{"id":6879,"date":"2024-03-21T09:29:53","date_gmt":"2024-03-21T09:29:53","guid":{"rendered":"https:\/\/www.pickl.ai\/blog\/?post_type=web-story&#038;p=6879"},"modified":"2024-03-21T09:29:54","modified_gmt":"2024-03-21T09:29:54","slug":"unsupervised-learning-unleash-the-hidden-patterns","status":"publish","type":"web-story","link":"https:\/\/www.pickl.ai\/blog\/web-stories\/unsupervised-learning-unleash-the-hidden-patterns\/","title":{"rendered":"Unsupervised Learning: Unleash the hidden patterns!"},"content":{"rendered":"<p><html amp=\"\" lang=\"en\"><head><meta charSet=\"utf-8\"\/><meta name=\"viewport\" content=\"width=device-width,minimum-scale=1,initial-scale=1\"\/><script async=\"\" src=\"https:\/\/cdn.ampproject.org\/v0.js\"><\/script><script async=\"\" src=\"https:\/\/cdn.ampproject.org\/v0\/amp-story-1.0.js\" custom-element=\"amp-story\"><\/script><link href=\"https:\/\/fonts.googleapis.com\/css2?display=swap&amp;family=Roboto%3Awght%40700&amp;family=Alegreya%3Awght%40700\" rel=\"stylesheet\"\/>\n<style amp-boilerplate=\"\">body{-webkit-animation:-amp-start 8s steps(1,end) 0s 1 normal both;-moz-animation:-amp-start 8s steps(1,end) 0s 1 normal both;-ms-animation:-amp-start 8s steps(1,end) 0s 1 normal both;animation:-amp-start 8s steps(1,end) 0s 1 normal both}@-webkit-keyframes -amp-start{from{visibility:hidden}to{visibility:visible}}@-moz-keyframes -amp-start{from{visibility:hidden}to{visibility:visible}}@-ms-keyframes -amp-start{from{visibility:hidden}to{visibility:visible}}@-o-keyframes -amp-start{from{visibility:hidden}to{visibility:visible}}@keyframes -amp-start{from{visibility:hidden}to{visibility:visible}}<\/style>\n<p><noscript><\/p>\n<style amp-boilerplate=\"\">body{-webkit-animation:none;-moz-animation:none;-ms-animation:none;animation:none}<\/style>\n<p><\/noscript><\/p>\n<style amp-custom=\"\">\n              h1, h2, h3 { font-weight: normal; }<\/p>\n<p>              amp-story-page {\n                background-color: #131516;\n              }<\/p>\n<p>              amp-story-grid-layer {\n                overflow: visible;\n              }<\/p>\n<p>              @media (max-aspect-ratio: 9 \/ 16)  {\n                @media (min-aspect-ratio: 320 \/ 678) {\n                  amp-story-grid-layer.grid-layer {\n                    margin-top: calc((100% \/ 0.5625 - 100% \/ 0.6666666666666666) \/ 2);\n                  }\n                }\n              }<\/p>\n<p>              @media not all and (min-resolution:.001dpcm) {\n                @media {\n                  p.text-wrapper > span {\n                    font-size: calc(100% - 0.5px);\n                  }\n                }\n              }<\/p>\n<p>              .page-fullbleed-area,\n              .page-background-overlay-area {\n                position: absolute;\n                overflow: hidden;\n                width: 100%;\n                left: 0;\n                height: calc(1.1851851851851851 * 100%);\n                top: calc((1 - 1.1851851851851851) * 100% \/ 2);\n              }<\/p>\n<p>              .element-overlay-area {\n                position: absolute;\n                width: 100%;\n                height: 100%;\n                top: 0;\n                left: 0;\n              }<\/p>\n<p>              .page-safe-area {\n                overflow: visible;\n                position: absolute;\n                top: 0;\n                bottom: 0;\n                left: 0;\n                right: 0;\n                width: 100%;\n                height: calc(0.84375 * 100%);\n                margin: auto 0;\n              }<\/p>\n<p>              .mask {\n                position: absolute;\n                overflow: hidden;\n              }<\/p>\n<p>              .fill {\n                position: absolute;\n                top: 0;\n                left: 0;\n                right: 0;\n                bottom: 0;\n                margin: 0;\n              }<\/p>\n<p>              @media (prefers-reduced-motion: no-preference) {\n                .animation-wrapper {\n                  opacity: var(--initial-opacity);\n                  transform: var(--initial-transform);\n                }\n              }<\/p>\n<p>              amp-story-grid-layer.align-bottom {\n                align-content: end;\n                padding: 0;\n                \/* \n                  AMP CTA Layer will exactly occupy 74px regardless of any device.\n                  To space out captions 74px from the BOTTOM (AMP CTA Layer),\n                  74px from the TOP should also be spaced out and thus: 2 * 74px\n                  will be the desired max-height.\n                *\/\n                max-height: calc(100vh - (2 * 74px));\n              }<\/p>\n<p>              .captions-area {\n                padding: 0 32px 0;\n              }<\/p>\n<p>              amp-story-captions {\n                margin-bottom: 16px;\n                text-align: center;\n              }\n              <\/style>\n<p><meta name=\"web-stories-replace-head-start\"\/><title>Unsupervised Learning: Unleash the hidden patterns!<\/title><link rel=\"canonical\" href=\"https:\/\/pickl.ai\/blog\/?post_type=web-story&amp;p=6879\"\/><meta name=\"web-stories-replace-head-end\"\/><\/head><body><amp-story standalone=\"\" publisher=\"Pickl.AI\" publisher-logo-src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2022\/01\/cropped-cropped-favicon.png\" title=\"Unsupervised Learning: Unleash the hidden patterns!\" poster-portrait-src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/02\/cropped-artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation.jpeg\"><amp-story-page id=\"6e5812f5-0b97-4bb3-a51e-b22b60e8f187\" auto-advance-after=\"7s\"><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#b6b6b6\">\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-244be20a-deac-4950-b466-ad083aa78153\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:14.07767%;top:50%;width:73.54369%;height:27.6699%;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:0.6600660066006601% 0.6600660066006601% 0.6600660066006601% 0.6600660066006601% \/ 1.1695906432748537% 1.1695906432748537% 1.1695906432748537% 1.1695906432748537%\" id=\"el-db16dedf-5ecd-4b09-ae9f-079ff51f7e41\">\n<h1 id=\"unsupervised-learning-unleash-the-hidden-patterns\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.10767326732673205% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.582524em;line-height:1.19;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Unsupervised Learning: Unleash the hidden patterns!<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:14.07767%;top:81.5534%;width:88.83495%;height:15.53398%;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:0.546448087431694% 0.546448087431694% 0.546448087431694% 0.546448087431694% \/ 2.083333333333333% 2.083333333333333% 2.083333333333333% 2.083333333333333%\" id=\"el-9f1b7c58-ad49-4164-a733-563d1a41e44c\">\n<h2 id=\"unsupervised-machine-learning-finds-structure-in-unlabeled-data\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.10373975409836048% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.436893em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #800f2f\">Unsupervised machine learning finds structure in unlabeled data.<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:14.07767%;top:0;width:73.54369%;height:42.55663%;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-f4fb6566-eb0c-43d3-bf92-4d27fea5f058\">\n<div style=\"position:absolute;width:154.34325%;height:100%;left:-27.17163%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1555255707-c07966088b7b?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw2fHxtYWNoaW5lJTIwbGVhcm5pbmd8ZW58MHx8fHwxNzExMDExODQ1fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=7952&amp;h=4472&amp;fit=max\" alt=\"white robot\" srcSet=\"https:\/\/images.unsplash.com\/photo-1555255707-c07966088b7b?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw2fHxtYWNoaW5lJTIwbGVhcm5pbmd8ZW58MHx8fHwxNzExMDExODQ1fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=7952&amp;h=4472&amp;fit=max 7952w,https:\/\/images.unsplash.com\/photo-1555255707-c07966088b7b?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw2fHxtYWNoaW5lJTIwbGVhcm5pbmd8ZW58MHx8fHwxNzExMDExODQ1fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=6361&amp;h=3577&amp;fit=max 6361w,https:\/\/images.unsplash.com\/photo-1555255707-c07966088b7b?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw2fHxtYWNoaW5lJTIwbGVhcm5pbmd8ZW58MHx8fHwxNzExMDExODQ1fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4771&amp;h=2683&amp;fit=max 4771w,https:\/\/images.unsplash.com\/photo-1555255707-c07966088b7b?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw2fHxtYWNoaW5lJTIwbGVhcm5pbmd8ZW58MHx8fHwxNzExMDExODQ1fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3180&amp;h=1788&amp;fit=max 3180w,https:\/\/images.unsplash.com\/photo-1555255707-c07966088b7b?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw2fHxtYWNoaW5lJTIwbGVhcm5pbmd8ZW58MHx8fHwxNzExMDExODQ1fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1590&amp;h=894&amp;fit=max 1590w,https:\/\/images.unsplash.com\/photo-1555255707-c07966088b7b?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw2fHxtYWNoaW5lJTIwbGVhcm5pbmd8ZW58MHx8fHwxNzExMDExODQ1fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=191&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 33vh, 74vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"82ca9c7a-9ebe-4dc7-bbe4-a965892916fb\" auto-advance-after=\"7s\"><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#e0aaff\">\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-f67482a5-35d7-4cf7-9c07-7b97561fd2ab\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:14.80583%;top:41.58576%;width:73.54369%;height:20.71197%;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:0.6600660066006601% 0.6600660066006601% 0.6600660066006601% 0.6600660066006601% \/ 1.5625% 1.5625% 1.5625% 1.5625%\" id=\"el-93394aee-e3bc-4e18-afb5-c41a22fd9e76\">\n<h1 id=\"types-of-unsupervised-learning\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.10767326732673205% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.582524em;line-height:1.19;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #e06e04\">Types of Unsupervised Learning<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:0;width:75.72816%;height:35.59871%;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-9903b7d5-fa2f-485d-a7f1-ecb74d771638\">\n<div style=\"position:absolute;width:105.76924%;height:100%;left:-2.88462%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1517148815978-75f6acaaf32c?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyMnx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMTAxMjEyNXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=5184&amp;h=3456&amp;fit=max\" alt=\"gray laptop computer on brown wooden desk\" srcSet=\"https:\/\/images.unsplash.com\/photo-1517148815978-75f6acaaf32c?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyMnx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMTAxMjEyNXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=5184&amp;h=3456&amp;fit=max 5184w,https:\/\/images.unsplash.com\/photo-1517148815978-75f6acaaf32c?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyMnx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMTAxMjEyNXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4147&amp;h=2765&amp;fit=max 4147w,https:\/\/images.unsplash.com\/photo-1517148815978-75f6acaaf32c?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyMnx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMTAxMjEyNXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3110&amp;h=2073&amp;fit=max 3110w,https:\/\/images.unsplash.com\/photo-1517148815978-75f6acaaf32c?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyMnx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMTAxMjEyNXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2073&amp;h=1382&amp;fit=max 2073w,https:\/\/images.unsplash.com\/photo-1517148815978-75f6acaaf32c?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyMnx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMTAxMjEyNXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1036&amp;h=691&amp;fit=max 1036w,https:\/\/images.unsplash.com\/photo-1517148815978-75f6acaaf32c?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyMnx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMTAxMjEyNXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=227&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 34vh, 76vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:14.07767%;top:68.12298%;width:66.74757%;height:24.91909%;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:0.7272727272727273% 0.7272727272727273% 0.7272727272727273% 0.7272727272727273% \/ 1.2987012987012987% 1.2987012987012987% 1.2987012987012987% 1.2987012987012987%\" id=\"el-760c9ae7-7392-4d76-bf3a-6b7e6a0854e1\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.5269090909090915% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.291262em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Unsupervised learning has 2 main groups:<\/span><br \/>\n<span style=\"font-weight: 700\">\u2013 Clustering: Groups similar data points.<\/span><br \/>\n<span style=\"font-weight: 700\">\u2013 Dimensionality Reduction: Reduces complex data for easier analysis.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:32.03883%;top:97.08738%;width:35.19417%;height:10.5178%;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:1.3793103448275863% 1.3793103448275863% 1.3793103448275863% 1.3793103448275863% \/ 3.076923076923077% 3.076923076923077% 3.076923076923077% 3.076923076923077%\" id=\"el-f8185658-fae5-40cd-b874-d192691c5a12\"><a href=\"https:\/\/pickl.ai\/blog\/unsupervised-machine-learning-models-types-applications\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/07\/unsupervised-machine-learning-model-scaled.jpg\" data-tooltip-text=\"Unsupervised Machine Learning Models | Types | Applications\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<h2 id=\"learn-more\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.26185344827586154% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.436893em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #ea7d00\">Learn more&nbsp;<\/span><\/span><\/h2>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"93a74355-aeb0-4ac8-9fc9-545e5619b9ef\" auto-advance-after=\"7s\"><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#d4e4c0\">\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-a039e150-ab83-4dc8-b374-8d45a5553ff4\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:14.80583%;top:42.23301%;width:67.96117%;height:15.69579%;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:0.7142857142857143% 0.7142857142857143% 0.7142857142857143% 0.7142857142857143% \/ 2.0618556701030926% 2.0618556701030926% 2.0618556701030926% 2.0618556701030926%\" id=\"el-5a9e70e6-fa68-4dda-974e-6524135d5176\">\n<h1 id=\"clustering-algorithms\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1294642857142847% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.647249em;line-height:1.19;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #c9184a\">Clustering Algorithms<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:14.80583%;top:64.56311%;width:73.54369%;height:24.59547%;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:0.6600660066006601% 0.6600660066006601% 0.6600660066006601% 0.6600660066006601% \/ 1.3157894736842104% 1.3157894736842104% 1.3157894736842104% 1.3157894736842104%\" id=\"el-dd5211bf-769c-4310-9736-244d7ae9e559\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.5313531353135311% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.323625em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">\u2013 K-Means: Partitions data into pre-defined groups (k).<\/span><br \/>\n<span style=\"font-weight: 700\">\u2013 Hierarchical Clustering: Builds a hierarchy of clusters.<\/span><br \/>\n<span style=\"font-weight: 700\">These algorithms find hidden groups in your data!<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:10.67961%;top:2.75081%;width:76.45631%;height:32.8479%;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-857a8fb3-61f9-43dd-b5f8-0efcd41032d1\">\n<div style=\"position:absolute;width:104.73096%;height:100%;left:-2.36548%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/02\/artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation.jpeg\" alt=\"artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/02\/artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation.jpeg 1500w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/02\/artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation-1024x630.jpeg 1024w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/02\/artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation-768x473.jpeg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/02\/artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation-300x185.jpeg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/02\/artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation-150x92.jpeg 150w\" sizes=\"(min-width: 1024px) 34vh, 76vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:31.31068%;top:94.98382%;width:35.19417%;height:5.01618%;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:1.3793103448275863% 1.3793103448275863% 1.3793103448275863% 1.3793103448275863% \/ 6.451612903225806% 6.451612903225806% 6.451612903225806% 6.451612903225806%\" id=\"el-906ebfcc-32c0-4d7a-afb0-7d4532703757\"><a href=\"https:\/\/pickl.ai\/blog\/types-of-clustering-algorithms\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/03\/CLUSTERING.jpg\" data-tooltip-text=\"Types of Clustering Algorithms in Machine Learning - Pickl.AI\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<h2 id=\"learn-more-2\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.26185344827586154% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.436893em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #c9184a\">Learn More<\/span><\/span><\/h2>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"661148b9-d2d8-4ec0-9a1b-51423513e288\" auto-advance-after=\"7s\"><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#ffffb7\">\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-8357a697-ef13-44f9-9683-ee44c9746440\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:14.80583%;top:43.20388%;width:64.56311%;height:21.19741%;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:0.7518796992481203% 0.7518796992481203% 0.7518796992481203% 0.7518796992481203% \/ 1.5267175572519083% 1.5267175572519083% 1.5267175572519083% 1.5267175572519083%\" id=\"el-4cd03121-6d09-42dc-94b8-146596d6a78b\">\n<h1 id=\"dimensionality-reduction-techniques\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.12605733082706788% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.598706em;line-height:1.19;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Dimensionality Reduction Techniques<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:14.80583%;top:68.77023%;width:64.56311%;height:23.78641%;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:0.7518796992481203% 0.7518796992481203% 0.7518796992481203% 0.7518796992481203% \/ 1.3605442176870748% 1.3605442176870748% 1.3605442176870748% 1.3605442176870748%\" id=\"el-b9a44ccc-3c3f-465b-a328-3299195ded45\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.6052631578947366% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.323625em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #603809\">\u2013 Principal Component Analysis (PCA): Identifies the most important features.<\/span><br \/>\n<span style=\"font-weight: 700; color: #603809\">\u2013 Autoencoders: Learn a compressed representation of the data.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.8932%;top:0;width:76.45631%;height:35.59871%;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-80eb6ea8-82a3-449f-9e91-078cd681a78d\">\n<div style=\"position:absolute;width:124.16227%;height:100%;left:-12.08114%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/Data-Science-and-Machine-Learning-for-electrical-engineers.jpg\" alt=\"Data Science and Machine Learning for electrical engineers\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/Data-Science-and-Machine-Learning-for-electrical-engineers.jpg 1280w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/Data-Science-and-Machine-Learning-for-electrical-engineers-1024x576.jpg 1024w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/Data-Science-and-Machine-Learning-for-electrical-engineers-768x432.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/Data-Science-and-Machine-Learning-for-electrical-engineers-300x169.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/Data-Science-and-Machine-Learning-for-electrical-engineers-150x84.jpg 150w\" sizes=\"(min-width: 1024px) 34vh, 76vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"a66c3a48-62e9-418b-a295-433f15213f02\" auto-advance-after=\"7s\"><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#eee\">\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-e0fcb273-9b2a-4e03-8a7d-e4e8f99074ab\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:14.80583%;top:43.20388%;width:64.56311%;height:21.19741%;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:0.7518796992481203% 0.7518796992481203% 0.7518796992481203% 0.7518796992481203% \/ 1.5267175572519083% 1.5267175572519083% 1.5267175572519083% 1.5267175572519083%\" id=\"el-d93df850-4d6c-4fff-b76c-d6dfe89e2bbb\">\n<h1 id=\"applications-of-unsupervised-learning\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.12605733082706788% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.598706em;line-height:1.19;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #347eff\">Applications of Unsupervised Learning<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:14.80583%;top:68.77023%;width:64.56311%;height:27.83172%;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:0.7518796992481203% 0.7518796992481203% 0.7518796992481203% 0.7518796992481203% \/ 1.1627906976744187% 1.1627906976744187% 1.1627906976744187% 1.1627906976744187%\" id=\"el-b63a6ee9-536e-472f-a77a-051950797296\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.6052631578947366% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.323625em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #603809\">\u2013 Market Segmentation: Group customers based on buying habits.<\/span><br \/>\n<span style=\"font-weight: 700; color: #603809\">\u2013 Anomaly Detection: Identify unusual patterns in data.<\/span><br \/>\n<span style=\"font-weight: 700; color: #603809\">\u2013 Fraud Detection: Spot fraudulent transactions.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:12.86408%;top:3.23625%;width:74.27184%;height:35.59871%;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-b6c2fe46-4103-49f3-9158-430cb3a199dd\">\n<div style=\"position:absolute;width:107.84316%;height:100%;left:-3.92158%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1484807352052-23338990c6c6?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw0MHx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMTAxMjEyNXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4272&amp;h=2848&amp;fit=max\" alt=\"grayscale photo of person using MacBook\" srcSet=\"https:\/\/images.unsplash.com\/photo-1484807352052-23338990c6c6?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw0MHx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMTAxMjEyNXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4272&amp;h=2848&amp;fit=max 4272w,https:\/\/images.unsplash.com\/photo-1484807352052-23338990c6c6?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw0MHx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMTAxMjEyNXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3417&amp;h=2278&amp;fit=max 3417w,https:\/\/images.unsplash.com\/photo-1484807352052-23338990c6c6?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw0MHx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMTAxMjEyNXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2563&amp;h=1709&amp;fit=max 2563w,https:\/\/images.unsplash.com\/photo-1484807352052-23338990c6c6?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw0MHx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMTAxMjEyNXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1708&amp;h=1139&amp;fit=max 1708w,https:\/\/images.unsplash.com\/photo-1484807352052-23338990c6c6?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw0MHx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMTAxMjEyNXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=854&amp;h=569&amp;fit=max 854w,https:\/\/images.unsplash.com\/photo-1484807352052-23338990c6c6?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw0MHx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMTAxMjEyNXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=227&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 33vh, 74vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><\/amp-story><\/body><\/html><\/p>\n","protected":false},"excerpt":{"rendered":" we&#8217;ll go over Unsupervised Machine Learning, its many forms, applications, and real-world benefits and drawbacks.\n","protected":false},"author":1,"featured_media":6881,"template":"","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"web_stories_publisher_logo":935,"web_stories_poster":[],"web_stories_products":[],"footnotes":""},"web_story_category":[],"web_story_tag":[],"class_list":["post-6879","web-story","type-web-story","status-publish","has-post-thumbnail"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.3 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Unsupervised Learning: Unleash the hidden patterns! - Pickl.AI<\/title>\n<meta name=\"description\" content=\"we&#039;ll go over Unsupervised Machine Learning, its many forms, applications, and real-world benefits and drawbacks.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.pickl.ai\/blog\/web-stories\/unsupervised-learning-unleash-the-hidden-patterns\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Unsupervised Learning: Unleash the hidden patterns!\" \/>\n<meta property=\"og:description\" content=\"we&#039;ll go over Unsupervised Machine Learning, its many forms, applications, and real-world benefits and drawbacks.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.pickl.ai\/blog\/web-stories\/unsupervised-learning-unleash-the-hidden-patterns\/\" \/>\n<meta property=\"og:site_name\" content=\"Pickl.AI\" \/>\n<meta property=\"article:modified_time\" content=\"2024-03-21T09:29:54+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2024\/02\/cropped-artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation.jpeg\" \/>\n\t<meta property=\"og:image:width\" content=\"640\" \/>\n\t<meta property=\"og:image:height\" content=\"853\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/web-stories\\\/unsupervised-learning-unleash-the-hidden-patterns\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/web-stories\\\/unsupervised-learning-unleash-the-hidden-patterns\\\/\"},\"author\":{\"name\":\"Admin\",\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/#\\\/schema\\\/person\\\/adfcccafe1795b39fe941ddafe76b6ab\"},\"headline\":\"Unsupervised Learning: Unleash the hidden patterns!\",\"datePublished\":\"2024-03-21T09:29:53+00:00\",\"dateModified\":\"2024-03-21T09:29:54+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/web-stories\\\/unsupervised-learning-unleash-the-hidden-patterns\\\/\"},\"wordCount\":121,\"image\":{\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/web-stories\\\/unsupervised-learning-unleash-the-hidden-patterns\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/wp-content\\\/uploads\\\/2024\\\/02\\\/cropped-artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation.jpeg\",\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/web-stories\\\/unsupervised-learning-unleash-the-hidden-patterns\\\/\",\"url\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/web-stories\\\/unsupervised-learning-unleash-the-hidden-patterns\\\/\",\"name\":\"Unsupervised Learning: Unleash the hidden patterns! - Pickl.AI\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/web-stories\\\/unsupervised-learning-unleash-the-hidden-patterns\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/web-stories\\\/unsupervised-learning-unleash-the-hidden-patterns\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/wp-content\\\/uploads\\\/2024\\\/02\\\/cropped-artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation.jpeg\",\"datePublished\":\"2024-03-21T09:29:53+00:00\",\"dateModified\":\"2024-03-21T09:29:54+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/web-stories\\\/unsupervised-learning-unleash-the-hidden-patterns\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/web-stories\\\/unsupervised-learning-unleash-the-hidden-patterns\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/web-stories\\\/unsupervised-learning-unleash-the-hidden-patterns\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/wp-content\\\/uploads\\\/2024\\\/02\\\/cropped-artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation.jpeg\",\"contentUrl\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/wp-content\\\/uploads\\\/2024\\\/02\\\/cropped-artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation.jpeg\",\"width\":640,\"height\":853,\"caption\":\"artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/web-stories\\\/unsupervised-learning-unleash-the-hidden-patterns\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Stories\",\"item\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/web-stories\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Unsupervised Learning: Unleash the hidden patterns!\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/\",\"name\":\"Pickl.AI\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/#\\\/schema\\\/person\\\/adfcccafe1795b39fe941ddafe76b6ab\",\"name\":\"Admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/353a2bc4d584bc0705a194ad6cd03043005eae6d6f8ecfe3f0ef286d7d4d1dc8?s=96&d=mm&r=ga50c9c5ae9fb5534aba0f0b45ebbe6d3\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/353a2bc4d584bc0705a194ad6cd03043005eae6d6f8ecfe3f0ef286d7d4d1dc8?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/353a2bc4d584bc0705a194ad6cd03043005eae6d6f8ecfe3f0ef286d7d4d1dc8?s=96&d=mm&r=g\",\"caption\":\"Admin\"},\"sameAs\":[\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/\"],\"url\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/administrator\\\/transorgstandbyorangeironman\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Unsupervised Learning: Unleash the hidden patterns! - Pickl.AI","description":"we'll go over Unsupervised Machine Learning, its many forms, applications, and real-world benefits and drawbacks.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.pickl.ai\/blog\/web-stories\/unsupervised-learning-unleash-the-hidden-patterns\/","og_locale":"en_US","og_type":"article","og_title":"Unsupervised Learning: Unleash the hidden patterns!","og_description":"we'll go over Unsupervised Machine Learning, its many forms, applications, and real-world benefits and drawbacks.","og_url":"https:\/\/www.pickl.ai\/blog\/web-stories\/unsupervised-learning-unleash-the-hidden-patterns\/","og_site_name":"Pickl.AI","article_modified_time":"2024-03-21T09:29:54+00:00","og_image":[{"width":640,"height":853,"url":"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2024\/02\/cropped-artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation.jpeg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.pickl.ai\/blog\/web-stories\/unsupervised-learning-unleash-the-hidden-patterns\/#article","isPartOf":{"@id":"https:\/\/www.pickl.ai\/blog\/web-stories\/unsupervised-learning-unleash-the-hidden-patterns\/"},"author":{"name":"Admin","@id":"https:\/\/www.pickl.ai\/blog\/#\/schema\/person\/adfcccafe1795b39fe941ddafe76b6ab"},"headline":"Unsupervised Learning: Unleash the hidden patterns!","datePublished":"2024-03-21T09:29:53+00:00","dateModified":"2024-03-21T09:29:54+00:00","mainEntityOfPage":{"@id":"https:\/\/www.pickl.ai\/blog\/web-stories\/unsupervised-learning-unleash-the-hidden-patterns\/"},"wordCount":121,"image":{"@id":"https:\/\/www.pickl.ai\/blog\/web-stories\/unsupervised-learning-unleash-the-hidden-patterns\/#primaryimage"},"thumbnailUrl":"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2024\/02\/cropped-artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation.jpeg","inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/www.pickl.ai\/blog\/web-stories\/unsupervised-learning-unleash-the-hidden-patterns\/","url":"https:\/\/www.pickl.ai\/blog\/web-stories\/unsupervised-learning-unleash-the-hidden-patterns\/","name":"Unsupervised Learning: Unleash the hidden patterns! - Pickl.AI","isPartOf":{"@id":"https:\/\/www.pickl.ai\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.pickl.ai\/blog\/web-stories\/unsupervised-learning-unleash-the-hidden-patterns\/#primaryimage"},"image":{"@id":"https:\/\/www.pickl.ai\/blog\/web-stories\/unsupervised-learning-unleash-the-hidden-patterns\/#primaryimage"},"thumbnailUrl":"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2024\/02\/cropped-artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation.jpeg","datePublished":"2024-03-21T09:29:53+00:00","dateModified":"2024-03-21T09:29:54+00:00","breadcrumb":{"@id":"https:\/\/www.pickl.ai\/blog\/web-stories\/unsupervised-learning-unleash-the-hidden-patterns\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.pickl.ai\/blog\/web-stories\/unsupervised-learning-unleash-the-hidden-patterns\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.pickl.ai\/blog\/web-stories\/unsupervised-learning-unleash-the-hidden-patterns\/#primaryimage","url":"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2024\/02\/cropped-artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation.jpeg","contentUrl":"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2024\/02\/cropped-artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation.jpeg","width":640,"height":853,"caption":"artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation"},{"@type":"BreadcrumbList","@id":"https:\/\/www.pickl.ai\/blog\/web-stories\/unsupervised-learning-unleash-the-hidden-patterns\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.pickl.ai\/blog\/"},{"@type":"ListItem","position":2,"name":"Stories","item":"https:\/\/www.pickl.ai\/blog\/web-stories\/"},{"@type":"ListItem","position":3,"name":"Unsupervised Learning: Unleash the hidden patterns!"}]},{"@type":"WebSite","@id":"https:\/\/www.pickl.ai\/blog\/#website","url":"https:\/\/www.pickl.ai\/blog\/","name":"Pickl.AI","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.pickl.ai\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/www.pickl.ai\/blog\/#\/schema\/person\/adfcccafe1795b39fe941ddafe76b6ab","name":"Admin","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/353a2bc4d584bc0705a194ad6cd03043005eae6d6f8ecfe3f0ef286d7d4d1dc8?s=96&d=mm&r=ga50c9c5ae9fb5534aba0f0b45ebbe6d3","url":"https:\/\/secure.gravatar.com\/avatar\/353a2bc4d584bc0705a194ad6cd03043005eae6d6f8ecfe3f0ef286d7d4d1dc8?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/353a2bc4d584bc0705a194ad6cd03043005eae6d6f8ecfe3f0ef286d7d4d1dc8?s=96&d=mm&r=g","caption":"Admin"},"sameAs":["https:\/\/www.pickl.ai\/blog\/"],"url":"https:\/\/www.pickl.ai\/blog\/administrator\/transorgstandbyorangeironman\/"}]}},"story_data":{"version":47,"pages":[{"elements":[{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"x":1,"y":1,"width":1,"height":1,"mask":{"type":"rectangle"},"isBackground":true,"isDefaultBackground":true,"type":"shape","id":"244be20a-deac-4950-b466-ad083aa78153"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundTextMode":"NONE","font":{"family":"Roboto"},"fontSize":36,"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"lineHeight":1.19,"textAlign":"left","padding":{"locked":true,"hasHiddenPadding":false,"horizontal":0,"vertical":0},"content":"<span style=\"font-weight: 700\">Unsupervised Learning: Unleash the hidden patterns!<\/span>","x":58,"y":309,"width":303,"borderRadius":{"locked":true,"topLeft":2,"topRight":2,"bottomRight":2,"bottomLeft":2},"type":"text","height":171,"id":"db16dedf-5ecd-4b09-ae9f-079ff51f7e41"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundTextMode":"NONE","font":{"family":"Roboto"},"fontSize":27,"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"lineHeight":1.2,"textAlign":"left","padding":{"locked":true,"hasHiddenPadding":false,"horizontal":0,"vertical":0},"content":"<span style=\"font-weight: 700; color: #800f2f\">Unsupervised machine learning finds structure in unlabeled data.<\/span>","x":58,"y":504,"width":366,"borderRadius":{"locked":true,"topLeft":2,"topRight":2,"bottomRight":2,"bottomLeft":2},"type":"text","height":96,"id":"9f1b7c58-ad49-4164-a733-563d1a41e44c"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":false,"scale":100,"focalX":50,"focalY":50,"resource":{"type":"image","mimeType":"image\/jpeg","width":7952,"height":4472,"sizes":{"full":{"file":"media\/unsplash:MECKPoKJYjM","sourceUrl":"https:\/\/images.unsplash.com\/photo-1555255707-c07966088b7b?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw2fHxtYWNoaW5lJTIwbGVhcm5pbmd8ZW58MHx8fHwxNzExMDExODQ1fDA&ixlib=rb-4.0.3&fm=jpg&w=7952&h=4472&fit=max","mimeType":"image\/jpeg","width":7952,"height":4472},"large":{"file":"media\/unsplash:MECKPoKJYjM","sourceUrl":"https:\/\/images.unsplash.com\/photo-1555255707-c07966088b7b?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw2fHxtYWNoaW5lJTIwbGVhcm5pbmd8ZW58MHx8fHwxNzExMDExODQ1fDA&ixlib=rb-4.0.3&fm=jpg&w=6361&h=3577&fit=max","mimeType":"image\/jpeg","width":6361,"height":3577},"4771_2683":{"file":"media\/unsplash:MECKPoKJYjM","sourceUrl":"https:\/\/images.unsplash.com\/photo-1555255707-c07966088b7b?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw2fHxtYWNoaW5lJTIwbGVhcm5pbmd8ZW58MHx8fHwxNzExMDExODQ1fDA&ixlib=rb-4.0.3&fm=jpg&w=4771&h=2683&fit=max","mimeType":"image\/jpeg","width":4771,"height":2683},"3180_1788":{"file":"media\/unsplash:MECKPoKJYjM","sourceUrl":"https:\/\/images.unsplash.com\/photo-1555255707-c07966088b7b?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw2fHxtYWNoaW5lJTIwbGVhcm5pbmd8ZW58MHx8fHwxNzExMDExODQ1fDA&ixlib=rb-4.0.3&fm=jpg&w=3180&h=1788&fit=max","mimeType":"image\/jpeg","width":3180,"height":1788},"1590_894":{"file":"media\/unsplash:MECKPoKJYjM","sourceUrl":"https:\/\/images.unsplash.com\/photo-1555255707-c07966088b7b?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw2fHxtYWNoaW5lJTIwbGVhcm5pbmd8ZW58MHx8fHwxNzExMDExODQ1fDA&ixlib=rb-4.0.3&fm=jpg&w=1590&h=894&fit=max","mimeType":"image\/jpeg","width":1590,"height":894},"web_stories_thumbnail":{"file":"media\/unsplash:MECKPoKJYjM","sourceUrl":"https:\/\/images.unsplash.com\/photo-1555255707-c07966088b7b?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw2fHxtYWNoaW5lJTIwbGVhcm5pbmd8ZW58MHx8fHwxNzExMDExODQ1fDA&ixlib=rb-4.0.3&fm=jpg&w=340&h=191&fit=max","mimeType":"image\/jpeg","width":340,"height":191}},"isPlaceholder":false,"isExternal":true,"needsProxy":false,"id":"media\/unsplash:MECKPoKJYjM","baseColor":"#262626","blurHash":"LLDvvTxv4mIA%Moft8M_x^ogRixu","creationDate":"2019-04-14T15:28:35Z","src":"https:\/\/images.unsplash.com\/photo-1555255707-c07966088b7b?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw2fHxtYWNoaW5lJTIwbGVhcm5pbmd8ZW58MHx8fHwxNzExMDExODQ1fDA&ixlib=rb-4.0.3&fm=jpg&w=7952&h=4472&fit=max","alt":"white robot","attribution":{"author":{"displayName":"Arseny Togulev","url":"https:\/\/unsplash.com\/@tetrakiss?utm_source=web_stories_wordpress&utm_medium=referral"},"registerUsageUrl":"https:\/\/media3p.googleapis.com\/v1\/media:registerUsage?token=AZItaphYQGH6YKJTipnDSpOkD\/TYx7Ig8a3HdA%2BNnOi\/UsUGWQLHYHSIiS%2BQLyR%2BN0ShgEzlArRV%2BPLEa\/RGNor9eiqrqfluyy1ksX10vf95G0XLMA426Lsc2hGWnVcn4OY4gXgIx5W4MdSJH%2BuUAXPXkUYKQ0DtR4azGfJLsmGdlYXs5kmpNW%2BPEOw6LuhG9eaNVNzsUiIhx9%2BBV5llGQkSa1PJ3Js4RgHvxFm3oo7ic%2BAFFMwO97KGELRkZ7oQ8CsC"}},"type":"image","x":58,"y":0,"width":303,"height":263,"mask":{"type":"rectangle","showInLibrary":true,"name":"Rectangle","path":"M 0,0 1,0 1,1 0,1 0,0 Z","ratio":1,"supportsBorder":true},"id":"f4fb6566-eb0c-43d3-bf92-4d27fea5f058"}],"backgroundColor":{"color":{"r":182,"g":182,"b":182}},"id":"6e5812f5-0b97-4bb3-a51e-b22b60e8f187"},{"elements":[{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"x":1,"y":1,"width":1,"height":1,"mask":{"type":"rectangle"},"isBackground":true,"isDefaultBackground":true,"id":"f67482a5-35d7-4cf7-9c07-7b97561fd2ab","type":"shape"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundTextMode":"NONE","font":{"family":"Roboto"},"fontSize":36,"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"lineHeight":1.19,"textAlign":"left","padding":{"locked":true,"hasHiddenPadding":false,"horizontal":0,"vertical":0},"content":"<span style=\"font-weight: 700; color: #e06e04\">Types of Unsupervised Learning<\/span>","x":61,"y":257,"width":303,"borderRadius":{"locked":true,"topLeft":2,"topRight":2,"bottomRight":2,"bottomLeft":2},"height":128,"id":"93394aee-e3bc-4e18-afb5-c41a22fd9e76","type":"text"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":false,"scale":100,"focalX":50,"focalY":50,"resource":{"type":"image","mimeType":"image\/jpeg","width":5184,"height":3456,"sizes":{"full":{"file":"media\/unsplash:Agx5_TLsIf4","sourceUrl":"https:\/\/images.unsplash.com\/photo-1517148815978-75f6acaaf32c?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyMnx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMTAxMjEyNXww&ixlib=rb-4.0.3&fm=jpg&w=5184&h=3456&fit=max","mimeType":"image\/jpeg","width":5184,"height":3456},"large":{"file":"media\/unsplash:Agx5_TLsIf4","sourceUrl":"https:\/\/images.unsplash.com\/photo-1517148815978-75f6acaaf32c?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyMnx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMTAxMjEyNXww&ixlib=rb-4.0.3&fm=jpg&w=4147&h=2765&fit=max","mimeType":"image\/jpeg","width":4147,"height":2765},"3110_2073":{"file":"media\/unsplash:Agx5_TLsIf4","sourceUrl":"https:\/\/images.unsplash.com\/photo-1517148815978-75f6acaaf32c?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyMnx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMTAxMjEyNXww&ixlib=rb-4.0.3&fm=jpg&w=3110&h=2073&fit=max","mimeType":"image\/jpeg","width":3110,"height":2073},"2073_1382":{"file":"media\/unsplash:Agx5_TLsIf4","sourceUrl":"https:\/\/images.unsplash.com\/photo-1517148815978-75f6acaaf32c?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyMnx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMTAxMjEyNXww&ixlib=rb-4.0.3&fm=jpg&w=2073&h=1382&fit=max","mimeType":"image\/jpeg","width":2073,"height":1382},"1036_691":{"file":"media\/unsplash:Agx5_TLsIf4","sourceUrl":"https:\/\/images.unsplash.com\/photo-1517148815978-75f6acaaf32c?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyMnx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMTAxMjEyNXww&ixlib=rb-4.0.3&fm=jpg&w=1036&h=691&fit=max","mimeType":"image\/jpeg","width":1036,"height":691},"web_stories_thumbnail":{"file":"media\/unsplash:Agx5_TLsIf4","sourceUrl":"https:\/\/images.unsplash.com\/photo-1517148815978-75f6acaaf32c?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyMnx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMTAxMjEyNXww&ixlib=rb-4.0.3&fm=jpg&w=340&h=227&fit=max","mimeType":"image\/jpeg","width":340,"height":227}},"isPlaceholder":false,"isExternal":true,"needsProxy":false,"id":"media\/unsplash:Agx5_TLsIf4","baseColor":"#d9f3f3","blurHash":"LPJklroh9axuBqnN-pV[~pjqkVRj","creationDate":"2018-01-28T14:26:08Z","src":"https:\/\/images.unsplash.com\/photo-1517148815978-75f6acaaf32c?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyMnx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMTAxMjEyNXww&ixlib=rb-4.0.3&fm=jpg&w=5184&h=3456&fit=max","alt":"gray laptop computer on brown wooden desk","attribution":{"author":{"displayName":"Fatos Bytyqi","url":"https:\/\/unsplash.com\/@fatosi?utm_source=web_stories_wordpress&utm_medium=referral"},"registerUsageUrl":"https:\/\/media3p.googleapis.com\/v1\/media:registerUsage?token=AZItapg5hqTBdz4%2B0GKyhWlrE1xvZBM7SHcgH2eLUg6\/tE5Yz5wQ8d3OEZ9os5sr0zd0Q7lEun2W7EsDnDep9nSBYHyvb2qtouZlAhA%2BrAxzTmSqCLewzHV0p5uDMT9Acxwwv5dMlyWp2dZM16tcjB5n%2BiyybIo1i2YztkhtqAV6v7JyLaX0CMdnSmQtpiplvlpexfkpgvAsT6HolqBVePYJZRwUPe%2BvUhswIwFll1fBhr6syEkAaonieqTAk4tXcT\/LyQ%3D%3D"}},"type":"image","x":48,"y":0,"width":312,"height":220,"mask":{"type":"rectangle","showInLibrary":true,"name":"Rectangle","path":"M 0,0 1,0 1,1 0,1 0,0 Z","ratio":1,"supportsBorder":true},"id":"9903b7d5-fa2f-485d-a7f1-ecb74d771638"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundTextMode":"NONE","font":{"family":"Alegreya"},"fontSize":18,"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"lineHeight":1.2,"textAlign":"left","padding":{"locked":true,"hasHiddenPadding":false,"horizontal":0,"vertical":0},"content":"<span style=\"font-weight: 700\">Unsupervised learning has 2 main groups:<\/span>\n<span style=\"font-weight: 700\">\u2013 Clustering: Groups similar data points.<\/span>\n<span style=\"font-weight: 700\">\u2013 Dimensionality Reduction: Reduces complex data for easier analysis.<\/span>","x":58,"y":421,"width":275,"borderRadius":{"locked":true,"topLeft":2,"topRight":2,"bottomRight":2,"bottomLeft":2},"type":"text","height":154,"id":"760c9ae7-7392-4d76-bf3a-6b7e6a0854e1"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundTextMode":"NONE","font":{"family":"Roboto"},"fontSize":27,"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"lineHeight":1.2,"textAlign":"left","padding":{"locked":true,"hasHiddenPadding":false,"horizontal":0,"vertical":0},"content":"<span style=\"font-weight: 700; color: #ea7d00\">Learn more&nbsp;<\/span>","x":132,"y":600,"width":145,"borderRadius":{"locked":true,"topLeft":2,"topRight":2,"bottomRight":2,"bottomLeft":2},"type":"text","height":65,"id":"f8185658-fae5-40cd-b874-d192691c5a12","link":{"needsProxy":false,"url":"https:\/\/pickl.ai\/blog\/unsupervised-machine-learning-models-types-applications\/","rel":[],"type":"regular","pageId":null,"icon":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/07\/unsupervised-machine-learning-model-scaled.jpg","desc":"Unsupervised Machine Learning Models | Types | Applications"}}],"backgroundColor":{"color":{"r":224,"g":170,"b":255}},"animations":[],"id":"82ca9c7a-9ebe-4dc7-bbe4-a965892916fb"},{"elements":[{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"x":1,"y":1,"width":1,"height":1,"mask":{"type":"rectangle"},"isBackground":true,"isDefaultBackground":true,"id":"a039e150-ab83-4dc8-b374-8d45a5553ff4","type":"shape"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundTextMode":"NONE","font":{"family":"Roboto"},"fontSize":40,"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"lineHeight":1.19,"textAlign":"left","padding":{"locked":true,"hasHiddenPadding":false,"horizontal":0,"vertical":0},"content":"<span style=\"font-weight: 700; color: #c9184a\">Clustering Algorithms<\/span>","x":61,"y":261,"width":280,"borderRadius":{"locked":true,"topLeft":2,"topRight":2,"bottomRight":2,"bottomLeft":2},"height":97,"id":"5a9e70e6-fa68-4dda-974e-6524135d5176","type":"text","marginOffset":0.7431249999999991},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundTextMode":"NONE","font":{"family":"Alegreya"},"fontSize":20,"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"lineHeight":1.2,"textAlign":"left","padding":{"locked":true,"hasHiddenPadding":false,"horizontal":0,"vertical":0},"content":"<span style=\"font-weight: 700\">\u2013 K-Means: Partitions data into pre-defined groups (k).<\/span>\n<span style=\"font-weight: 700\">\u2013 Hierarchical Clustering: Builds a hierarchy of clusters.<\/span>\n<span style=\"font-weight: 700\">These algorithms find hidden groups in your data!<\/span>","x":61,"y":399,"width":303,"borderRadius":{"locked":true,"topLeft":2,"topRight":2,"bottomRight":2,"bottomLeft":2},"height":152,"id":"dd5211bf-769c-4310-9736-244d7ae9e559","type":"text","marginOffset":-3.219999999999999},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":false,"scale":100,"focalX":50,"focalY":50,"resource":{"type":"image","mimeType":"image\/jpeg","width":1500,"height":923,"sizes":{"medium":{"file":"artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation-300x185.jpeg","width":300,"height":185,"filesize":20401,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/02\/artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation-300x185.jpeg"},"large":{"file":"artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation-1024x630.jpeg","width":1024,"height":630,"filesize":144191,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/02\/artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation-1024x630.jpeg"},"thumbnail":{"file":"artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation-150x150.jpeg","width":150,"height":150,"filesize":10449,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/02\/artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation-150x150.jpeg"},"medium_large":{"file":"artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation-768x473.jpeg","width":768,"height":473,"filesize":92018,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/02\/artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation-768x473.jpeg"},"magine-hero":{"file":"artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation-1400x600.jpeg","width":1400,"height":600,"filesize":179703,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/02\/artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation-1400x600.jpeg"},"magine-thumbnail":{"file":"artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation-900x600.jpeg","width":900,"height":600,"filesize":128792,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/02\/artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation-900x600.jpeg"},"magine-vertical-thumbnail":{"file":"artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation-600x800.jpeg","width":600,"height":800,"filesize":133817,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/02\/artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation-600x800.jpeg"},"web-stories-poster-portrait":{"file":"artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation-640x853.jpeg","width":640,"height":853,"filesize":148054,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/02\/artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation-640x853.jpeg"},"web-stories-publisher-logo":{"file":"artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation-96x96.jpeg","width":96,"height":96,"filesize":5049,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/02\/artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation-96x96.jpeg"},"web-stories-thumbnail":{"file":"artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation-150x92.jpeg","width":150,"height":92,"filesize":6779,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/02\/artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation-150x92.jpeg"},"full":{"file":"artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation.jpeg","width":1500,"height":923,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/02\/artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation.jpeg"}},"isPlaceholder":false,"isExternal":false,"needsProxy":false,"baseColor":"#0f2f50","blurHash":"U98$I5IVU[s*a{McV@%%Q,V?Myo}%goc%#Rl","creationDate":"2024-02-13T10:33:48","src":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/02\/artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation.jpeg","id":6058,"alt":"artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation","local":false},"type":"image","x":44,"y":17,"width":315,"height":203,"mask":{"type":"rectangle","showInLibrary":true,"name":"Rectangle","path":"M 0,0 1,0 1,1 0,1 0,0 Z","ratio":1,"supportsBorder":true},"id":"857a8fb3-61f9-43dd-b5f8-0efcd41032d1"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundTextMode":"NONE","font":{"family":"Roboto"},"fontSize":27,"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"lineHeight":1.2,"textAlign":"left","padding":{"locked":true,"hasHiddenPadding":false,"horizontal":0,"vertical":0},"content":"<span style=\"font-weight: 700; color: #c9184a\">Learn More<\/span>","x":129,"y":587,"width":145,"borderRadius":{"locked":true,"topLeft":2,"topRight":2,"bottomRight":2,"bottomLeft":2},"type":"text","height":31,"id":"906ebfcc-32c0-4d7a-afb0-7d4532703757","link":{"needsProxy":false,"url":"https:\/\/pickl.ai\/blog\/types-of-clustering-algorithms\/","rel":[],"type":"regular","pageId":null,"icon":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/03\/CLUSTERING.jpg","desc":"Types of Clustering Algorithms in Machine Learning - Pickl.AI"}}],"backgroundColor":{"color":{"r":212,"g":228,"b":192}},"animations":[],"id":"93a74355-aeb0-4ac8-9fc9-545e5619b9ef"},{"elements":[{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"x":1,"y":1,"width":1,"height":1,"mask":{"type":"rectangle"},"isBackground":true,"isDefaultBackground":true,"id":"8357a697-ef13-44f9-9683-ee44c9746440","type":"shape"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundTextMode":"NONE","font":{"family":"Roboto"},"fontSize":37,"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"lineHeight":1.19,"textAlign":"left","padding":{"locked":true,"hasHiddenPadding":false,"horizontal":0,"vertical":0},"content":"<span style=\"font-weight: 700\">Dimensionality Reduction Techniques<\/span>","x":61,"y":267,"width":266,"borderRadius":{"locked":true,"topLeft":2,"topRight":2,"bottomRight":2,"bottomLeft":2},"height":131,"id":"4cd03121-6d09-42dc-94b8-146596d6a78b","marginOffset":0.6706250000000011,"type":"text"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundTextMode":"NONE","font":{"family":"Alegreya"},"fontSize":20,"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"lineHeight":1.2,"textAlign":"left","padding":{"locked":true,"hasHiddenPadding":false,"horizontal":0,"vertical":0},"content":"<span style=\"font-weight: 700; color: #603809\">\u2013 Principal Component Analysis (PCA): Identifies the most important features.<\/span>\n<span style=\"font-weight: 700; color: #603809\">\u2013 Autoencoders: Learn a compressed representation of the data.<\/span>","x":61,"y":425,"width":266,"borderRadius":{"locked":true,"topLeft":2,"topRight":2,"bottomRight":2,"bottomLeft":2},"height":147,"id":"b9a44ccc-3c3f-465b-a328-3299195ded45","marginOffset":-3.219999999999999,"type":"text"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":false,"scale":100,"focalX":50,"focalY":50,"resource":{"type":"image","mimeType":"image\/jpeg","width":1280,"height":720,"sizes":{"medium":{"file":"Data-Science-and-Machine-Learning-for-electrical-engineers-300x169.jpg","width":300,"height":169,"filesize":11837,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/Data-Science-and-Machine-Learning-for-electrical-engineers-300x169.jpg"},"large":{"file":"Data-Science-and-Machine-Learning-for-electrical-engineers-1024x576.jpg","width":1024,"height":576,"filesize":80106,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/Data-Science-and-Machine-Learning-for-electrical-engineers-1024x576.jpg"},"thumbnail":{"file":"Data-Science-and-Machine-Learning-for-electrical-engineers-150x150.jpg","width":150,"height":150,"filesize":6676,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/Data-Science-and-Machine-Learning-for-electrical-engineers-150x150.jpg"},"medium_large":{"file":"Data-Science-and-Machine-Learning-for-electrical-engineers-768x432.jpg","width":768,"height":432,"filesize":51629,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/Data-Science-and-Machine-Learning-for-electrical-engineers-768x432.jpg"},"magine-hero":{"file":"Data-Science-and-Machine-Learning-for-electrical-engineers-1280x600.jpg","width":1280,"height":600,"filesize":116526,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/Data-Science-and-Machine-Learning-for-electrical-engineers-1280x600.jpg"},"magine-thumbnail":{"file":"Data-Science-and-Machine-Learning-for-electrical-engineers-900x600.jpg","width":900,"height":600,"filesize":72657,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/Data-Science-and-Machine-Learning-for-electrical-engineers-900x600.jpg"},"magine-vertical-thumbnail":{"file":"Data-Science-and-Machine-Learning-for-electrical-engineers-600x720.jpg","width":600,"height":720,"filesize":65060,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/Data-Science-and-Machine-Learning-for-electrical-engineers-600x720.jpg"},"web-stories-poster-portrait":{"file":"Data-Science-and-Machine-Learning-for-electrical-engineers-640x720.jpg","width":640,"height":720,"filesize":73017,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/Data-Science-and-Machine-Learning-for-electrical-engineers-640x720.jpg"},"web-stories-publisher-logo":{"file":"Data-Science-and-Machine-Learning-for-electrical-engineers-96x96.jpg","width":96,"height":96,"filesize":3460,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/Data-Science-and-Machine-Learning-for-electrical-engineers-96x96.jpg"},"web-stories-thumbnail":{"file":"Data-Science-and-Machine-Learning-for-electrical-engineers-150x84.jpg","width":150,"height":84,"filesize":4149,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/Data-Science-and-Machine-Learning-for-electrical-engineers-150x84.jpg"},"full":{"file":"Data-Science-and-Machine-Learning-for-electrical-engineers.jpg","width":1280,"height":720,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/Data-Science-and-Machine-Learning-for-electrical-engineers.jpg"}},"isPlaceholder":false,"isExternal":false,"needsProxy":false,"baseColor":"#3b7382","blurHash":"UWEggst7NGRjxuf7Rja|}rWCRjo0j[f6aeay","creationDate":"2023-11-02T07:15:42","src":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/Data-Science-and-Machine-Learning-for-electrical-engineers.jpg","id":5122,"alt":"Data Science and Machine Learning for electrical engineers","local":false},"type":"image","x":49,"y":0,"width":315,"height":220,"mask":{"type":"rectangle","showInLibrary":true,"name":"Rectangle","path":"M 0,0 1,0 1,1 0,1 0,0 Z","ratio":1,"supportsBorder":true},"id":"80eb6ea8-82a3-449f-9e91-078cd681a78d"}],"backgroundColor":{"color":{"r":255,"g":255,"b":183}},"animations":[],"id":"661148b9-d2d8-4ec0-9a1b-51423513e288"},{"elements":[{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"x":1,"y":1,"width":1,"height":1,"mask":{"type":"rectangle"},"isBackground":true,"isDefaultBackground":true,"id":"e0fcb273-9b2a-4e03-8a7d-e4e8f99074ab","type":"shape"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundTextMode":"NONE","font":{"family":"Roboto"},"fontSize":37,"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"lineHeight":1.19,"textAlign":"left","padding":{"locked":true,"hasHiddenPadding":false,"horizontal":0,"vertical":0},"content":"<span style=\"font-weight: 700; color: #347eff\">Applications of Unsupervised Learning<\/span>","x":61,"y":267,"width":266,"borderRadius":{"locked":true,"topLeft":2,"topRight":2,"bottomRight":2,"bottomLeft":2},"height":131,"id":"d93df850-4d6c-4fff-b76c-d6dfe89e2bbb","marginOffset":0.6706250000000011,"type":"text"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundTextMode":"NONE","font":{"family":"Alegreya"},"fontSize":20,"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"lineHeight":1.2,"textAlign":"left","padding":{"locked":true,"hasHiddenPadding":false,"horizontal":0,"vertical":0},"content":"<span style=\"font-weight: 700; color: #603809\">\u2013 Market Segmentation: Group customers based on buying habits.<\/span>\n<span style=\"font-weight: 700; color: #603809\">\u2013 Anomaly Detection: Identify unusual patterns in data.<\/span>\n<span style=\"font-weight: 700; color: #603809\">\u2013 Fraud Detection: Spot fraudulent transactions.<\/span>","x":61,"y":425,"width":266,"borderRadius":{"locked":true,"topLeft":2,"topRight":2,"bottomRight":2,"bottomLeft":2},"height":172,"id":"b63a6ee9-536e-472f-a77a-051950797296","marginOffset":-3.219999999999999,"type":"text"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":false,"scale":100,"focalX":50,"focalY":50,"resource":{"type":"image","mimeType":"image\/jpeg","width":4272,"height":2848,"sizes":{"full":{"file":"media\/unsplash:_UeY8aTI6d0","sourceUrl":"https:\/\/images.unsplash.com\/photo-1484807352052-23338990c6c6?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw0MHx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMTAxMjEyNXww&ixlib=rb-4.0.3&fm=jpg&w=4272&h=2848&fit=max","mimeType":"image\/jpeg","width":4272,"height":2848},"large":{"file":"media\/unsplash:_UeY8aTI6d0","sourceUrl":"https:\/\/images.unsplash.com\/photo-1484807352052-23338990c6c6?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw0MHx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMTAxMjEyNXww&ixlib=rb-4.0.3&fm=jpg&w=3417&h=2278&fit=max","mimeType":"image\/jpeg","width":3417,"height":2278},"2563_1709":{"file":"media\/unsplash:_UeY8aTI6d0","sourceUrl":"https:\/\/images.unsplash.com\/photo-1484807352052-23338990c6c6?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw0MHx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMTAxMjEyNXww&ixlib=rb-4.0.3&fm=jpg&w=2563&h=1709&fit=max","mimeType":"image\/jpeg","width":2563,"height":1709},"1708_1139":{"file":"media\/unsplash:_UeY8aTI6d0","sourceUrl":"https:\/\/images.unsplash.com\/photo-1484807352052-23338990c6c6?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw0MHx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMTAxMjEyNXww&ixlib=rb-4.0.3&fm=jpg&w=1708&h=1139&fit=max","mimeType":"image\/jpeg","width":1708,"height":1139},"854_569":{"file":"media\/unsplash:_UeY8aTI6d0","sourceUrl":"https:\/\/images.unsplash.com\/photo-1484807352052-23338990c6c6?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw0MHx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMTAxMjEyNXww&ixlib=rb-4.0.3&fm=jpg&w=854&h=569&fit=max","mimeType":"image\/jpeg","width":854,"height":569},"web_stories_thumbnail":{"file":"media\/unsplash:_UeY8aTI6d0","sourceUrl":"https:\/\/images.unsplash.com\/photo-1484807352052-23338990c6c6?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw0MHx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMTAxMjEyNXww&ixlib=rb-4.0.3&fm=jpg&w=340&h=227&fit=max","mimeType":"image\/jpeg","width":340,"height":227}},"isPlaceholder":false,"isExternal":true,"needsProxy":false,"id":"media\/unsplash:_UeY8aTI6d0","baseColor":"#262626","blurHash":"L88|^n?b00xu00of?bRj9FD%WBxu","creationDate":"2017-01-19T06:30:58Z","src":"https:\/\/images.unsplash.com\/photo-1484807352052-23338990c6c6?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw0MHx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMTAxMjEyNXww&ixlib=rb-4.0.3&fm=jpg&w=4272&h=2848&fit=max","alt":"grayscale photo of person using MacBook","attribution":{"author":{"displayName":"Sergey Zolkin","url":"https:\/\/unsplash.com\/@szolkin?utm_source=web_stories_wordpress&utm_medium=referral"},"registerUsageUrl":"https:\/\/media3p.googleapis.com\/v1\/media:registerUsage?token=AZItaphJadIUnxtjIQFXBbYsuoFUOw3qlEUlJb1LTGsHfl5rkuRqdFcBRnH\/\/XD4qTHGOXEmSK%2B7B8buMqogxpCIV9F6pr7uACWy07c8p9qHMB0TkD3FJd9kjUNu3xmQ7%2BMAiEX\/1PkzjQudu9l6rxhMtsQ7sLg72Xunqyz07zm8xYUdlfchcnY6phsedb6eCVi5tnus1bjq9Yxxzmfp5TUIWHLusGU0rJgTEMc38Vm\/moROQXFqyabxyW8o4NF7GCKL5Q%3D%3D"}},"type":"image","x":53,"y":20,"width":306,"height":220,"mask":{"type":"rectangle","showInLibrary":true,"name":"Rectangle","path":"M 0,0 1,0 1,1 0,1 0,0 Z","ratio":1,"supportsBorder":true},"id":"b6c2fe46-4103-49f3-9158-430cb3a199dd"}],"backgroundColor":{"color":{"r":238,"g":238,"b":238}},"animations":[],"id":"a66c3a48-62e9-418b-a295-433f15213f02"}],"fonts":{"Roboto":{"family":"Roboto","weights":[100,300,400,500,700,900],"styles":["italic","regular"],"variants":[[0,100],[1,100],[0,300],[1,300],[0,400],[1,400],[0,500],[1,500],[0,700],[1,700],[0,900],[1,900]],"fallbacks":["Helvetica Neue","Helvetica","sans-serif"],"service":"fonts.google.com","metrics":{"upm":2048,"asc":1900,"des":-500,"tAsc":1536,"tDes":-512,"tLGap":102,"wAsc":1946,"wDes":512,"xH":1082,"capH":1456,"yMin":-555,"yMax":2163,"hAsc":1900,"hDes":-500,"lGap":0}},"Alegreya":{"family":"Alegreya","fallbacks":["serif"],"weights":[400,500,600,700,800,900],"styles":["regular","italic"],"variants":[[0,400],[0,500],[0,600],[0,700],[0,800],[0,900],[1,400],[1,500],[1,600],[1,700],[1,800],[1,900]],"service":"fonts.google.com","metrics":{"upm":1000,"asc":1016,"des":-345,"tAsc":1016,"tDes":-345,"tLGap":0,"wAsc":1123,"wDes":345,"xH":452,"capH":637,"yMin":-293,"yMax":962,"hAsc":1016,"hDes":-345,"lGap":0}}},"autoAdvance":true,"defaultPageDuration":7,"currentStoryStyles":{"colors":[]}},"story_poster":{"id":6881,"url":"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2024\/02\/cropped-artificial-intelligence-enabling-computers-replicate-human-brain-functioning-machine-learning-algorithms-used-computational-operations-based-data-pattern-recognition-3d-render-animation.jpeg","width":640,"height":853,"needsProxy":false},"_links":{"self":[{"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/web-stories\/v1\/web-story\/6879","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/web-stories\/v1\/web-story"}],"about":[{"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/wp\/v2\/types\/web-story"}],"author":[{"embeddable":true,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/web-stories\/v1\/users\/1"}],"version-history":[{"count":1,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/web-stories\/v1\/web-story\/6879\/revisions"}],"predecessor-version":[{"id":6882,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/web-stories\/v1\/web-story\/6879\/revisions\/6882"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/web-stories\/v1\/media\/6881"}],"wp:attachment":[{"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/web-stories\/v1\/media?parent=6879"}],"wp:term":[{"taxonomy":"web_story_category","embeddable":true,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/web-stories\/v1\/web_story_category?post=6879"},{"taxonomy":"web_story_tag","embeddable":true,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/web-stories\/v1\/web_story_tag?post=6879"}],"wp:lock":[{"embeddable":true,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/web-stories\/v1\/web-story\/6879\/lock"}],"wp:publisherlogo":[{"embeddable":true,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/web-stories\/v1\/media\/935"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}