{"id":9023,"date":"2023-06-27T13:00:00","date_gmt":"2023-06-27T13:00:00","guid":{"rendered":"https:\/\/testgrid.io\/blog\/?post_type=web-story&#038;p=9023"},"modified":"2023-12-19T07:44:52","modified_gmt":"2023-12-19T07:44:52","slug":"machine-learning-based-fault-localisation-in-automation-testing","status":"publish","type":"web-story","link":"https:\/\/testgrid.io\/blog\/web-stories\/machine-learning-based-fault-localisation-in-automation-testing\/","title":{"rendered":"Machine Learning-Based Fault Localisation in Automation Testing"},"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><script async=\"\" src=\"https:\/\/cdn.ampproject.org\/v0\/amp-video-0.1.js\" 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href=\"https:\/\/testgrid.io\/blog\/web-stories\/machine-learning-based-fault-localisation-in-automation-testing\/\"\/><meta name=\"web-stories-replace-head-end\"\/><\/head><body><amp-story standalone=\"\" publisher=\"TestGrid | Blog\" publisher-logo-src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2021\/07\/cropped-logo-ic.png\" title=\"Machine Learning-Based Fault Localisation in Automation Testing\" poster-portrait-src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/06\/cropped-1-50-640x853.png\"><amp-story-page id=\"9bd3a71a-f20b-47b0-835a-51621e623dbd\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-7a2c9ea5-0df1-4ffa-a920-18c36dc20a5c\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":1100,\"duration\":300,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script 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srcSet=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Web-ifo-2-white.png 719w,https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Web-ifo-2-white-300x38.png 300w,https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Web-ifo-2-white-150x19.png 150w\" sizes=\"(min-width: 1024px) 23vh, 50vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:26.21359%;top:93.20388%;width:47.57282%;height:3.72168%;opacity:1\">\n<div id=\"anim-7a2c9ea5-0df1-4ffa-a920-18c36dc20a5c\" 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-8e54061b-b1c4-4106-8507-fb0ebeefb822\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\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-938b0d8c-531b-4f6b-878e-ef034e725eda\">\n<div style=\"position:absolute;width:100%;height:107.2585%;left:0%;top:-3.62925%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Email-info-2-white.png\" alt=\"Email info 2 white\" srcSet=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Email-info-2-white.png 723w\" sizes=\"(min-width: 1024px) 21vh, 48vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:15.7767%;top:53.07443%;width:68.68932%;height:32.03883%;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-7c76242f-6b3e-4aeb-b9de-51cb5030a6c7\">\n<h1 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.5300353356890459% 0;font-family:&quot;Poppins&quot;,sans-serif;font-size:0.485437em;line-height:1.3;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Machine Learning-Based <\/span><span style=\"font-weight: 700; color: #65e5c9\">Fault Localisation <\/span><span style=\"font-weight: 700; color: #fff\">in Automation Testing<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"c7753d25-0943-4ccf-9b47-6e45e1d45870\" auto-advance-after=\"el-ac7d7d32-be81-42d5-ac9c-83a20600d8ce-media\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script 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style=\"position:absolute;pointer-events:none;left:20.50971%;top:2.75081%;width:59.46602%;height:6.6343%;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-31f6531c-fd09-4dac-aa88-c1125b13d455\">\n<div style=\"position:absolute;width:100%;height:101.04341%;left:0%;top:-0.52171%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/TG-Logo-White.png\" alt=\"TG Logo White\" srcSet=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/TG-Logo-White.png 893w,https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/TG-Logo-White-768x130.png 768w\" sizes=\"(min-width: 1024px) 27vh, 59vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:8.49515%;top:33.49515%;width:83.00971%;height:41.74757%;opacity:1\">\n<div id=\"anim-37a9511c-515d-4e7e-bc83-017f71886f47\" 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-060e8ae7-51bf-46c3-8297-77a7936dc481\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 181.48149%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5847953216374269% 0.5847953216374269% 0.5847953216374269% 0.5847953216374269% \/ 0.7751937984496124% 0.7751937984496124% 0.7751937984496124% 0.7751937984496124%\" id=\"el-a4720ca4-b180-4059-b3c9-4ec5086ef995\">\n<h3 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.9649122807017546% 0;font-family:&quot;Lato&quot;,sans-serif;font-size:0.355987em;line-height:1.5;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #fff\">Machine learning has revolutionised the field of software testing by offering advanced techniques for fault localisation. This story explores the use of machine learning algorithms to pinpoint faults in automation testing.&nbsp;<\/span><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:26.21359%;top:94.82201%;width:47.57282%;height:3.72168%;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-9f1c6520-637f-42c0-b5d6-a44ec626eb55\">\n<div style=\"position:absolute;width:100%;height:107.2585%;left:0%;top:-3.62925%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Email-info-2-white.png\" alt=\"Email info 2 white\" srcSet=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Email-info-2-white.png 723w\" sizes=\"(min-width: 1024px) 21vh, 48vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:24.87864%;top:86.40777%;width:50.24272%;height:4.20712%;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-ab9c903d-295c-44f6-8b5d-8c648aebb6e5\">\n<div style=\"position:absolute;width:100%;height:100.76495%;left:0%;top:-0.38247%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Web-ifo-2-white.png\" alt=\"Web ifo 2 white\" srcSet=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Web-ifo-2-white.png 719w,https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Web-ifo-2-white-300x38.png 300w,https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Web-ifo-2-white-150x19.png 150w\" sizes=\"(min-width: 1024px) 23vh, 50vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:9.2233%;top:17.96117%;width:81.31068%;height:5.82524%;opacity:1\">\n<div id=\"anim-28f54f7c-f22a-4533-b84d-ce31f709958b\" 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-f9683000-252d-4e62-a749-03c067413744\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5970149253731344% 0.5970149253731344% 0.5970149253731344% 0.5970149253731344% \/ 5.555555555555555% 5.555555555555555% 5.555555555555555% 5.555555555555555%\" id=\"el-d3b810d9-a2e9-4e3e-bdab-2c5407fc550f\">\n<h2 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0% 0;font-family:&quot;Lato&quot;,sans-serif;font-size:0.485437em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #65e5c9\">Introduction<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"2cc667ad-cb61-47a5-966d-25f8fe8ac999\" auto-advance-after=\"el-1eecfab1-b8a1-4db4-9688-e14928b16bf8-media\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-ad2c37c0-5786-407d-a763-64fe9cc59dde\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":100,\"duration\":500,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-a50250eb-e36b-4e34-b592-0e160eab747d\",\"keyframes\":{\"transform\":[\"scale(0.3333333333333333)\",\"scale(1)\"]},\"delay\":100,\"duration\":500,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-36f9cb2f-b9a3-4108-a24d-fc92b358312d\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":550,\"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-1ddb3dfb-62d3-4cf9-8a0e-4422d51c189e\",\"keyframes\":{\"transform\":[\"translate3d(0px, 189.43209%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":550,\"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-05213cc6-93fd-4fef-94a6-f7fdfd0f1979\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":1000,\"duration\":300,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-92c5750d-4234-4671-bfe6-acbfd62ff1ba\",\"keyframes\":{\"transform\":[\"scale(0.3333333333333333)\",\"scale(1)\"]},\"delay\":1000,\"duration\":300,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-a9dd863a-df2b-4575-ac0a-0be951c3c11b\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":1100,\"duration\":300,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-6744954a-f01a-4186-9155-cecc9c15698e\",\"keyframes\":{\"transform\":[\"scale(0.3333333333333333)\",\"scale(1)\"]},\"delay\":1100,\"duration\":300,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/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:#041955\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-1eecfab1-b8a1-4db4-9688-e14928b16bf8\">\n<div style=\"position:absolute;width:316.2963%;height:100%;left:-172.83069%;top:0%\" data-leaf-element=\"true\"><amp-video autoPlay=\"autoplay\" poster=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/04\/videoplayback-poster.jpeg\" artwork=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/04\/videoplayback-poster.jpeg\" title=\"videoplayback\" alt=\"videoplayback\" layout=\"fill\" noaudio=\"noaudio\" id=\"el-1eecfab1-b8a1-4db4-9688-e14928b16bf8-media\"><source type=\"video\/mp4\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/04\/videoplayback.mp4\"\/><\/amp-video><\/div>\n<div class=\"element-overlay-area\" style=\"background-color:rgba(0,0,0,0.2)\"><\/div>\n<\/div>\n<\/div>\n<div class=\"page-background-overlay-area\" style=\"background-color:rgba(0,0,0,0.2)\"><\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:17.71845%;top:18.28479%;width:64.56311%;height:15.69579%;opacity:1\">\n<div id=\"anim-ad2c37c0-5786-407d-a763-64fe9cc59dde\" 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-a50250eb-e36b-4e34-b592-0e160eab747d\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7518796992481203% 0.7518796992481203% 0.7518796992481203% 0.7518796992481203% \/ 2.0618556701030926% 2.0618556701030926% 2.0618556701030926% 2.0618556701030926%\" id=\"el-b7e61f37-91e1-422b-9e18-3708c3bf4fee\">\n<h2 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0% 0;font-family:&quot;Lato&quot;,sans-serif;font-size:0.436893em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #65e5c9\">Understanding the Importance of Fault Localisation<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:20.50971%;top:2.75081%;width:59.46602%;height:6.6343%;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-4bb555aa-e5d2-4193-ba4d-cdb416bd993a\">\n<div style=\"position:absolute;width:100%;height:101.04341%;left:0%;top:-0.52171%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/TG-Logo-White.png\" alt=\"TG Logo White\" srcSet=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/TG-Logo-White.png 893w,https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/TG-Logo-White-768x130.png 768w\" sizes=\"(min-width: 1024px) 27vh, 59vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:8.49515%;top:40.29126%;width:83.00971%;height:36.40777%;opacity:1\">\n<div id=\"anim-36f9cb2f-b9a3-4108-a24d-fc92b358312d\" 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-1ddb3dfb-62d3-4cf9-8a0e-4422d51c189e\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 189.43209%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5847953216374269% 0.5847953216374269% 0.5847953216374269% 0.5847953216374269% \/ 0.8888888888888888% 0.8888888888888888% 0.8888888888888888% 0.8888888888888888%\" id=\"el-522dc9ca-69f3-447f-8976-bcdd28357343\">\n<h3 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.9649122807017546% 0;font-family:&quot;Lato&quot;,sans-serif;font-size:0.355987em;line-height:1.5;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #fff\">Fault localisation is a critical step in the debugging process. By quickly identifying the root cause of failures, testing teams can expedite the debugging process and reduce the time required for issue resolution.<\/span><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:26.21359%;top:94.82201%;width:47.57282%;height:3.72168%;opacity:1\">\n<div id=\"anim-a9dd863a-df2b-4575-ac0a-0be951c3c11b\" 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-6744954a-f01a-4186-9155-cecc9c15698e\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\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-2d9f326f-b46f-4a35-a17d-c2327e9621c9\">\n<div style=\"position:absolute;width:100%;height:107.2585%;left:0%;top:-3.62925%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Email-info-2-white.png\" alt=\"Email info 2 white\" srcSet=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Email-info-2-white.png 723w\" sizes=\"(min-width: 1024px) 21vh, 48vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:24.87864%;top:86.40777%;width:50.24272%;height:4.20712%;opacity:1\">\n<div id=\"anim-05213cc6-93fd-4fef-94a6-f7fdfd0f1979\" 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-92c5750d-4234-4671-bfe6-acbfd62ff1ba\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\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-dc2fc086-3de3-48d1-8ee5-61146ceb0e02\">\n<div style=\"position:absolute;width:100%;height:100.76495%;left:0%;top:-0.38247%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Web-ifo-2-white.png\" alt=\"Web ifo 2 white\" srcSet=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Web-ifo-2-white.png 719w,https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Web-ifo-2-white-300x38.png 300w,https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Web-ifo-2-white-150x19.png 150w\" sizes=\"(min-width: 1024px) 23vh, 50vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"28c30710-3266-4bce-8ae6-036368ae156e\" auto-advance-after=\"el-b0bb3d8d-c8c0-438b-8f2d-28abf447e9cf-media\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-7568bcfa-ba5a-41cd-96d6-f2003df49366\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":100,\"duration\":500,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-a3741ed1-ddf1-4d14-bd58-5484ee4a8f85\",\"keyframes\":{\"transform\":[\"scale(0.3333333333333333)\",\"scale(1)\"]},\"delay\":100,\"duration\":500,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-animation 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type=\"application\/json\">[{\"selector\":\"#anim-e8e12906-a6e9-4aa2-9a5e-87d4b0705f0e\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":1000,\"duration\":300,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-308013b2-fb97-402a-a67d-ea508dfbde3d\",\"keyframes\":{\"transform\":[\"scale(0.3333333333333333)\",\"scale(1)\"]},\"delay\":1000,\"duration\":300,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-2e9f5686-a621-4730-a60f-e1db9f9ff0a1\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":1100,\"duration\":300,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-9c407b09-d710-40bc-b01d-215718d99079\",\"keyframes\":{\"transform\":[\"scale(0.3333333333333333)\",\"scale(1)\"]},\"delay\":1100,\"duration\":300,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/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:#041955\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-b0bb3d8d-c8c0-438b-8f2d-28abf447e9cf\">\n<div style=\"position:absolute;width:316.2963%;height:100%;left:-172.83069%;top:0%\" data-leaf-element=\"true\"><amp-video autoPlay=\"autoplay\" poster=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/04\/videoplayback-poster.jpeg\" artwork=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/04\/videoplayback-poster.jpeg\" title=\"videoplayback\" alt=\"videoplayback\" layout=\"fill\" noaudio=\"noaudio\" id=\"el-b0bb3d8d-c8c0-438b-8f2d-28abf447e9cf-media\"><source type=\"video\/mp4\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/04\/videoplayback.mp4\"\/><\/amp-video><\/div>\n<div class=\"element-overlay-area\" style=\"background-color:rgba(0,0,0,0.2)\"><\/div>\n<\/div>\n<\/div>\n<div class=\"page-background-overlay-area\" style=\"background-color:rgba(0,0,0,0.2)\"><\/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:7.52427%;top:20.38835%;width:85.67961%;height:10.35599%;opacity:1\">\n<div id=\"anim-7568bcfa-ba5a-41cd-96d6-f2003df49366\" 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-a3741ed1-ddf1-4d14-bd58-5484ee4a8f85\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.56657223796034% 0.56657223796034% 0.56657223796034% 0.56657223796034% \/ 3.125% 3.125% 3.125% 3.125%\" id=\"el-cdf0492f-519c-4041-908d-2b023f484fed\">\n<h2 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0% 0;font-family:&quot;Lato&quot;,sans-serif;font-size:0.436893em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #65e5c9\">Leveraging Machine Learning for Fault Localisation<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:20.50971%;top:2.75081%;width:59.46602%;height:6.6343%;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-2dafeedb-2ef1-4d16-a823-2ff453e186cb\">\n<div style=\"position:absolute;width:100%;height:101.04341%;left:0%;top:-0.52171%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/TG-Logo-White.png\" alt=\"TG Logo White\" srcSet=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/TG-Logo-White.png 893w,https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/TG-Logo-White-768x130.png 768w\" sizes=\"(min-width: 1024px) 27vh, 59vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:8.98058%;top:40.45307%;width:83.00971%;height:36.40777%;opacity:1\">\n<div id=\"anim-a2e099be-3324-4bf7-b60c-dad34c09ea9f\" 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-f843910c-52c7-4e57-8354-3b8cc67535db\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 188.98765%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5847953216374269% 0.5847953216374269% 0.5847953216374269% 0.5847953216374269% \/ 0.8888888888888888% 0.8888888888888888% 0.8888888888888888% 0.8888888888888888%\" id=\"el-018ce46d-1aa1-4980-91e6-aa411dec8b5d\">\n<h3 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.9649122807017546% 0;font-family:&quot;Lato&quot;,sans-serif;font-size:0.355987em;line-height:1.5;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #fff\">Machine learning enhances the effectiveness and efficiency of fault localisation in automation testing. By using machine learning techniques such as classification, regression, and clustering to analyse test data.&nbsp;<\/span><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:26.21359%;top:94.82201%;width:47.57282%;height:3.72168%;opacity:1\">\n<div id=\"anim-2e9f5686-a621-4730-a60f-e1db9f9ff0a1\" 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-9c407b09-d710-40bc-b01d-215718d99079\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\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-1bcd085a-6022-4be0-a70d-e5f83a836036\">\n<div style=\"position:absolute;width:100%;height:107.2585%;left:0%;top:-3.62925%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Email-info-2-white.png\" alt=\"Email info 2 white\" srcSet=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Email-info-2-white.png 723w\" sizes=\"(min-width: 1024px) 21vh, 48vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:24.87864%;top:86.40777%;width:50.24272%;height:4.20712%;opacity:1\">\n<div id=\"anim-e8e12906-a6e9-4aa2-9a5e-87d4b0705f0e\" 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-308013b2-fb97-402a-a67d-ea508dfbde3d\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\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-13d59025-e325-4e2a-ad1a-f7678c2577d8\">\n<div style=\"position:absolute;width:100%;height:100.76495%;left:0%;top:-0.38247%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Web-ifo-2-white.png\" alt=\"Web ifo 2 white\" srcSet=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Web-ifo-2-white.png 719w,https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Web-ifo-2-white-300x38.png 300w,https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Web-ifo-2-white-150x19.png 150w\" sizes=\"(min-width: 1024px) 23vh, 50vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"d4525d49-21a8-4d85-987c-6c451306266c\" auto-advance-after=\"el-e2c51760-3d61-4aec-b0cd-3ed5cff991d5-media\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-254d78e1-93f5-440e-81c4-8c63eadf80a4\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":100,\"duration\":500,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-8837591f-d7c9-4ceb-84d1-489fb4b5f7bf\",\"keyframes\":{\"transform\":[\"scale(0.3333333333333333)\",\"scale(1)\"]},\"delay\":100,\"duration\":500,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-182ab8e6-5146-45ba-aca9-7c0e468ecbf5\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":550,\"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-20460490-dc86-447c-8017-3210902dd99d\",\"keyframes\":{\"transform\":[\"translate3d(0px, 222.51158%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":550,\"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-6d1afef6-deb4-48a8-a408-4d77d7e30e76\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":1000,\"duration\":300,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-8197c332-757a-4fef-9752-d44e7fa9443c\",\"keyframes\":{\"transform\":[\"scale(0.3333333333333333)\",\"scale(1)\"]},\"delay\":1000,\"duration\":300,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-654444b6-1828-4ddf-acaf-8aca1ad14a41\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":1100,\"duration\":300,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-58a04d19-7361-465f-a253-0292aa2820ed\",\"keyframes\":{\"transform\":[\"scale(0.3333333333333333)\",\"scale(1)\"]},\"delay\":1100,\"duration\":300,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/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:#041955\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-e2c51760-3d61-4aec-b0cd-3ed5cff991d5\">\n<div style=\"position:absolute;width:316.2963%;height:100%;left:-172.83069%;top:0%\" data-leaf-element=\"true\"><amp-video autoPlay=\"autoplay\" poster=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/04\/videoplayback-poster.jpeg\" artwork=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/04\/videoplayback-poster.jpeg\" title=\"videoplayback\" alt=\"videoplayback\" layout=\"fill\" noaudio=\"noaudio\" id=\"el-e2c51760-3d61-4aec-b0cd-3ed5cff991d5-media\"><source type=\"video\/mp4\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/04\/videoplayback.mp4\"\/><\/amp-video><\/div>\n<div class=\"element-overlay-area\" style=\"background-color:rgba(0,0,0,0.2)\"><\/div>\n<\/div>\n<\/div>\n<div class=\"page-background-overlay-area\" style=\"background-color:rgba(0,0,0,0.2)\"><\/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:7.40291%;top:22.81553%;width:85.67961%;height:5.33981%;opacity:1\">\n<div id=\"anim-254d78e1-93f5-440e-81c4-8c63eadf80a4\" 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-8837591f-d7c9-4ceb-84d1-489fb4b5f7bf\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.56657223796034% 0.56657223796034% 0.56657223796034% 0.56657223796034% \/ 6.0606060606060606% 6.0606060606060606% 6.0606060606060606% 6.0606060606060606%\" id=\"el-cf015b8f-0436-438e-8267-49da107aeb9f\">\n<h2 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0% 0;font-family:&quot;Lato&quot;,sans-serif;font-size:0.436893em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #65e5c9\">Collecting Training Data<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:20.50971%;top:2.75081%;width:59.46602%;height:6.6343%;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-12599cd2-dd51-458c-b95d-cac6c9a7c5a7\">\n<div style=\"position:absolute;width:100%;height:101.04341%;left:0%;top:-0.52171%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/TG-Logo-White.png\" alt=\"TG Logo White\" srcSet=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/TG-Logo-White.png 893w,https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/TG-Logo-White-768x130.png 768w\" sizes=\"(min-width: 1024px) 27vh, 59vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:8.49515%;top:40.12945%;width:83.00971%;height:31.06796%;opacity:1\">\n<div id=\"anim-182ab8e6-5146-45ba-aca9-7c0e468ecbf5\" 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-20460490-dc86-447c-8017-3210902dd99d\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 222.51158%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5847953216374269% 0.5847953216374269% 0.5847953216374269% 0.5847953216374269% \/ 1.0416666666666665% 1.0416666666666665% 1.0416666666666665% 1.0416666666666665%\" id=\"el-5d415297-945f-4bea-ab20-adf23940ebaf\">\n<h3 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.9649122807017546% 0;font-family:&quot;Lato&quot;,sans-serif;font-size:0.355987em;line-height:1.5;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #fff\">To enable machine learning-based fault localisation, training data must be collected. &nbsp;The training data serves as the foundation for building accurate fault localisation models.<\/span><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:26.21359%;top:94.82201%;width:47.57282%;height:3.72168%;opacity:1\">\n<div id=\"anim-654444b6-1828-4ddf-acaf-8aca1ad14a41\" 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-58a04d19-7361-465f-a253-0292aa2820ed\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\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-3d21e43d-4029-4aca-96a4-b7ea70a6ba6f\">\n<div style=\"position:absolute;width:100%;height:107.2585%;left:0%;top:-3.62925%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Email-info-2-white.png\" alt=\"Email info 2 white\" srcSet=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Email-info-2-white.png 723w\" sizes=\"(min-width: 1024px) 21vh, 48vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:24.87864%;top:86.40777%;width:50.24272%;height:4.20712%;opacity:1\">\n<div id=\"anim-6d1afef6-deb4-48a8-a408-4d77d7e30e76\" 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-8197c332-757a-4fef-9752-d44e7fa9443c\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\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-fff01f50-d847-43a5-a138-788077e22c53\">\n<div style=\"position:absolute;width:100%;height:100.76495%;left:0%;top:-0.38247%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Web-ifo-2-white.png\" alt=\"Web ifo 2 white\" srcSet=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Web-ifo-2-white.png 719w,https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Web-ifo-2-white-300x38.png 300w,https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Web-ifo-2-white-150x19.png 150w\" sizes=\"(min-width: 1024px) 23vh, 50vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"df5f3083-76c0-488b-87fb-404df567bc22\" auto-advance-after=\"el-e2c51760-3d61-4aec-b0cd-3ed5cff991d5-media\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-2d480d00-61bb-4467-a47c-f14231c2c28c\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":100,\"duration\":500,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-03dd4463-8272-42f6-b55f-292b669fdc78\",\"keyframes\":{\"transform\":[\"scale(0.3333333333333333)\",\"scale(1)\"]},\"delay\":100,\"duration\":500,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-0d0b4aad-37f0-43a6-9747-b4b463fe40a9\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":550,\"duration\":600,\"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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template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#041955\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-e2c51760-3d61-4aec-b0cd-3ed5cff991d5\">\n<div style=\"position:absolute;width:316.2963%;height:100%;left:-172.83069%;top:0%\" data-leaf-element=\"true\"><amp-video autoPlay=\"autoplay\" poster=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/04\/videoplayback-poster.jpeg\" artwork=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/04\/videoplayback-poster.jpeg\" title=\"videoplayback\" alt=\"videoplayback\" layout=\"fill\" noaudio=\"noaudio\" id=\"el-e2c51760-3d61-4aec-b0cd-3ed5cff991d5-media\"><source type=\"video\/mp4\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/04\/videoplayback.mp4\"\/><\/amp-video><\/div>\n<div class=\"element-overlay-area\" style=\"background-color:rgba(0,0,0,0.2)\"><\/div>\n<\/div>\n<\/div>\n<div class=\"page-background-overlay-area\" style=\"background-color:rgba(0,0,0,0.2)\"><\/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:7.28155%;top:20.06472%;width:85.67961%;height:10.35599%;opacity:1\">\n<div id=\"anim-2d480d00-61bb-4467-a47c-f14231c2c28c\" 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-03dd4463-8272-42f6-b55f-292b669fdc78\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.56657223796034% 0.56657223796034% 0.56657223796034% 0.56657223796034% \/ 3.125% 3.125% 3.125% 3.125%\" id=\"el-595a8ddc-0f66-4d73-8ba2-c617282d4527\">\n<h2 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0% 0;font-family:&quot;Lato&quot;,sans-serif;font-size:0.436893em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #65e5c9\">Training and Evaluating Fault Localisation Models<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:20.50971%;top:2.75081%;width:59.46602%;height:6.6343%;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-a12b28ae-2661-40fc-a2a2-53237a273983\">\n<div style=\"position:absolute;width:100%;height:101.04341%;left:0%;top:-0.52171%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/TG-Logo-White.png\" alt=\"TG Logo White\" srcSet=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/TG-Logo-White.png 893w,https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/TG-Logo-White-768x130.png 768w\" sizes=\"(min-width: 1024px) 27vh, 59vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:8.49515%;top:41.10032%;width:83.00971%;height:31.06796%;opacity:1\">\n<div id=\"anim-0d0b4aad-37f0-43a6-9747-b4b463fe40a9\" 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-26c253f2-1bd1-4397-a61b-8f146e24e94e\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 219.38660%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5847953216374269% 0.5847953216374269% 0.5847953216374269% 0.5847953216374269% \/ 1.0416666666666665% 1.0416666666666665% 1.0416666666666665% 1.0416666666666665%\" id=\"el-6d7c48cd-b06a-4535-b956-0e96cb2b8989\">\n<h3 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.9649122807017546% 0;font-family:&quot;Lato&quot;,sans-serif;font-size:0.355987em;line-height:1.5;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #fff\">The techniques such as supervised learning, feature engineering, and cross-validation. Rigorous model evaluation ensures the accuracy and reliability of the fault localisation process.<\/span><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:26.21359%;top:94.82201%;width:47.57282%;height:3.72168%;opacity:1\">\n<div id=\"anim-5738533d-10c0-4c0a-a47b-5dc909530db7\" 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-6a02d9c8-c79d-48f6-9b34-ceb627cf9c68\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\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-3f1fab41-579c-4611-8513-0ab8cef7c899\">\n<div style=\"position:absolute;width:100%;height:107.2585%;left:0%;top:-3.62925%\" 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poster=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/04\/videoplayback-poster.jpeg\" artwork=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/04\/videoplayback-poster.jpeg\" title=\"videoplayback\" alt=\"videoplayback\" layout=\"fill\" noaudio=\"noaudio\" id=\"el-e2c51760-3d61-4aec-b0cd-3ed5cff991d5-media\"><source type=\"video\/mp4\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/04\/videoplayback.mp4\"\/><\/amp-video><\/div>\n<div class=\"element-overlay-area\" style=\"background-color:rgba(0,0,0,0.2)\"><\/div>\n<\/div>\n<\/div>\n<div class=\"page-background-overlay-area\" style=\"background-color:rgba(0,0,0,0.2)\"><\/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:7.28155%;top:18.12298%;width:85.67961%;height:15.69579%;opacity:1\">\n<div id=\"anim-6eaa6cee-ad53-4aaa-a31f-bc47530c81a2\" 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-bd61a2c7-6ef5-4da2-a1ce-df31791db042\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.56657223796034% 0.56657223796034% 0.56657223796034% 0.56657223796034% \/ 2.0618556701030926% 2.0618556701030926% 2.0618556701030926% 2.0618556701030926%\" id=\"el-a3f6b510-ba06-4de8-96bc-b9edef26cd27\">\n<h2 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0% 0;font-family:&quot;Lato&quot;,sans-serif;font-size:0.436893em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #65e5c9\">Implementing Fault Localisation in Automation Testing<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:20.50971%;top:2.75081%;width:59.46602%;height:6.6343%;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-aaf39c6f-2e42-40e8-9dc0-6dfc68769c96\">\n<div style=\"position:absolute;width:100%;height:101.04341%;left:0%;top:-0.52171%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/TG-Logo-White.png\" alt=\"TG Logo White\" srcSet=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/TG-Logo-White.png 893w,https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/TG-Logo-White-768x130.png 768w\" sizes=\"(min-width: 1024px) 27vh, 59vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:8.49515%;top:42.55663%;width:83.00971%;height:36.40777%;opacity:1\">\n<div id=\"anim-56c8baf5-efac-45be-8162-971b32f234f0\" 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-6db14199-a878-48c9-a194-b2f332414714\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 183.20988%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5847953216374269% 0.5847953216374269% 0.5847953216374269% 0.5847953216374269% \/ 0.8888888888888888% 0.8888888888888888% 0.8888888888888888% 0.8888888888888888%\" id=\"el-8bd74ffb-01e0-46ca-b44c-2f96d899f487\">\n<h3 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.9649122807017546% 0;font-family:&quot;Lato&quot;,sans-serif;font-size:0.355987em;line-height:1.5;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #fff\">The integration of the fault localisation models into the testing framework, the interpretation of results, and the collaboration between testing teams and developers for efficient issue resolution.<\/span><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:26.21359%;top:94.82201%;width:47.57282%;height:3.72168%;opacity:1\">\n<div id=\"anim-3c9ecc9c-e147-407d-9f92-4815aff80eea\" 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-5b95f587-8ddc-4149-b940-3f068c40d8cd\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\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-f4d5cff8-a2a4-46d0-b6b0-78ac02e93a0f\">\n<div style=\"position:absolute;width:100%;height:107.2585%;left:0%;top:-3.62925%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Email-info-2-white.png\" alt=\"Email info 2 white\" 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template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#041955\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-ba258867-b8f8-49be-9039-9b6105502c0b\">\n<div style=\"position:absolute;width:316.2963%;height:100%;left:-172.83069%;top:0%\" data-leaf-element=\"true\"><amp-video autoPlay=\"autoplay\" poster=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/04\/videoplayback-poster.jpeg\" artwork=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/04\/videoplayback-poster.jpeg\" title=\"videoplayback\" alt=\"videoplayback\" layout=\"fill\" noaudio=\"noaudio\" id=\"el-ba258867-b8f8-49be-9039-9b6105502c0b-media\"><source type=\"video\/mp4\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/04\/videoplayback.mp4\"\/><\/amp-video><\/div>\n<div class=\"element-overlay-area\" style=\"background-color:rgba(0,0,0,0.2)\"><\/div>\n<\/div>\n<\/div>\n<div class=\"page-background-overlay-area\" style=\"background-color:rgba(0,0,0,0.2)\"><\/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:7.28155%;top:18.12298%;width:85.67961%;height:15.69579%;opacity:1\">\n<div id=\"anim-33e0b091-801e-436f-8739-7545182c99bf\" 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-153b368a-4a2b-4199-bed8-2ae4cd354b24\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.56657223796034% 0.56657223796034% 0.56657223796034% 0.56657223796034% \/ 2.0618556701030926% 2.0618556701030926% 2.0618556701030926% 2.0618556701030926%\" id=\"el-7475b3f4-0654-4b7f-93ae-baa6a619419d\">\n<h2 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0% 0;font-family:&quot;Lato&quot;,sans-serif;font-size:0.436893em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #65e5c9\">Benefits and Considerations of Machine Learning-Based Fault Localisation<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:20.50971%;top:2.75081%;width:59.46602%;height:6.6343%;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-61e4b153-ac3c-46f5-8e86-d05c44e2007c\">\n<div style=\"position:absolute;width:100%;height:101.04341%;left:0%;top:-0.52171%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/TG-Logo-White.png\" alt=\"TG Logo White\" srcSet=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/TG-Logo-White.png 893w,https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/TG-Logo-White-768x130.png 768w\" sizes=\"(min-width: 1024px) 27vh, 59vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:8.49515%;top:42.55663%;width:83.00971%;height:31.06796%;opacity:1\">\n<div id=\"anim-8a017189-c5f9-426e-8eb3-3162cf377150\" 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-09a1d8a0-bc95-4506-90eb-8bc332dc3697\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 214.69910%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5847953216374269% 0.5847953216374269% 0.5847953216374269% 0.5847953216374269% \/ 1.0416666666666665% 1.0416666666666665% 1.0416666666666665% 1.0416666666666665%\" id=\"el-c0905072-65c7-49e6-a33d-25776eb51bff\">\n<h3 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.9649122807017546% 0;font-family:&quot;Lato&quot;,sans-serif;font-size:0.355987em;line-height:1.5;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #fff\">The improved accuracy and speed of fault identification, potential challenges in model training and maintenance, and the importance of a comprehensive testing strategy.<\/span><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:26.21359%;top:94.82201%;width:47.57282%;height:3.72168%;opacity:1\">\n<div id=\"anim-facd6ff5-bd2f-4cc2-8799-49583b825465\" 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-8c369bd9-9243-4897-bd5a-42cb262070c9\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\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-9aedfd73-e8c7-485d-9802-b8b49497f653\">\n<div style=\"position:absolute;width:100%;height:107.2585%;left:0%;top:-3.62925%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Email-info-2-white.png\" alt=\"Email info 2 white\" srcSet=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Email-info-2-white.png 723w\" sizes=\"(min-width: 1024px) 21vh, 48vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:24.87864%;top:86.08414%;width:50.24272%;height:4.20712%;opacity:1\">\n<div id=\"anim-8d279920-0a59-42a0-b556-dd6a07cfb4d7\" 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-b835bb46-c380-44ce-9201-392a790d0506\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\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-9e5d299e-7f47-45ef-bded-31b0446680b0\">\n<div style=\"position:absolute;width:100%;height:100.76495%;left:0%;top:-0.38247%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Web-ifo-2-white.png\" alt=\"Web ifo 2 white\" srcSet=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Web-ifo-2-white.png 719w,https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Web-ifo-2-white-300x38.png 300w,https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Web-ifo-2-white-150x19.png 150w\" sizes=\"(min-width: 1024px) 23vh, 50vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"71938753-6856-4804-9ae1-579f80d3202a\" auto-advance-after=\"el-cc0aee55-e187-4bb7-86fd-dcee6f98710b-media\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-6de33d5a-b75b-4b02-ba90-6af43dba20f3\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":100,\"duration\":500,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-ec8aa2ca-3de6-45fd-b38f-7d8eccb34fb4\",\"keyframes\":{\"transform\":[\"scale(0.3333333333333333)\",\"scale(1)\"]},\"delay\":100,\"duration\":500,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-08eadfa1-b96a-41b8-ab76-0891df1309d6\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":550,\"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-46222c12-d9da-47d4-b513-5648dfb7bf7b\",\"keyframes\":{\"transform\":[\"translate3d(0px, 165.93868%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":550,\"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-5c6f2ff4-a574-4da8-b871-45f397aa55b9\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":1100,\"duration\":300,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-c84d06d6-3ed4-437b-885f-455b4318e7b5\",\"keyframes\":{\"transform\":[\"scale(0.3333333333333333)\",\"scale(1)\"]},\"delay\":1100,\"duration\":300,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-05273ca2-9d64-4860-ad31-ec2f44b42a56\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":1000,\"duration\":300,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-a9dac3ed-a09f-4b20-b32f-c7ff1a9da93f\",\"keyframes\":{\"transform\":[\"scale(0.3333333333333333)\",\"scale(1)\"]},\"delay\":1000,\"duration\":300,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/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:#041955\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-cc0aee55-e187-4bb7-86fd-dcee6f98710b\">\n<div style=\"position:absolute;width:316.2963%;height:100%;left:-172.83069%;top:0%\" data-leaf-element=\"true\"><amp-video autoPlay=\"autoplay\" poster=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/04\/videoplayback-poster.jpeg\" artwork=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/04\/videoplayback-poster.jpeg\" title=\"videoplayback\" alt=\"videoplayback\" layout=\"fill\" noaudio=\"noaudio\" id=\"el-cc0aee55-e187-4bb7-86fd-dcee6f98710b-media\"><source type=\"video\/mp4\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/04\/videoplayback.mp4\"\/><\/amp-video><\/div>\n<div class=\"element-overlay-area\" style=\"background-color:rgba(0,0,0,0.2)\"><\/div>\n<\/div>\n<\/div>\n<div class=\"page-background-overlay-area\" style=\"background-color:rgba(0,0,0,0.2)\"><\/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:7.16019%;top:18.60841%;width:85.67961%;height:6.31068%;opacity:1\">\n<div id=\"anim-6de33d5a-b75b-4b02-ba90-6af43dba20f3\" 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-ec8aa2ca-3de6-45fd-b38f-7d8eccb34fb4\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.56657223796034% 0.56657223796034% 0.56657223796034% 0.56657223796034% \/ 5.128205128205128% 5.128205128205128% 5.128205128205128% 5.128205128205128%\" id=\"el-1e08472a-b80d-4f2f-ba1d-dfc2f85f8894\">\n<h2 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0% 0;font-family:&quot;Lato&quot;,sans-serif;font-size:0.517799em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #65e5c9\">Conclusion<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:20.50971%;top:2.75081%;width:59.46602%;height:6.6343%;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-48b7fe06-3be5-47ac-8d2f-20244ec3337d\">\n<div style=\"position:absolute;width:100%;height:101.04341%;left:0%;top:-0.52171%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/TG-Logo-White.png\" alt=\"TG Logo White\" srcSet=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/TG-Logo-White.png 893w,https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/TG-Logo-White-768x130.png 768w\" sizes=\"(min-width: 1024px) 27vh, 59vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:8.98058%;top:31.39159%;width:83.00971%;height:46.92557%;opacity:1\">\n<div id=\"anim-08eadfa1-b96a-41b8-ab76-0891df1309d6\" 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-46222c12-d9da-47d4-b513-5648dfb7bf7b\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 165.93868%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.5847953216374269% 0.5847953216374269% 0.5847953216374269% 0.5847953216374269% \/ 0.6896551724137931% 0.6896551724137931% 0.6896551724137931% 0.6896551724137931%\" id=\"el-1744ddd0-1859-49eb-aa73-150d17774fb8\">\n<h3 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.9649122807017546% 0;font-family:&quot;Lato&quot;,sans-serif;font-size:0.355987em;line-height:1.5;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #fff\">Machine learning-based fault localisation brings a new level of efficiency and accuracy to automation testing. By leveraging data analysis and pattern recognition techniques, testing teams can effectively identify faults and expedite the debugging process.<\/span><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:26.21359%;top:94.82201%;width:47.57282%;height:3.72168%;opacity:1\">\n<div id=\"anim-5c6f2ff4-a574-4da8-b871-45f397aa55b9\" 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-c84d06d6-3ed4-437b-885f-455b4318e7b5\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(0.3333333333333333)\">\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-d2cf0542-2fe9-40f9-b8e8-33022d6a793e\">\n<div style=\"position:absolute;width:100%;height:107.2585%;left:0%;top:-3.62925%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Email-info-2-white.png\" alt=\"Email info 2 white\" srcSet=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2023\/03\/Email-info-2-white.png 723w\" sizes=\"(min-width: 1024px) 21vh, 48vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:24.87864%;top:86.08414%;width:50.24272%;height:4.20712%;opacity:1\">\n<div id=\"anim-05273ca2-9d64-4860-ad31-ec2f44b42a56\" 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-a9dac3ed-a09f-4b20-b32f-c7ff1a9da93f\" class=\"animation-wrapper\" 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id=\"el-70e941a8-23c4-41d1-89da-18e3edd2f46f\">\n<h1 class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1763464630225076% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.631068em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #65e5c9\">SIGNUP NOW!<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:20.26699%;top:65.21036%;width:59.46602%;height:6.6343%;opacity:1\">\n<div id=\"anim-d8812822-a28c-40ba-a077-bf20d826f650\" 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-d05b2c7d-ede9-41b4-8bf2-eb51b918a958\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, 663.95701%, 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color: #fff\">TestOS<\/span><br \/>\n<span style=\"color: #fff\">Best Operating System for All Your Testing Needs<\/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\"><a href=\"https:\/\/public2.testgrid.io\/signup?utm_source=webstory-organic&amp;utm_medium=webstory&amp;utm_campaign=webstory-organic-lead\" rel=\"\">Learn more<\/a><\/amp-story-page-outlink><\/amp-story-page><\/amp-story><\/body><\/html><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Machine learning-based fault localization brings a new level of efficiency and accuracy to automation testing. 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