarchies-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:18.20388%;top:45.63107%;width:63.59223%;height:44.82201%;opacity:1\">\n<div id=\"anim-8971c1d0-6050-45a6-bf5c-c5e41112ded6\" 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-59cb3364-2612-44eb-ae53-806d7216860f\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 141.95747%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7633587786259541% 0.7633587786259541% 0.7633587786259541% 0.7633587786259541% \/ 0.7220216606498195% 0.7220216606498195% 0.7220216606498195% 0.7220216606498195%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-4caaf240-672f-45e4-b460-9d8b463d1d47\">\n<h2 id=\"%c2%b7-black-box-models-are-powerful-but-lack-transparency%c2%b7-understanding-how-models-make-decisions-is-crucial-for-trust-and-explainability\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.15028625954198502% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:center;padding:1.5267175572519083% 3.0534351145038165%;color:#000000\"><span><span style=\"color: #fff\">\u00b7 Black-box models are powerful but lack transparency<\/span><br \/>\n<span style=\"color: #fff\">\u00b7 Understanding how models make decisions is crucial for trust and explainability<\/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-626e3e76-1322-4123-9b2c-3d5d0d72d2b8\">\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-80be431d-ae81-4618-b25c-26ed667162a8\">\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-5620beab-3677-47d7-bddf-d2bc6037cf27\" 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-40d6ad0a-e9ba-484a-83b2-f576d8f9d2f2\" 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-12ce1b4d-cde0-4b0b-ad6c-f2c6e79afd73\"><a 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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\">Model Interpretability<\/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=\"bc9e9089-7315-4a39-a0a5-45d434722a2d\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-6c3e3d85-8620-4962-8db4-62d2907755e4\",\"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-af07d60d-ddb2-4176-b175-06e2b70c6daa\",\"keyframes\":{\"transform\":[\"translate3d(0px, 140.33188%, 0)\",\"translate3d(0px, 0px, 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id=\"anim-6c3e3d85-8620-4962-8db4-62d2907755e4\" 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-af07d60d-ddb2-4176-b175-06e2b70c6daa\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 140.33188%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7633587786259541% 0.7633587786259541% 0.7633587786259541% 0.7633587786259541% \/ 0.6493506493506493% 0.6493506493506493% 0.6493506493506493% 0.6493506493506493%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-6f3ee204-cca4-4331-b90e-b3acd54b9aa4\">\n<h2 id=\"%c2%b7-large-datasets-and-complex-models-demand-significant-computing-power%c2%b7-access-to-gpus-and-cloud-resources-is-often-necessary\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.15028625954198502% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:center;padding:1.5267175572519083% 3.0534351145038165%;color:#000000\"><span><span style=\"color: #fff\">\u00b7 Large datasets and complex models demand significant computing power<\/span><br \/>\n<span style=\"color: #fff\">\u00b7 Access to GPUs and cloud resources is often necessary<\/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-1ea855de-178a-484e-8fd7-67b9c42db11d\">\n<div style=\"position:absolute;width:100%;height:100.31801%;left:0%;top:-0.15901%\" data-leaf-element=\"true\"><amp-img 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style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-0b0db9ea-10c0-49b0-9aa8-8968909cc17c\" 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-8a022312-1ab0-413c-b088-ff42b8f06464\">\n<h2 id=\"computational-resources\" 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\">Computational Resources<\/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=\"240bd63d-1a65-4bc7-96ad-4934a1b72751\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-f2611997-5b12-489a-bc3f-88ef71e232d9\",\"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-c243e656-adf1-400e-b593-18395f48381a\",\"keyframes\":{\"transform\":[\"translate3d(0px, 227.71393%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":500,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 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0.7633587786259541% 0.7633587786259541% 0.7633587786259541% \/ 1.1494252873563218% 1.1494252873563218% 1.1494252873563218% 1.1494252873563218%;background-clip:content-box;background-color:rgba(69,69,69,0.5)\" id=\"el-d5322655-0f34-4f12-a2f4-0f83d7743455\">\n<h2 id=\"bias-privacy-and-fairness-must-be-considered-responsible-ai-is-essential\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.15028625954198502% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.453074em;line-height:1.2;text-align:center;padding:1.5267175572519083% 3.0534351145038165%;color:#000000\"><span><span style=\"color: #fff\">Bias, privacy, and fairness must be considered. Responsible AI is essential.<\/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-a80f8328-e20f-47b0-ae30-4fc2d802deaa\">\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-8e697f5b-6be0-46d8-a2e9-b720cd2d0c57\">\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-0c858f6c-7920-43b4-8e87-b37e055aa41e\" 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-89e078db-d7f9-40f6-b1a3-4ac4fa009230\" 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-f2cbac7e-7c37-4e88-9181-0620bc8de590\"><a href=\"https:\/\/pickl.ai\/blog\/5-common-data-science-challenges-and-effective-solutions\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/05\/3d-flat-icon-data-scientist-with-laptop-analyzing-financial-models-hightech-lab-environment-2.jpg\" data-tooltip-text=\"Data Science Challenges and Effective Solutions\" 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-39974a85-1e4d-430f-8631-a797b6cd3999\" 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-8d0b9c9d-84ba-4a9c-a34f-51e79ed3e0b4\" 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-eb166805-c101-4e11-8b38-8867c653de76\">\n<h2 id=\"ethical-considerations\" 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\">Ethical Considerations<\/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":"Discover the top challenges data scientists face and how they overcome them. Get insights into the world of data science.\n","protected":false},"author":9,"featured_media":13610,"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-13603","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>Data Science Challenges - Pickl.AI<\/title>\n<meta name=\"description\" content=\"Discover the top challenges data scientists face and how they overcome them. 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