{"id":20159,"date":"2023-06-19T14:00:01","date_gmt":"2023-06-19T08:30:01","guid":{"rendered":"https:\/\/www.interviewbit.com\/blog\/?post_type=web-story&#038;p=20159"},"modified":"2023-06-19T12:39:11","modified_gmt":"2023-06-19T07:09:11","slug":"how-ml-models-can-be-used-for-fraud-detection","status":"publish","type":"web-story","link":"https:\/\/www.interviewbit.com\/blog\/web-stories\/how-ml-models-can-be-used-for-fraud-detection\/","title":{"rendered":"How ML Models can be used for Fraud Detection?"},"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 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href=\"https:\/\/www.interviewbit.com\/blog\/?post_type=web-story&amp;p=20159\"\/><meta name=\"web-stories-replace-head-end\"\/><\/head><body><amp-story standalone=\"\" publisher=\"InterviewBit\" publisher-logo-src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/cropped-tumblr-logo.png\" title=\"How ML Models can be used for Fraud Detection?\" poster-portrait-src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2023\/06\/cropped-ML-Applications.jpg\"><amp-story-page id=\"e8de3bd0-50f1-44e6-a934-453d1980d163\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-b5275028-b247-4923-b3f4-4f2ba73a0173\",\"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 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style=\"background-image:linear-gradient(0.5turn, rgba(0,0,0,0) 0%, rgba(0,0,0,0.7) 100%)\"><\/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:1.21359%;top:77.6699%;width:93.93204%;height:23.94822%;opacity:1\">\n<div id=\"anim-b5275028-b247-4923-b3f4-4f2ba73a0173\" 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-60f56fa3-8209-47fc-805b-10b6ef87477d\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -462.98798%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.516795865633075% 0.516795865633075% 0.516795865633075% 0.516795865633075% \/ 1.3513513513513513% 1.3513513513513513% 1.3513513513513513% 1.3513513513513513%\" id=\"el-700653a1-7c6f-4229-9a9d-40d583cd443c\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:2.0949410529715764% 0;font-family:&quot;Anton&quot;,sans-serif;font-size:0.647249em;line-height:1.1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">Machine Learning Models can be used for Fraud Detection?<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:-0.72816%;top:-6.47249%;width:43.68932%;height:9.70874%;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-cb48c127-3fe1-4225-9f7c-cff7090fd555\">\n<div style=\"position:absolute;width:100.28251%;height:100%;left:-0.14125%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png\" alt=\"InterviewBit-White-2\" srcSet=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png 2130w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-2048x681.png 2048w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1536x511.png 1536w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1024x340.png 1024w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-768x255.png 768w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-300x100.png 300w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-150x50.png 150w\" sizes=\"(min-width: 1024px) 20vh, 44vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:1.21359%;top:63.75405%;width:45.14563%;height:17.1521%;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:1.0752688172043012% 1.0752688172043012% 1.0752688172043012% 1.0752688172043012% \/ 1.8867924528301887% 1.8867924528301887% 1.8867924528301887% 1.8867924528301887%\" id=\"el-b61af4d6-6665-4747-90bf-118ca4f4c0c2\">\n<h1 id=\"how\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:5.934402301747312% 0;font-family:&quot;Anton&quot;,sans-serif;font-size:1.132686em;line-height:1.19;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #1263ff\">HOW<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"8c6bf4ec-2231-4205-afc1-feff529ae9f3\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-c2e20a74-e3d1-4961-aa34-cdeb18e9759e\",\"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-1485ae44-09ad-4b85-a1e9-2f0e25b124ba\",\"keyframes\":{\"transform\":[\"translate3d(0px, -385.38409%, 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-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-81811408-af93-46a4-9620-651285eea9d8\">\n<div style=\"position:absolute;width:100.28251%;height:100%;left:-0.14125%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png\" alt=\"InterviewBit-White-2\" srcSet=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png 2130w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-2048x681.png 2048w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1536x511.png 1536w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1024x340.png 1024w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-768x255.png 768w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-300x100.png 300w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-150x50.png 150w\" sizes=\"(min-width: 1024px) 20vh, 44vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:4.85437%;top:59.54693%;width:90.29126%;height:24.11003%;opacity:1\">\n<div id=\"anim-c2e20a74-e3d1-4961-aa34-cdeb18e9759e\" 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-1485ae44-09ad-4b85-a1e9-2f0e25b124ba\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -385.38409%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5376344086021506% 0.5376344086021506% 0.5376344086021506% 0.5376344086021506% \/ 1.342281879194631% 1.342281879194631% 1.342281879194631% 1.342281879194631%\" id=\"el-cfca1c02-e711-4541-8f4f-1ccbec4bcde6\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.3397849462365596% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.453074em;line-height:1;text-align:initial;padding:0;color:#000000\"><span><span style=\"color: #fff\">Anomaly detection identifies abnormal patterns in data, allowing machine learning models to flag potential fraud by comparing transactions to historical data.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:4.85437%;top:51.94175%;width:90.04854%;height:6.14887%;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:0.5390835579514826% 0.5390835579514826% 0.5390835579514826% 0.5390835579514826% \/ 5.263157894736842% 5.263157894736842% 5.263157894736842% 5.263157894736842%\" id=\"el-9dbe538c-31ff-4e87-b137-2fe088398513\">\n<h2 id=\"1-anomaly-detection\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.343396226415095% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.453074em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">1. Anomaly Detection<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:89.64401%;width:99.75728%;height:7.28155%;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:0.48661800486618007% 0.48661800486618007% 0.48661800486618007% 0.48661800486618007% \/ 4.444444444444445% 4.444444444444445% 4.444444444444445% 4.444444444444445%\" id=\"el-377dc418-2f68-4712-8be8-c316ab3bbdf8\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.06500912408759132% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.307443em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Looking for Top Machine Learning&nbsp;<\/span><br \/>\n<span style=\"font-weight: 700; color: #fff\">Applications?<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-page-outlink layout=\"nodisplay\" cta-image=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/12\/Machine-Learning-Applications.png\"><a href=\"https:\/\/www.interviewbit.com\/blog\/top-machine-learning-applications\/?utm_source=ib&amp;utm_medium=webstories&amp;utm_campaign=how-machine-learning-models-can-be-used-for-fraud-detection\" rel=\"\">Explore now<\/a><\/amp-story-page-outlink><\/amp-story-page><amp-story-page id=\"40e238c0-cd08-4923-bd94-e7fbdf785fcb\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-527b0bb6-8a68-4337-b9ef-31621ec5fa14 [data-leaf-element=\\\"true\\\"]\",\"keyframes\":{\"transform\":[\"translate3d(7.868525640762189%, 0, 0) translate(25%, 0%) scale(1.5)\",\"translate3d(0%, 0, 0) translate(0%, 0%) scale(1)\"]},\"delay\":0,\"duration\":2000,\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-4cf8ef77-4c3a-446f-8478-6db30dd1c727\",\"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-ce225ec0-1093-4041-ad45-b4429c3b976d\",\"keyframes\":{\"transform\":[\"translate3d(0px, -385.38409%, 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:#f3f3f3\">\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 id=\"anim-527b0bb6-8a68-4337-b9ef-31621ec5fa14\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\">\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-1189e1b6-be4f-4d45-b46f-5e1b0a59a486\">\n<div style=\"position:absolute;width:118.67612%;height:100%;left:-9.33806%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1573495783323-9e59a325d4b4?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw3MHx8ZGV2ZWxvcGVyc3xlbnwwfHx8fDE2NjQ0NjYzNjE&amp;ixlib=rb-1.2.1&amp;fm=jpg&amp;w=4016&amp;h=6016&amp;fit=max\" alt=\"shallow focus photo of woman using MacBook\" srcSet=\"https:\/\/images.unsplash.com\/photo-1573495783323-9e59a325d4b4?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw3MHx8ZGV2ZWxvcGVyc3xlbnwwfHx8fDE2NjQ0NjYzNjE&amp;ixlib=rb-1.2.1&amp;fm=jpg&amp;w=4016&amp;h=6016&amp;fit=max 4016w,https:\/\/images.unsplash.com\/photo-1573495783323-9e59a325d4b4?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw3MHx8ZGV2ZWxvcGVyc3xlbnwwfHx8fDE2NjQ0NjYzNjE&amp;ixlib=rb-1.2.1&amp;fm=jpg&amp;w=3212&amp;h=4812&amp;fit=max 3212w,https:\/\/images.unsplash.com\/photo-1573495783323-9e59a325d4b4?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw3MHx8ZGV2ZWxvcGVyc3xlbnwwfHx8fDE2NjQ0NjYzNjE&amp;ixlib=rb-1.2.1&amp;fm=jpg&amp;w=2409&amp;h=3609&amp;fit=max 2409w,https:\/\/images.unsplash.com\/photo-1573495783323-9e59a325d4b4?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw3MHx8ZGV2ZWxvcGVyc3xlbnwwfHx8fDE2NjQ0NjYzNjE&amp;ixlib=rb-1.2.1&amp;fm=jpg&amp;w=1606&amp;h=2406&amp;fit=max 1606w,https:\/\/images.unsplash.com\/photo-1573495783323-9e59a325d4b4?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw3MHx8ZGV2ZWxvcGVyc3xlbnwwfHx8fDE2NjQ0NjYzNjE&amp;ixlib=rb-1.2.1&amp;fm=jpg&amp;w=803&amp;h=1203&amp;fit=max 803w,https:\/\/images.unsplash.com\/photo-1573495783323-9e59a325d4b4?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw3MHx8ZGV2ZWxvcGVyc3xlbnwwfHx8fDE2NjQ0NjYzNjE&amp;ixlib=rb-1.2.1&amp;fm=jpg&amp;w=340&amp;h=509&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 53vh, 119vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<div class=\"element-overlay-area\" style=\"background-color:rgba(0,0,0,0.5)\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"page-background-overlay-area\" style=\"background-color:rgba(0,0,0,0.5)\"><\/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:-16.26214%;top:58.09061%;width:139.80583%;height:28.47896%;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-4f0c49db-ee04-47a4-ba91-de4526d4a66d\">\n<div class=\"fill\" style=\"background-color:rgba(18,99,255,0.5);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:-0.72816%;top:-6.47249%;width:43.68932%;height:9.70874%;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-46d88c1c-7a43-4355-acc1-3a75a4e5a0cc\">\n<div style=\"position:absolute;width:100.28251%;height:100%;left:-0.14125%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png\" alt=\"InterviewBit-White-2\" srcSet=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png 2130w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-2048x681.png 2048w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1536x511.png 1536w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1024x340.png 1024w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-768x255.png 768w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-300x100.png 300w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-150x50.png 150w\" sizes=\"(min-width: 1024px) 20vh, 44vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:4.85437%;top:59.54693%;width:90.29126%;height:24.11003%;opacity:1\">\n<div id=\"anim-4cf8ef77-4c3a-446f-8478-6db30dd1c727\" 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-ce225ec0-1093-4041-ad45-b4429c3b976d\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -385.38409%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5376344086021506% 0.5376344086021506% 0.5376344086021506% 0.5376344086021506% \/ 1.342281879194631% 1.342281879194631% 1.342281879194631% 1.342281879194631%\" id=\"el-62e20916-b207-4d22-acbb-57f8b4d6ee58\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.3397849462365596% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.453074em;line-height:1;text-align:initial;padding:0;color:#000000\"><span><span style=\"color: #fff\">By training machine learning models with labeled data (fraudulent &amp; non-fraudulent transactions), supervised learning can classify new instances with high accuracy.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:5.09709%;top:51.94175%;width:90.04854%;height:6.14887%;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:0.5390835579514826% 0.5390835579514826% 0.5390835579514826% 0.5390835579514826% \/ 5.263157894736842% 5.263157894736842% 5.263157894736842% 5.263157894736842%\" id=\"el-e13e08f4-563d-4629-9777-e8631e99d259\">\n<h2 id=\"2-supervised-learning\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.343396226415095% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.453074em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">2. Supervised Learning<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:89.64401%;width:99.75728%;height:7.28155%;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:0.48661800486618007% 0.48661800486618007% 0.48661800486618007% 0.48661800486618007% \/ 4.444444444444445% 4.444444444444445% 4.444444444444445% 4.444444444444445%\" id=\"el-f002d1e7-0e40-44e1-b876-2aaeaa4c51e6\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.06500912408759132% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.307443em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Looking for Top Machine Learning&nbsp;<\/span><br \/>\n<span style=\"font-weight: 700; color: #fff\">Applications?<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-page-outlink layout=\"nodisplay\" cta-image=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/12\/Machine-Learning-Applications.png\"><a href=\"https:\/\/www.interviewbit.com\/blog\/top-machine-learning-applications\/?utm_source=ib&amp;utm_medium=webstories&amp;utm_campaign=how-machine-learning-models-can-be-used-for-fraud-detection\" rel=\"\">Explore now<\/a><\/amp-story-page-outlink><\/amp-story-page><amp-story-page id=\"95903fc4-ab54-43ff-8549-b530094a70d1\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-8b73928d-6cb8-4141-a894-ed2dabf41388 [data-leaf-element=\\\"true\\\"]\",\"keyframes\":{\"transform\":[\"translate3d(7.812499744007886%, 0, 0) translate(25%, 0%) scale(1.5)\",\"translate3d(0%, 0, 0) translate(0%, 0%) 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srcSet=\"https:\/\/images.unsplash.com\/photo-1579226905180-636b76d96082?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHwxNHx8bWFwJTIwd2l0aCUyMGxhcHRvcHxlbnwwfHx8fDE2NzY5MDYyMTQ&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4000&amp;h=6000&amp;fit=max 4000w,https:\/\/images.unsplash.com\/photo-1579226905180-636b76d96082?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHwxNHx8bWFwJTIwd2l0aCUyMGxhcHRvcHxlbnwwfHx8fDE2NzY5MDYyMTQ&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3200&amp;h=4800&amp;fit=max 3200w,https:\/\/images.unsplash.com\/photo-1579226905180-636b76d96082?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHwxNHx8bWFwJTIwd2l0aCUyMGxhcHRvcHxlbnwwfHx8fDE2NzY5MDYyMTQ&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2400&amp;h=3600&amp;fit=max 2400w,https:\/\/images.unsplash.com\/photo-1579226905180-636b76d96082?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHwxNHx8bWFwJTIwd2l0aCUyMGxhcHRvcHxlbnwwfHx8fDE2NzY5MDYyMTQ&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1600&amp;h=2400&amp;fit=max 1600w,https:\/\/images.unsplash.com\/photo-1579226905180-636b76d96082?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHwxNHx8bWFwJTIwd2l0aCUyMGxhcHRvcHxlbnwwfHx8fDE2NzY5MDYyMTQ&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=800&amp;h=1200&amp;fit=max 800w,https:\/\/images.unsplash.com\/photo-1579226905180-636b76d96082?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHwxNHx8bWFwJTIwd2l0aCUyMGxhcHRvcHxlbnwwfHx8fDE2NzY5MDYyMTQ&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=510&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 53vh, 119vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<div class=\"element-overlay-area\" style=\"background-color:rgba(0,0,0,0.5)\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"page-background-overlay-area\" style=\"background-color:rgba(0,0,0,0.5)\"><\/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:-16.26214%;top:58.09061%;width:139.80583%;height:28.47896%;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-a8e0725e-1bbf-4d0e-9275-c0263653bc9c\">\n<div class=\"fill\" style=\"background-color:rgba(18,99,255,0.5);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:-0.72816%;top:-6.47249%;width:43.68932%;height:9.70874%;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-b5cf3d24-52ce-4d75-9e43-2bd8784e2509\">\n<div style=\"position:absolute;width:100.28251%;height:100%;left:-0.14125%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png\" alt=\"InterviewBit-White-2\" srcSet=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png 2130w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-2048x681.png 2048w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1536x511.png 1536w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1024x340.png 1024w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-768x255.png 768w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-300x100.png 300w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-150x50.png 150w\" sizes=\"(min-width: 1024px) 20vh, 44vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:4.85437%;top:59.54693%;width:90.29126%;height:24.11003%;opacity:1\">\n<div id=\"anim-b294f2ce-cc83-428a-b6d4-6e17c8affa37\" 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-21b6fdc9-617e-475b-a33d-8a0e1bd4f21b\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -385.38409%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5376344086021506% 0.5376344086021506% 0.5376344086021506% 0.5376344086021506% \/ 1.342281879194631% 1.342281879194631% 1.342281879194631% 1.342281879194631%\" id=\"el-3eac308c-a7c5-482a-9ed0-4f5eb2666057\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.3397849462365596% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.453074em;line-height:1;text-align:initial;padding:0;color:#000000\"><span><span style=\"color: #fff\">Unsupervised learning techniques such as clustering and self-organizing maps can discover hidden patterns in data, aiding in fraud detection efforts.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:5.09709%;top:51.94175%;width:90.04854%;height:6.14887%;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:0.5390835579514826% 0.5390835579514826% 0.5390835579514826% 0.5390835579514826% \/ 5.263157894736842% 5.263157894736842% 5.263157894736842% 5.263157894736842%\" id=\"el-e7490593-5412-4556-a5bb-16b43e2c7aa6\">\n<h2 id=\"3-unsupervised-learning\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.343396226415095% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.453074em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">3. Unsupervised Learning<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:89.64401%;width:99.75728%;height:7.28155%;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:0.48661800486618007% 0.48661800486618007% 0.48661800486618007% 0.48661800486618007% \/ 4.444444444444445% 4.444444444444445% 4.444444444444445% 4.444444444444445%\" id=\"el-abfa5d6d-8666-489f-a270-5bffe5f3f649\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.06500912408759132% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.307443em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Looking for Top Machine Learning&nbsp;<\/span><br \/>\n<span style=\"font-weight: 700; color: #fff\">Applications?<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-page-outlink layout=\"nodisplay\" cta-image=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/06\/Backend-Developer-Skills-1.jpg\"><a href=\"https:\/\/www.interviewbit.com\/blog\/top-machine-learning-applications\/?utm_source=ib&amp;utm_medium=webstories&amp;utm_campaign=how-machine-learning-models-can-be-used-for-fraud-detection\" rel=\"\">Explore now<\/a><\/amp-story-page-outlink><\/amp-story-page><amp-story-page id=\"003c04fa-fa9a-41be-99d6-dff01f94a2c3\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-4addbe39-860a-4771-ae83-4c6154d3c4d5 [data-leaf-element=\\\"true\\\"]\",\"keyframes\":{\"transform\":[\"translate3d(7.8337101513764065%, 0, 0) translate(25%, 0%) scale(1.5)\",\"translate3d(0%, 0, 0) translate(0%, 0%) scale(1)\"]},\"delay\":0,\"duration\":2000,\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-abc8848d-469d-4197-b39a-b4290e414814\",\"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-e0753b6b-a995-49c9-8bbc-4c15e46b4a02\",\"keyframes\":{\"transform\":[\"translate3d(0px, -385.38409%, 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:#f3d9d9\">\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 id=\"anim-4addbe39-860a-4771-ae83-4c6154d3c4d5\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\">\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-741b80be-f1e4-4e7e-81a1-3f452436e27f\">\n<div style=\"position:absolute;width:118.57814%;height:100%;left:-9.28907%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1581087724844-037b13e16b0b?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw5Nnx8c29mdHdhcmUlMjBkZXZlbG9wZXJ8ZW58MHx8fHwxNjc2MDUxOTAz&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=6630&amp;h=9940&amp;fit=max\" alt=\"woman in black shirt using computer\" srcSet=\"https:\/\/images.unsplash.com\/photo-1581087724844-037b13e16b0b?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw5Nnx8c29mdHdhcmUlMjBkZXZlbG9wZXJ8ZW58MHx8fHwxNjc2MDUxOTAz&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=6630&amp;h=9940&amp;fit=max 6630w,https:\/\/images.unsplash.com\/photo-1581087724844-037b13e16b0b?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw5Nnx8c29mdHdhcmUlMjBkZXZlbG9wZXJ8ZW58MHx8fHwxNjc2MDUxOTAz&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=5304&amp;h=7952&amp;fit=max 5304w,https:\/\/images.unsplash.com\/photo-1581087724844-037b13e16b0b?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw5Nnx8c29mdHdhcmUlMjBkZXZlbG9wZXJ8ZW58MHx8fHwxNjc2MDUxOTAz&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3978&amp;h=5964&amp;fit=max 3978w,https:\/\/images.unsplash.com\/photo-1581087724844-037b13e16b0b?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw5Nnx8c29mdHdhcmUlMjBkZXZlbG9wZXJ8ZW58MHx8fHwxNjc2MDUxOTAz&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2652&amp;h=3976&amp;fit=max 2652w,https:\/\/images.unsplash.com\/photo-1581087724844-037b13e16b0b?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw5Nnx8c29mdHdhcmUlMjBkZXZlbG9wZXJ8ZW58MHx8fHwxNjc2MDUxOTAz&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1326&amp;h=1988&amp;fit=max 1326w,https:\/\/images.unsplash.com\/photo-1581087724844-037b13e16b0b?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw5Nnx8c29mdHdhcmUlMjBkZXZlbG9wZXJ8ZW58MHx8fHwxNjc2MDUxOTAz&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=510&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 53vh, 119vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<div class=\"element-overlay-area\" style=\"background-color:rgba(0,0,0,0.5)\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"page-background-overlay-area\" style=\"background-color:rgba(0,0,0,0.5)\"><\/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:-16.26214%;top:58.09061%;width:139.80583%;height:28.47896%;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-14bd39d2-1d49-4c8e-97ab-1d14b40a982f\">\n<div class=\"fill\" style=\"background-color:rgba(18,99,255,0.5);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:-0.72816%;top:-6.47249%;width:43.68932%;height:9.70874%;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-5e87eb52-4c7b-48b0-87a5-6a9f21443327\">\n<div style=\"position:absolute;width:100.28251%;height:100%;left:-0.14125%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png\" alt=\"InterviewBit-White-2\" srcSet=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png 2130w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-2048x681.png 2048w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1536x511.png 1536w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1024x340.png 1024w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-768x255.png 768w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-300x100.png 300w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-150x50.png 150w\" sizes=\"(min-width: 1024px) 20vh, 44vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:4.85437%;top:59.54693%;width:90.29126%;height:24.11003%;opacity:1\">\n<div id=\"anim-abc8848d-469d-4197-b39a-b4290e414814\" 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-e0753b6b-a995-49c9-8bbc-4c15e46b4a02\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -385.38409%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5376344086021506% 0.5376344086021506% 0.5376344086021506% 0.5376344086021506% \/ 1.342281879194631% 1.342281879194631% 1.342281879194631% 1.342281879194631%\" id=\"el-62f79cfc-133e-4362-8628-6e8f100fd8a5\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.3397849462365596% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.453074em;line-height:1;text-align:initial;padding:0;color:#000000\"><span><span style=\"color: #fff\">Feature engineering involves selecting and transforming relevant data attributes to improve the performance of ML models in identifying fraud patterns.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:5.09709%;top:51.94175%;width:90.04854%;height:6.14887%;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:0.5390835579514826% 0.5390835579514826% 0.5390835579514826% 0.5390835579514826% \/ 5.263157894736842% 5.263157894736842% 5.263157894736842% 5.263157894736842%\" id=\"el-6d969ede-2f2e-490c-8a16-bcbd122c2700\">\n<h2 id=\"4-feature-engineering\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.343396226415095% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.453074em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">4. Feature Engineering<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:89.64401%;width:99.75728%;height:7.28155%;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:0.48661800486618007% 0.48661800486618007% 0.48661800486618007% 0.48661800486618007% \/ 4.444444444444445% 4.444444444444445% 4.444444444444445% 4.444444444444445%\" id=\"el-e19e8ac1-470a-49a6-b64f-c1be17de553b\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.06500912408759132% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.307443em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Looking for Top Machine Learning&nbsp;<\/span><br \/>\n<span style=\"font-weight: 700; color: #fff\">Applications?<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-page-outlink layout=\"nodisplay\" cta-image=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/12\/Machine-Learning-Applications.png\"><a href=\"https:\/\/www.interviewbit.com\/blog\/top-machine-learning-applications\/?utm_source=ib&amp;utm_medium=webstories&amp;utm_campaign=how-machine-learning-models-can-be-used-for-fraud-detection\" rel=\"\">Explore now<\/a><\/amp-story-page-outlink><\/amp-story-page><amp-story-page id=\"e527486a-774a-4c1c-b1b0-bc90e6a54bf1\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-51264524-1063-4755-bfff-3d9b9b35177c [data-leaf-element=\\\"true\\\"]\",\"keyframes\":{\"transform\":[\"translate3d(7.812499744007886%, 0, 0) translate(25%, 0%) scale(1.5)\",\"translate3d(0%, 0, 0) translate(0%, 0%) 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srcSet=\"https:\/\/images.unsplash.com\/flagged\/photo-1563536310477-c7b4e3a800c2?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw1N3x8ZGV2ZWxvcGVyc3xlbnwwfHx8fDE2NjQ0NjYzMzM&amp;ixlib=rb-1.2.1&amp;fm=jpg&amp;w=4000&amp;h=6000&amp;fit=max 4000w,https:\/\/images.unsplash.com\/flagged\/photo-1563536310477-c7b4e3a800c2?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw1N3x8ZGV2ZWxvcGVyc3xlbnwwfHx8fDE2NjQ0NjYzMzM&amp;ixlib=rb-1.2.1&amp;fm=jpg&amp;w=3200&amp;h=4800&amp;fit=max 3200w,https:\/\/images.unsplash.com\/flagged\/photo-1563536310477-c7b4e3a800c2?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw1N3x8ZGV2ZWxvcGVyc3xlbnwwfHx8fDE2NjQ0NjYzMzM&amp;ixlib=rb-1.2.1&amp;fm=jpg&amp;w=2400&amp;h=3600&amp;fit=max 2400w,https:\/\/images.unsplash.com\/flagged\/photo-1563536310477-c7b4e3a800c2?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw1N3x8ZGV2ZWxvcGVyc3xlbnwwfHx8fDE2NjQ0NjYzMzM&amp;ixlib=rb-1.2.1&amp;fm=jpg&amp;w=1600&amp;h=2400&amp;fit=max 1600w,https:\/\/images.unsplash.com\/flagged\/photo-1563536310477-c7b4e3a800c2?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw1N3x8ZGV2ZWxvcGVyc3xlbnwwfHx8fDE2NjQ0NjYzMzM&amp;ixlib=rb-1.2.1&amp;fm=jpg&amp;w=800&amp;h=1200&amp;fit=max 800w,https:\/\/images.unsplash.com\/flagged\/photo-1563536310477-c7b4e3a800c2?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw1N3x8ZGV2ZWxvcGVyc3xlbnwwfHx8fDE2NjQ0NjYzMzM&amp;ixlib=rb-1.2.1&amp;fm=jpg&amp;w=340&amp;h=510&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 53vh, 119vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<div class=\"element-overlay-area\" style=\"background-color:rgba(0,0,0,0.5)\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"page-background-overlay-area\" style=\"background-color:rgba(0,0,0,0.5)\"><\/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:-16.26214%;top:58.09061%;width:139.80583%;height:28.47896%;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-fec159c0-66f4-485a-bf34-ee49d8189cae\">\n<div class=\"fill\" style=\"background-color:rgba(18,99,255,0.5);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:-0.72816%;top:-6.47249%;width:43.68932%;height:9.70874%;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-78fac6be-aadb-4543-8fc0-853d074437f3\">\n<div style=\"position:absolute;width:100.28251%;height:100%;left:-0.14125%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png\" alt=\"InterviewBit-White-2\" srcSet=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png 2130w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-2048x681.png 2048w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1536x511.png 1536w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1024x340.png 1024w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-768x255.png 768w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-300x100.png 300w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-150x50.png 150w\" sizes=\"(min-width: 1024px) 20vh, 44vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:4.85437%;top:59.54693%;width:90.29126%;height:24.11003%;opacity:1\">\n<div id=\"anim-3224a8b7-f6ef-46fc-bf5b-d9fb470549ed\" 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-8798b172-479e-49b9-b83b-429ff4e767ed\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -385.38409%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5376344086021506% 0.5376344086021506% 0.5376344086021506% 0.5376344086021506% \/ 1.342281879194631% 1.342281879194631% 1.342281879194631% 1.342281879194631%\" id=\"el-d88b738d-5eeb-403c-87f0-59bba1193fd8\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.3397849462365596% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.453074em;line-height:1;text-align:initial;padding:0;color:#000000\"><span><span style=\"color: #fff\">Ensemble methods combine multiple models to achieve better fraud detection results by aggregating their predictions &amp; minimizing individual biases.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:5.09709%;top:51.94175%;width:90.04854%;height:6.14887%;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:0.5390835579514826% 0.5390835579514826% 0.5390835579514826% 0.5390835579514826% \/ 5.263157894736842% 5.263157894736842% 5.263157894736842% 5.263157894736842%\" id=\"el-78b1ca5d-7805-42b0-b897-6a048e31410d\">\n<h2 id=\"5-ensemble-methods\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.343396226415095% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.453074em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">5. Ensemble Methods<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:89.64401%;width:99.75728%;height:7.28155%;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:0.48661800486618007% 0.48661800486618007% 0.48661800486618007% 0.48661800486618007% \/ 4.444444444444445% 4.444444444444445% 4.444444444444445% 4.444444444444445%\" id=\"el-1604c9a2-23f0-41f4-9ad6-6cf4f2783cfc\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.06500912408759132% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.307443em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Looking for Top Machine Learning&nbsp;<\/span><br \/>\n<span style=\"font-weight: 700; color: #fff\">Applications?<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-page-outlink layout=\"nodisplay\" cta-image=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/12\/Data-Analyst-Skills.png\"><a href=\"https:\/\/www.interviewbit.com\/blog\/top-machine-learning-applications\/?utm_source=ib&amp;utm_medium=webstories&amp;utm_campaign=how-machine-learning-models-can-be-used-for-fraud-detection\" rel=\"\">Explore now<\/a><\/amp-story-page-outlink><\/amp-story-page><amp-story-page id=\"c699d037-0d65-42ff-be87-cc83edf95486\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-42591215-1b10-4d70-9f3c-ad95534230b6 [data-leaf-element=\\\"true\\\"]\",\"keyframes\":{\"transform\":[\"translate3d(12.513852746307213%, 0, 0) translate(25%, 0%) scale(1.5)\",\"translate3d(0%, 0, 0) translate(0%, 0%) scale(1)\"]},\"delay\":0,\"duration\":2000,\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-fd1cd786-4835-4b64-b0a4-7ff51e9f28f2\",\"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-6e11aa29-b2e9-4e88-bf9d-e0f18a684996\",\"keyframes\":{\"transform\":[\"translate3d(0px, -385.38409%, 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:#a6c0c0\">\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 id=\"anim-42591215-1b10-4d70-9f3c-ad95534230b6\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\">\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-b19a915c-b36c-4ffc-aa9b-88d820dd2aef\">\n<div style=\"position:absolute;width:133.38261%;height:100%;left:-16.6913%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1582138825658-fb952c08b282?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHwzOXx8amF2YSUyMGRldmVsb3BlcnN8ZW58MHx8fHwxNjcyOTIzNjA5&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2707&amp;h=3608&amp;fit=max\" alt=\"man in blue hoodie looking at macbook\" srcSet=\"https:\/\/images.unsplash.com\/photo-1582138825658-fb952c08b282?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHwzOXx8amF2YSUyMGRldmVsb3BlcnN8ZW58MHx8fHwxNjcyOTIzNjA5&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2707&amp;h=3608&amp;fit=max 2707w,https:\/\/images.unsplash.com\/photo-1582138825658-fb952c08b282?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHwzOXx8amF2YSUyMGRldmVsb3BlcnN8ZW58MHx8fHwxNjcyOTIzNjA5&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2165&amp;h=2886&amp;fit=max 2165w,https:\/\/images.unsplash.com\/photo-1582138825658-fb952c08b282?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHwzOXx8amF2YSUyMGRldmVsb3BlcnN8ZW58MHx8fHwxNjcyOTIzNjA5&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1624&amp;h=2165&amp;fit=max 1624w,https:\/\/images.unsplash.com\/photo-1582138825658-fb952c08b282?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHwzOXx8amF2YSUyMGRldmVsb3BlcnN8ZW58MHx8fHwxNjcyOTIzNjA5&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1082&amp;h=1442&amp;fit=max 1082w,https:\/\/images.unsplash.com\/photo-1582138825658-fb952c08b282?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHwzOXx8amF2YSUyMGRldmVsb3BlcnN8ZW58MHx8fHwxNjcyOTIzNjA5&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=541&amp;h=721&amp;fit=max 541w,https:\/\/images.unsplash.com\/photo-1582138825658-fb952c08b282?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHwzOXx8amF2YSUyMGRldmVsb3BlcnN8ZW58MHx8fHwxNjcyOTIzNjA5&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=453&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 60vh, 134vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<div class=\"element-overlay-area\" style=\"background-color:rgba(0,0,0,0.5)\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"page-background-overlay-area\" style=\"background-color:rgba(0,0,0,0.5)\"><\/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:-16.26214%;top:58.09061%;width:139.80583%;height:28.47896%;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-5c2e0ec1-02d1-4ac9-a92d-01c966ee92b7\">\n<div class=\"fill\" style=\"background-color:rgba(18,99,255,0.5);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:-0.72816%;top:-6.47249%;width:43.68932%;height:9.70874%;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-3e628981-0470-432e-b450-b46b4dd70164\">\n<div style=\"position:absolute;width:100.28251%;height:100%;left:-0.14125%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png\" alt=\"InterviewBit-White-2\" srcSet=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png 2130w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-2048x681.png 2048w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1536x511.png 1536w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1024x340.png 1024w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-768x255.png 768w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-300x100.png 300w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-150x50.png 150w\" sizes=\"(min-width: 1024px) 20vh, 44vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:4.85437%;top:59.54693%;width:90.29126%;height:24.11003%;opacity:1\">\n<div id=\"anim-fd1cd786-4835-4b64-b0a4-7ff51e9f28f2\" 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-6e11aa29-b2e9-4e88-bf9d-e0f18a684996\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -385.38409%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5376344086021506% 0.5376344086021506% 0.5376344086021506% 0.5376344086021506% \/ 1.342281879194631% 1.342281879194631% 1.342281879194631% 1.342281879194631%\" id=\"el-ce4eb3f9-7ba0-42fa-aea8-cf6cd697f070\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.3397849462365596% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.453074em;line-height:1;text-align:initial;padding:0;color:#000000\"><span><span style=\"color: #fff\">Implementing machine learning models for fraud detection enables real-time monitoring of transactions, enabling timely interventions and minimizing losses.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:5.09709%;top:51.94175%;width:90.04854%;height:6.14887%;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:0.5390835579514826% 0.5390835579514826% 0.5390835579514826% 0.5390835579514826% \/ 5.263157894736842% 5.263157894736842% 5.263157894736842% 5.263157894736842%\" id=\"el-b9cab03a-1e9e-44de-b209-8445964fb5a6\">\n<h2 id=\"6-real-time-monitoring\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.343396226415095% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.453074em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">6. Real-time Monitoring<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:89.64401%;width:99.75728%;height:7.28155%;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:0.48661800486618007% 0.48661800486618007% 0.48661800486618007% 0.48661800486618007% \/ 4.444444444444445% 4.444444444444445% 4.444444444444445% 4.444444444444445%\" id=\"el-2d2241f2-8f81-42b8-bc4a-4c6a042cb1bd\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.06500912408759132% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.307443em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Looking for Top Machine Learning&nbsp;<\/span><br \/>\n<span style=\"font-weight: 700; color: #fff\">Applications?<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-page-outlink layout=\"nodisplay\" cta-image=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/06\/Backend-Developer-Skills-1.jpg\"><a href=\"https:\/\/www.interviewbit.com\/blog\/top-machine-learning-applications\/?utm_source=ib&amp;utm_medium=webstories&amp;utm_campaign=how-machine-learning-models-can-be-used-for-fraud-detection\" rel=\"\">Explore now<\/a><\/amp-story-page-outlink><\/amp-story-page><amp-story-page id=\"58c96625-3ab1-427b-95e4-8164f9bd6367\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-d7ea07d7-84ab-48b1-852a-69baa069a50c [data-leaf-element=\\\"true\\\"]\",\"keyframes\":{\"transform\":[\"translate3d(7.8049433226831555%, 0, 0) translate(25%, 0%) scale(1.5)\",\"translate3d(0%, 0, 0) translate(0%, 0%) scale(1)\"]},\"delay\":0,\"duration\":2000,\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-08d8a4cf-c21c-48dd-b554-f69ef1051d28\",\"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-96dd6e2b-0fe4-45a7-ad59-d5cf2749370c\",\"keyframes\":{\"transform\":[\"translate3d(0px, -448.54284%, 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:#404040\">\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 id=\"anim-d7ea07d7-84ab-48b1-852a-69baa069a50c\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\">\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-de5cfed0-3524-444b-8ba8-844b625d16ed\">\n<div style=\"position:absolute;width:118.4973%;height:100%;left:-9.24865%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1545184180-25d471fe75eb?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHwzfHxtYW4lMjB3aXRoJTIwbGFwdG9wfGVufDB8fHx8MTY3NzU4Nzg0Nw&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1861&amp;h=2792&amp;fit=max\" alt=\"man sitting while having coffee and using laptop\" srcSet=\"https:\/\/images.unsplash.com\/photo-1545184180-25d471fe75eb?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHwzfHxtYW4lMjB3aXRoJTIwbGFwdG9wfGVufDB8fHx8MTY3NzU4Nzg0Nw&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1861&amp;h=2792&amp;fit=max 1861w,https:\/\/images.unsplash.com\/photo-1545184180-25d471fe75eb?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHwzfHxtYW4lMjB3aXRoJTIwbGFwdG9wfGVufDB8fHx8MTY3NzU4Nzg0Nw&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1488&amp;h=2232&amp;fit=max 1488w,https:\/\/images.unsplash.com\/photo-1545184180-25d471fe75eb?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHwzfHxtYW4lMjB3aXRoJTIwbGFwdG9wfGVufDB8fHx8MTY3NzU4Nzg0Nw&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1116&amp;h=1674&amp;fit=max 1116w,https:\/\/images.unsplash.com\/photo-1545184180-25d471fe75eb?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHwzfHxtYW4lMjB3aXRoJTIwbGFwdG9wfGVufDB8fHx8MTY3NzU4Nzg0Nw&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=744&amp;h=1116&amp;fit=max 744w,https:\/\/images.unsplash.com\/photo-1545184180-25d471fe75eb?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHwzfHxtYW4lMjB3aXRoJTIwbGFwdG9wfGVufDB8fHx8MTY3NzU4Nzg0Nw&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=372&amp;h=558&amp;fit=max 372w,https:\/\/images.unsplash.com\/photo-1545184180-25d471fe75eb?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHwzfHxtYW4lMjB3aXRoJTIwbGFwdG9wfGVufDB8fHx8MTY3NzU4Nzg0Nw&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=510&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 53vh, 119vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<div class=\"element-overlay-area\" style=\"background-color:rgba(0,0,0,0.5)\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"page-background-overlay-area\" style=\"background-color:rgba(0,0,0,0.5)\"><\/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:-16.26214%;top:58.09061%;width:139.80583%;height:28.47896%;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-47b71afc-06ac-44c7-a01f-98879811e20c\">\n<div class=\"fill\" style=\"background-color:rgba(18,99,255,0.5);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:-0.72816%;top:-6.47249%;width:43.68932%;height:9.70874%;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-8ea3c9b6-cf44-4a37-aa52-d09910e35602\">\n<div style=\"position:absolute;width:100.28251%;height:100%;left:-0.14125%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png\" alt=\"InterviewBit-White-2\" srcSet=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png 2130w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-2048x681.png 2048w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1536x511.png 1536w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1024x340.png 1024w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-768x255.png 768w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-300x100.png 300w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-150x50.png 150w\" sizes=\"(min-width: 1024px) 20vh, 44vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:4.85437%;top:59.54693%;width:90.29126%;height:19.7411%;opacity:1\">\n<div id=\"anim-08d8a4cf-c21c-48dd-b554-f69ef1051d28\" 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-96dd6e2b-0fe4-45a7-ad59-d5cf2749370c\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -448.54284%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5376344086021506% 0.5376344086021506% 0.5376344086021506% 0.5376344086021506% \/ 1.639344262295082% 1.639344262295082% 1.639344262295082% 1.639344262295082%\" id=\"el-7e5ca071-5e6b-4c96-95dc-4d5ea0ff6c47\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.3397849462365596% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.453074em;line-height:1;text-align:initial;padding:0;color:#000000\"><span><span style=\"color: #fff\">Deep learning models, such as neural networks, can automatically learn intricate fraud patterns, yielding superior detection capabilities.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:5.09709%;top:51.94175%;width:90.04854%;height:6.14887%;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:0.5390835579514826% 0.5390835579514826% 0.5390835579514826% 0.5390835579514826% \/ 5.263157894736842% 5.263157894736842% 5.263157894736842% 5.263157894736842%\" id=\"el-1ab50f8d-8bc1-4357-af62-5abcd809284a\">\n<h2 id=\"7-deep-learning\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.343396226415095% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.453074em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">7. Deep Learning<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:89.64401%;width:99.75728%;height:7.28155%;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:0.48661800486618007% 0.48661800486618007% 0.48661800486618007% 0.48661800486618007% \/ 4.444444444444445% 4.444444444444445% 4.444444444444445% 4.444444444444445%\" id=\"el-b364944a-b9fd-471c-8587-ce038dd5fbbc\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.06500912408759132% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.307443em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Looking for Top Machine Learning&nbsp;<\/span><br \/>\n<span style=\"font-weight: 700; color: #fff\">Applications?<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-page-outlink layout=\"nodisplay\" cta-image=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/12\/Machine-Learning-Applications.png\"><a href=\"https:\/\/www.interviewbit.com\/blog\/top-machine-learning-applications\/?utm_source=ib&amp;utm_medium=webstories&amp;utm_campaign=how-machine-learning-models-can-be-used-for-fraud-detection\" rel=\"\">Explore now<\/a><\/amp-story-page-outlink><\/amp-story-page><amp-story-page id=\"130f8442-78e3-4bce-a8f5-a1868cb51c7f\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-64a67787-2043-4a02-a415-fa857c36201e [data-leaf-element=\\\"true\\\"]\",\"keyframes\":{\"transform\":[\"translate3d(7.812499744007886%, 0, 0) translate(25%, 0%) scale(1.5)\",\"translate3d(0%, 0, 0) translate(0%, 0%) scale(1)\"]},\"delay\":0,\"duration\":2000,\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-ec9205ed-7841-4be7-aabc-63b6f47e7b30\",\"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-e3d3c2f0-7596-498d-a479-f31168e4dc11\",\"keyframes\":{\"transform\":[\"translate3d(0px, -385.38409%, 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:#26260c\">\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 id=\"anim-64a67787-2043-4a02-a415-fa857c36201e\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\">\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-20d0c25a-6e42-4feb-9c08-c32e7f03299c\">\n<div style=\"position:absolute;width:118.51852%;height:100%;left:-9.25926%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1605818215588-c8013661b021?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw3fHxnaXJsJTIwd2l0aCUyMGxhcHRvcHxlbnwwfHx8fDE2ODMxMjQwMzQ&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1856&amp;h=2784&amp;fit=max\" alt=\"woman in yellow shirt and blue denim jeans sitting on gray sofa using macbook\" 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742w,https:\/\/images.unsplash.com\/photo-1605818215588-c8013661b021?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw3fHxnaXJsJTIwd2l0aCUyMGxhcHRvcHxlbnwwfHx8fDE2ODMxMjQwMzQ&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=371&amp;h=557&amp;fit=max 371w,https:\/\/images.unsplash.com\/photo-1605818215588-c8013661b021?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw3fHxnaXJsJTIwd2l0aCUyMGxhcHRvcHxlbnwwfHx8fDE2ODMxMjQwMzQ&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=510&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 53vh, 119vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<div class=\"element-overlay-area\" style=\"background-color:rgba(0,0,0,0.5)\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"page-background-overlay-area\" style=\"background-color:rgba(0,0,0,0.5)\"><\/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:-16.26214%;top:58.09061%;width:139.80583%;height:28.47896%;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-d89e2442-b32f-4e9b-b061-b5cf044beff8\">\n<div class=\"fill\" style=\"background-color:rgba(18,99,255,0.5);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:-0.72816%;top:-6.47249%;width:43.68932%;height:9.70874%;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-522073cc-8bad-451e-9559-66f9a13b21ce\">\n<div style=\"position:absolute;width:100.28251%;height:100%;left:-0.14125%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png\" alt=\"InterviewBit-White-2\" srcSet=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png 2130w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-2048x681.png 2048w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1536x511.png 1536w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1024x340.png 1024w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-768x255.png 768w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-300x100.png 300w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-150x50.png 150w\" sizes=\"(min-width: 1024px) 20vh, 44vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:4.85437%;top:59.54693%;width:90.29126%;height:24.11003%;opacity:1\">\n<div id=\"anim-ec9205ed-7841-4be7-aabc-63b6f47e7b30\" 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-e3d3c2f0-7596-498d-a479-f31168e4dc11\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -385.38409%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5376344086021506% 0.5376344086021506% 0.5376344086021506% 0.5376344086021506% \/ 1.342281879194631% 1.342281879194631% 1.342281879194631% 1.342281879194631%\" id=\"el-9b763f11-2e43-4f43-80b4-fac1fdb5f26b\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.3397849462365596% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.453074em;line-height:1;text-align:initial;padding:0;color:#000000\"><span><span style=\"color: #fff\">Machine learning models strive to achieve high accuracy while minimizing false positives to ensure legitimate transactions are not flagged as fraudulent.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:4.85437%;top:47.24919%;width:90.04854%;height:10.67961%;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:0.5390835579514826% 0.5390835579514826% 0.5390835579514826% 0.5390835579514826% \/ 3.0303030303030303% 3.0303030303030303% 3.0303030303030303% 3.0303030303030303%\" id=\"el-319b8f85-7c1c-402e-99cd-48a3823e573d\">\n<h2 id=\"8-balancing-accuracy-false-positives\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.343396226415095% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.453074em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">8. Balancing Accuracy &amp; False Positives<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:89.64401%;width:99.75728%;height:7.28155%;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:0.48661800486618007% 0.48661800486618007% 0.48661800486618007% 0.48661800486618007% \/ 4.444444444444445% 4.444444444444445% 4.444444444444445% 4.444444444444445%\" id=\"el-47449310-a2a1-4d2a-9107-770d11aa0e74\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.06500912408759132% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.307443em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Looking for Top Machine Learning&nbsp;<\/span><br \/>\n<span style=\"font-weight: 700; color: #fff\">Applications?<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-page-outlink layout=\"nodisplay\" cta-image=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/12\/Machine-Learning-Applications.png\"><a href=\"https:\/\/www.interviewbit.com\/blog\/top-machine-learning-applications\/?utm_source=ib&amp;utm_medium=webstories&amp;utm_campaign=how-machine-learning-models-can-be-used-for-fraud-detection\" rel=\"\">Explore now<\/a><\/amp-story-page-outlink><\/amp-story-page><amp-story-page id=\"efc33e90-b418-4acd-b70f-e98c3510dd69\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-e2c4018b-c923-48a6-8ca3-42ddaf98a0f9 [data-leaf-element=\\\"true\\\"]\",\"keyframes\":{\"transform\":[\"translate3d(7.833089055992263%, 0, 0) translate(25%, 0%) scale(1.5)\",\"translate3d(0%, 0, 0) translate(0%, 0%) 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srcSet=\"https:\/\/images.unsplash.com\/photo-1631387965708-f9c275d9a3d4?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw2OXx8Ym95JTIwd2l0aCUyMGxhcHRvcHxlbnwwfHx8fDE2ODMxMzQ3OTU&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=5464&amp;h=8192&amp;fit=max 5464w,https:\/\/images.unsplash.com\/photo-1631387965708-f9c275d9a3d4?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw2OXx8Ym95JTIwd2l0aCUyMGxhcHRvcHxlbnwwfHx8fDE2ODMxMzQ3OTU&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4371&amp;h=6553&amp;fit=max 4371w,https:\/\/images.unsplash.com\/photo-1631387965708-f9c275d9a3d4?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw2OXx8Ym95JTIwd2l0aCUyMGxhcHRvcHxlbnwwfHx8fDE2ODMxMzQ3OTU&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3278&amp;h=4915&amp;fit=max 3278w,https:\/\/images.unsplash.com\/photo-1631387965708-f9c275d9a3d4?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw2OXx8Ym95JTIwd2l0aCUyMGxhcHRvcHxlbnwwfHx8fDE2ODMxMzQ3OTU&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2185&amp;h=3276&amp;fit=max 2185w,https:\/\/images.unsplash.com\/photo-1631387965708-f9c275d9a3d4?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw2OXx8Ym95JTIwd2l0aCUyMGxhcHRvcHxlbnwwfHx8fDE2ODMxMzQ3OTU&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1092&amp;h=1637&amp;fit=max 1092w,https:\/\/images.unsplash.com\/photo-1631387965708-f9c275d9a3d4?ixid=MnwxMzcxOTN8MHwxfHNlYXJjaHw2OXx8Ym95JTIwd2l0aCUyMGxhcHRvcHxlbnwwfHx8fDE2ODMxMzQ3OTU&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=510&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 53vh, 119vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<div class=\"element-overlay-area\" style=\"background-color:rgba(0,0,0,0.5)\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"page-background-overlay-area\" style=\"background-color:rgba(0,0,0,0.5)\"><\/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:-16.26214%;top:58.09061%;width:139.80583%;height:28.47896%;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-ff0d0c11-f101-4243-af8f-17bc3ddee5e8\">\n<div class=\"fill\" style=\"background-color:rgba(18,99,255,0.5);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:-0.72816%;top:-6.47249%;width:43.68932%;height:9.70874%;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-261dcba6-a87c-4481-bbbd-bf4168804bc4\">\n<div style=\"position:absolute;width:100.28251%;height:100%;left:-0.14125%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png\" alt=\"InterviewBit-White-2\" srcSet=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png 2130w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-2048x681.png 2048w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1536x511.png 1536w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1024x340.png 1024w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-768x255.png 768w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-300x100.png 300w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-150x50.png 150w\" sizes=\"(min-width: 1024px) 20vh, 44vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:4.85437%;top:59.54693%;width:90.29126%;height:24.11003%;opacity:1\">\n<div id=\"anim-eb430440-560c-4d12-8a4e-f2ddccad07b4\" 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-ea65d6a0-b6b1-4242-bba6-b1350d940793\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -385.38409%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5376344086021506% 0.5376344086021506% 0.5376344086021506% 0.5376344086021506% \/ 1.342281879194631% 1.342281879194631% 1.342281879194631% 1.342281879194631%\" id=\"el-3295ffca-4c6b-441c-a999-fae9cf76b6f5\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.3397849462365596% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.453074em;line-height:1;text-align:initial;padding:0;color:#000000\"><span><span style=\"color: #fff\">Regularly updating machine learning models with new data and adapting to evolving fraud techniques is crucial to maintain effective fraud detection systems.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:5.09709%;top:47.411%;width:90.04854%;height:10.67961%;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:0.5390835579514826% 0.5390835579514826% 0.5390835579514826% 0.5390835579514826% \/ 3.0303030303030303% 3.0303030303030303% 3.0303030303030303% 3.0303030303030303%\" id=\"el-91ec5174-93ff-43a2-8b32-1e4fd7718905\">\n<h2 id=\"9-ongoing-model-maintenance-adaptation\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.343396226415095% 0;font-family:&quot;Darker Grotesque&quot;,sans-serif;font-size:0.453074em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">9. Ongoing Model Maintenance &amp; Adaptation<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:89.64401%;width:99.75728%;height:7.28155%;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:0.48661800486618007% 0.48661800486618007% 0.48661800486618007% 0.48661800486618007% \/ 4.444444444444445% 4.444444444444445% 4.444444444444445% 4.444444444444445%\" id=\"el-6f1610be-2993-4cef-a63a-eeac30da9c5f\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.06500912408759132% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.307443em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Looking for Top Machine Learning&nbsp;<\/span><br \/>\n<span style=\"font-weight: 700; color: #fff\">Applications?<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-page-outlink layout=\"nodisplay\" cta-image=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/12\/Data-Analyst-Skills.png\"><a href=\"https:\/\/www.interviewbit.com\/blog\/top-machine-learning-applications\/?utm_source=ib&amp;utm_medium=webstories&amp;utm_campaign=how-machine-learning-models-can-be-used-for-fraud-detection\" rel=\"\">Explore now<\/a><\/amp-story-page-outlink><\/amp-story-page><amp-story-page id=\"54247e4a-4c34-4389-9ef8-e2ad1e555aa1\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-40e8546b-b0f2-453d-9445-f694942edda4\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":1000,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" 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class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:-0.72816%;top:-6.47249%;width:43.68932%;height:9.70874%;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-85da65c1-1fb2-40ba-8a02-41ca3ec7d153\">\n<div style=\"position:absolute;width:100.28251%;height:100%;left:-0.14125%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png\" alt=\"InterviewBit-White-2\" srcSet=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2.png 2130w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-2048x681.png 2048w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1536x511.png 1536w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1024x340.png 1024w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-768x255.png 768w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-300x100.png 300w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-150x50.png 150w\" sizes=\"(min-width: 1024px) 20vh, 44vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:3.39806%;top:53.07443%;width:91.74757%;height:22.97735%;opacity:1\">\n<div id=\"anim-581062e1-bf95-4865-97ce-c94277f93481\" 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-6220cc29-879e-47d3-a641-1b58391829dd\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -371.2832%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5291005291005291% 0.5291005291005291% 0.5291005291005291% 0.5291005291005291% \/ 1.4084507042253522% 1.4084507042253522% 1.4084507042253522% 1.4084507042253522%\" id=\"el-8f22a9ff-495f-41ca-b7f2-b60d1aa3ab6b\">\n<h3 id=\"delve-into-interviewbits-captivating-blog-and-uncover-the-fascinating-array-of-ml-applications-that-permeate-our-everyday-lives-broaden-your-exploration-of-this-field\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.5229001322751323% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.372168em;line-height:1;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #1263ff\">Delve into InterviewBit&#8217;s captivating blog and uncover the fascinating array of ML applications that permeate our everyday lives &amp; broaden your exploration of this field.<\/span><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:3.39806%;top:27.83172%;width:91.74757%;height:23.6246%;opacity:1\">\n<div id=\"anim-40e8546b-b0f2-453d-9445-f694942edda4\" 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-8d4e7944-c670-4743-9cdc-6ab71bfbf93e\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -257.00152%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" id=\"el-d0a9448e-0825-4a27-afef-cf3753e1b025\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:2.2751322751322745% 0;font-family:&quot;Poppins&quot;,sans-serif;font-size:0.695793em;line-height:1;text-align:initial;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Curious to explore Top ML Applications?<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:4.12621%;top:17.79935%;width:11.40777%;height:7.28155%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;clip-path:url(#el-cab5dc4e-70e7-446a-9516-9aa3a621a79e);-webkit-clip-path:url(#el-cab5dc4e-70e7-446a-9516-9aa3a621a79e)\" class=\"mask\"><svg width=\"0\" height=\"0\"><defs><clipPath id=\"el-cab5dc4e-70e7-446a-9516-9aa3a621a79e\" transform=\"scale(1 1.051524710830705)\" clipPathUnits=\"objectBoundingBox\"><path d=\"M 0.50000026,0.78688566 0.19262278,0.95082018 0.2500004,0.6065577 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2130w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-2048x681.png 2048w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1536x511.png 1536w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-1024x340.png 1024w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-768x255.png 768w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-300x100.png 300w,https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/07\/InterviewBit-White-2-150x50.png 150w\" sizes=\"(min-width: 1024px) 20vh, 44vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:3.23625%;width:19.66019%;height:45.79288%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" id=\"el-688d6104-4e44-45b2-9026-a9c8513ff7a1\">\n<h1 id=\"\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:49.876543209876516% 0;font-family:&quot;Poppins&quot;,sans-serif;font-size:3.268608em;line-height:1;text-align:initial;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #003bad\">\u201c<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:1.69903%;top:25.56634%;width:88.34951%;height:26.69903%;opacity:1\">\n<div id=\"anim-a6ef7e66-ce71-4c78-9836-a2a23895f795\" 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-961731c3-36a0-46ef-a18e-869c47ed1de8\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -230.4377%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" id=\"el-9c662a3a-6e36-495a-a86a-ba389c556fe8\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.4423076923076923% 0;font-family:&quot;Poppins&quot;,sans-serif;font-size:0.566343em;line-height:1.1;text-align:initial;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Scaler&nbsp;<\/span><br \/>\n<span style=\"font-weight: 700; color: #fff\">Data Science &amp; Machine Learning Program<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:1.69903%;top:53.72168%;width:90.53398%;height:26.69903%;opacity:1\">\n<div id=\"anim-180de7fe-2a96-46e3-8f7d-6e821c32c099\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div 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0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.372168em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #fff\">Ready to level up your data science skills? Join Scaler to become a master of data science and machine learning. Book a <\/span><span style=\"color: #347eff\">Free live class<\/span><span style=\"color: #fff\"> now.<\/span><\/p>\n<p><span style=\"font-weight: 700; color: #347eff\">Next Batch starts mid- JULY!<\/span><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-page-outlink layout=\"nodisplay\" cta-image=\"https:\/\/assets-v2.scaler.com\/assets\/scaler\/webp\/scaler-dsml-meta-image-4fe104ec3c2fea4f8d3038c7fe4d76f21c182d0b88cc3f1881421b3f502542e6.webp.gz\"><a href=\"https:\/\/www.scaler.com\/data-science-course\/?utm_source=ib&amp;utm_medium=webstories&amp;utm_campaign=how-machine-learning-models-can-be-used-for-fraud-detection_data-science-course\" rel=\"\">SWIPE UP<\/a><\/amp-story-page-outlink><\/amp-story-page><\/amp-story><\/body><\/html><\/p>\n","protected":false},"excerpt":{"rendered":"In this web story, we will take a closer look at how machine learning models can be used to detect fraud.\n","protected":false},"author":21,"featured_media":20362,"template":"","meta":{"_daextam_enable_autolinks":"","web_stories_products":[],"web_stories_publisher_logo":1082,"web_stories_poster":[]},"web_story_category":[1971],"web_story_tag":[2989,1777,2991,2988,2990],"amp_enabled":false,"story_data":{"version":46,"pages":[{"elements":[{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"x":48,"y":0,"width":330,"height":412,"mask":{"type":"rectangle"},"isBackground":true,"type":"image","id":"bf9a3304-1a1b-49fa-a297-bea3d3df34c3","scale":100,"focalX":50,"focalY":50,"resource":{"type":"image","mimeType":"image\/jpeg","width":2765,"height":3456,"sizes":{"full":{"file":"media\/unsplash:zwd435-ewb4","sourceUrl":"https:\/\/images.unsplash.com\/photo-1620712943543-bcc4688e7485?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw1fHxtYWNoaW5lJTIwbGVhcm5pbmd8ZW58MHx8fHwxNjg2Njc5MzQxfDA&ixlib=rb-4.0.3&fm=jpg&w=2765&h=3456&fit=max","mimeType":"image\/jpeg","width":2765,"height":3456},"large":{"file":"media\/unsplash:zwd435-ewb4","sourceUrl":"https:\/\/images.unsplash.com\/photo-1620712943543-bcc4688e7485?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw1fHxtYWNoaW5lJTIwbGVhcm5pbmd8ZW58MHx8fHwxNjg2Njc5MzQxfDA&ixlib=rb-4.0.3&fm=jpg&w=2212&h=2765&fit=max","mimeType":"image\/jpeg","width":2212,"height":2765},"1659_2074":{"file":"media\/unsplash:zwd435-ewb4","sourceUrl":"https:\/\/images.unsplash.com\/photo-1620712943543-bcc4688e7485?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw1fHxtYWNoaW5lJTIwbGVhcm5pbmd8ZW58MHx8fHwxNjg2Njc5MzQxfDA&ixlib=rb-4.0.3&fm=jpg&w=1659&h=2074&fit=max","mimeType":"image\/jpeg","width":1659,"height":2074},"1106_1382":{"file":"media\/unsplash:zwd435-ewb4","sourceUrl":"https:\/\/images.unsplash.com\/photo-1620712943543-bcc4688e7485?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw1fHxtYWNoaW5lJTIwbGVhcm5pbmd8ZW58MHx8fHwxNjg2Njc5MzQxfDA&ixlib=rb-4.0.3&fm=jpg&w=1106&h=1382&fit=max","mimeType":"image\/jpeg","width":1106,"height":1382},"553_691":{"file":"media\/unsplash:zwd435-ewb4","sourceUrl":"https:\/\/images.unsplash.com\/photo-1620712943543-bcc4688e7485?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw1fHxtYWNoaW5lJTIwbGVhcm5pbmd8ZW58MHx8fHwxNjg2Njc5MzQxfDA&ixlib=rb-4.0.3&fm=jpg&w=553&h=691&fit=max","mimeType":"image\/jpeg","width":553,"height":691},"web_stories_thumbnail":{"file":"media\/unsplash:zwd435-ewb4","sourceUrl":"https:\/\/images.unsplash.com\/photo-1620712943543-bcc4688e7485?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw1fHxtYWNoaW5lJTIwbGVhcm5pbmd8ZW58MHx8fHwxNjg2Njc5MzQxfDA&ixlib=rb-4.0.3&fm=jpg&w=340&h=425&fit=max","mimeType":"image\/jpeg","width":340,"height":425}},"isPlaceholder":false,"isExternal":true,"needsProxy":false,"id":"media\/unsplash:zwd435-ewb4","baseColor":"#262626","blurHash":"LNEoY^E2x]WX}9X9MdRj$*ozI;WV","creationDate":"2021-05-11T06:04:12Z","src":"https:\/\/images.unsplash.com\/photo-1620712943543-bcc4688e7485?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw1fHxtYWNoaW5lJTIwbGVhcm5pbmd8ZW58MHx8fHwxNjg2Njc5MzQxfDA&ixlib=rb-4.0.3&fm=jpg&w=2765&h=3456&fit=max","alt":"black 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