{"id":7350,"date":"2024-04-30T08:53:46","date_gmt":"2024-04-30T08:53:46","guid":{"rendered":"https:\/\/www.pickl.ai\/blog\/?post_type=web-story&#038;p=7350"},"modified":"2024-04-30T08:53:47","modified_gmt":"2024-04-30T08:53:47","slug":"what-is-data-cleaning-in-machine-learning","status":"publish","type":"web-story","link":"https:\/\/www.pickl.ai\/blog\/web-stories\/what-is-data-cleaning-in-machine-learning\/","title":{"rendered":"What is Data Cleaning in Machine Learning?"},"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&amp;family=Arimo%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 - 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(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>What is Data Cleaning in Machine Learning?<br \/>\n<\/title><link rel=\"canonical\" href=\"https:\/\/pickl.ai\/blog\/?post_type=web-story&amp;p=7350\"\/><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=\"What is Data Cleaning in Machine Learning?\n\" poster-portrait-src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/04\/cropped-people-generating-images-using-artificial-intelligence-laptop-scaled-1.jpg\"><amp-story-page id=\"2d306a1f-20f7-4826-a278-9ef7718d02ea\" 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-b3717920-bf75-42fa-a85c-7bdf3f09e146\">\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:11.65049%;top:47.24919%;width:76.94175%;height:42.88026%;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-12d78bf9-c90e-4dc8-b45e-3911c201807e\">\n<div class=\"fill\" style=\"background-color:rgba(183,143,138,0.2);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:14.32039%;top:51.61812%;width:73.54369%;height:19.90291%;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% \/ 1.6260162601626018% 1.6260162601626018% 1.6260162601626018% 1.6260162601626018%\" id=\"el-bd0eb13e-a542-4b88-aab0-17bc32d1b008\">\n<h2 id=\"what-is-data-cleaning-in-machine-learning\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.10169141914191435% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.550162em;line-height:1.19;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">What is Data Cleaning in Machine Learning?<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:14.32039%;top:76.3754%;width:71.1165%;height:10.35599%;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:0.6825938566552902% 0.6825938566552902% 0.6825938566552902% 0.6825938566552902% \/ 3.125% 3.125% 3.125% 3.125%\" id=\"el-addf358b-10a2-4af8-8667-6bebf5cf6d09\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.4670648464163826% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.275081em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Machine learning is amazing, but it needs clean data to work! Data cleaning preps data for analysis.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.8932%;top:0;width:76.45631%;height:41.10032%;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-66ed2e12-31b5-457c-8d5f-cb88319709ec\">\n<div style=\"position:absolute;width:120.92875%;height:100%;left:-10.46438%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/04\/people-generating-images-using-artificial-intelligence-laptop-scaled.jpg\" alt=\"\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/04\/people-generating-images-using-artificial-intelligence-laptop-scaled.jpg 2560w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/04\/people-generating-images-using-artificial-intelligence-laptop-1024x683.jpg 1024w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/04\/people-generating-images-using-artificial-intelligence-laptop-300x200.jpg 300w\" 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=\"ec728102-1783-4bc9-8b0a-7060e5b6e09a\" 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-d683507f-316c-42c7-9d33-8b750fa107f0\">\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:11.65049%;top:43.85113%;width:74.02913%;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:0.6557377049180327% 0.6557377049180327% 0.6557377049180327% 0.6557377049180327% \/ 2.0618556701030926% 2.0618556701030926% 2.0618556701030926% 2.0618556701030926%\" id=\"el-22f8faa3-72b6-480f-9733-795aeb0bcc0b\">\n<h1 id=\"data-can-be-messy\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.5013319672131142% 0;font-family:&quot;Arimo&quot;,sans-serif;font-size:0.679612em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; text-decoration: underline\">Data can be messy<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:0;width:76.45631%;height:35.92233%;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-9f24a98b-e97f-425c-85c4-26a8d45f5b0b\">\n<div style=\"position:absolute;width:106.03238%;height:100%;left:-3.01619%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1666875753105-c63a6f3bdc86?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw1Nnx8bWVzc3klMjBkYXRhfGVufDB8fHx8MTcxNDQ2NDYwNnww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3000&amp;h=1994&amp;fit=max\" alt=\"graphical user interface\" srcSet=\"https:\/\/images.unsplash.com\/photo-1666875753105-c63a6f3bdc86?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw1Nnx8bWVzc3klMjBkYXRhfGVufDB8fHx8MTcxNDQ2NDYwNnww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3000&amp;h=1994&amp;fit=max 3000w,https:\/\/images.unsplash.com\/photo-1666875753105-c63a6f3bdc86?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw1Nnx8bWVzc3klMjBkYXRhfGVufDB8fHx8MTcxNDQ2NDYwNnww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2400&amp;h=1595&amp;fit=max 2400w,https:\/\/images.unsplash.com\/photo-1666875753105-c63a6f3bdc86?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw1Nnx8bWVzc3klMjBkYXRhfGVufDB8fHx8MTcxNDQ2NDYwNnww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1800&amp;h=1196&amp;fit=max 1800w,https:\/\/images.unsplash.com\/photo-1666875753105-c63a6f3bdc86?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw1Nnx8bWVzc3klMjBkYXRhfGVufDB8fHx8MTcxNDQ2NDYwNnww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1200&amp;h=798&amp;fit=max 1200w,https:\/\/images.unsplash.com\/photo-1666875753105-c63a6f3bdc86?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw1Nnx8bWVzc3klMjBkYXRhfGVufDB8fHx8MTcxNDQ2NDYwNnww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=600&amp;h=399&amp;fit=max 600w,https:\/\/images.unsplash.com\/photo-1666875753105-c63a6f3bdc86?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw1Nnx8bWVzc3klMjBkYXRhfGVufDB8fHx8MTcxNDQ2NDYwNnww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=226&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:22.81553%;top:65.21036%;width:62.86408%;height:21.68285%;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:0.7722007722007722% 0.7722007722007722% 0.7722007722007722% 0.7722007722007722% \/ 1.4925373134328357% 1.4925373134328357% 1.4925373134328357% 1.4925373134328357%\" id=\"el-a7d27f39-629e-4c40-8358-94d688fd9beb\">\n<h2 id=\"%c2%b7-missing-info%c2%b7-typos%c2%b7-duplicates%c2%b7-inconsistent-formats\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.8391891891891894% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.436893em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fd486f\">\u00b7 &nbsp;Missing info<\/span><br \/>\n<span style=\"font-weight: 700; color: #fd486f\">\u00b7 &nbsp;Typos<\/span><br \/>\n<span style=\"font-weight: 700; color: #fd486f\">\u00b7 &nbsp;Duplicates<\/span><br \/>\n<span style=\"font-weight: 700; color: #fd486f\">\u00b7 &nbsp;Inconsistent formats<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:31.5534%;top:92.55663%;width:40.7767%;height:5.17799%;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:1.1904761904761905% 1.1904761904761905% 1.1904761904761905% 1.1904761904761905% \/ 6.25% 6.25% 6.25% 6.25%\" id=\"el-d0fc5fce-8b6f-404c-bc96-cec553e4e7d9\"><a href=\"https:\/\/pickl.ai\/blog\/what-is-data-cleaning-in-machine-learning\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2022\/09\/blog32-img.jpg\" data-tooltip-text=\"WHAT IS DATA CLEANING 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\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.22600446428571389% 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\">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=\"2316b9a4-40fc-48f5-a975-06fe5f997f85\" 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-5ce2c068-c661-4196-9854-31b3fa4a1a16\">\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:14.56311%;top:46.92557%;width:70.63107%;height:15.85761%;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:0.6872852233676976% 0.6872852233676976% 0.6872852233676976% 0.6872852233676976% \/ 2.0408163265306123% 2.0408163265306123% 2.0408163265306123% 2.0408163265306123%\" id=\"el-e553252b-eb7f-450f-a4cd-ccc029c749f4\">\n<h2 id=\"cleaning-crew-data-scientists-are-the-cleaners\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.3503006872852234% 0;font-family:&quot;Arimo&quot;,sans-serif;font-size:0.453074em;line-height:1.19;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; text-decoration: underline\">Cleaning Crew: Data scientists are the cleaners!<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:20.38835%;top:68.60841%;width:62.86408%;height:16.34304%;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:0.7722007722007722% 0.7722007722007722% 0.7722007722007722% 0.7722007722007722% \/ 1.9801980198019802% 1.9801980198019802% 1.9801980198019802% 1.9801980198019802%\" id=\"el-9eb24690-59b0-4160-8237-4115361eb5cf\">\n<h2 id=\"they-identify-and-fix-errors-to-make-data-accurate-and-usable\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.8391891891891894% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.436893em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">They identify and fix errors to make data accurate and usable.<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:12.86408%;top:0;width:74.02913%;height:41.10032%;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-b0a3e463-bd51-426e-8e29-74e719e9368a\">\n<div style=\"position:absolute;width:124.91802%;height:100%;left:-12.45901%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1581092336206-b9e5146be6f7?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwzfHxkYXRhJTIwc2NpZW50aXN0fGVufDB8fHx8MTcxNDQxMDIwOHww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=5760&amp;h=3840&amp;fit=max\" alt=\"man in black framed eyeglasses\" srcSet=\"https:\/\/images.unsplash.com\/photo-1581092336206-b9e5146be6f7?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwzfHxkYXRhJTIwc2NpZW50aXN0fGVufDB8fHx8MTcxNDQxMDIwOHww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=5760&amp;h=3840&amp;fit=max 5760w,https:\/\/images.unsplash.com\/photo-1581092336206-b9e5146be6f7?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwzfHxkYXRhJTIwc2NpZW50aXN0fGVufDB8fHx8MTcxNDQxMDIwOHww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4608&amp;h=3072&amp;fit=max 4608w,https:\/\/images.unsplash.com\/photo-1581092336206-b9e5146be6f7?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwzfHxkYXRhJTIwc2NpZW50aXN0fGVufDB8fHx8MTcxNDQxMDIwOHww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3456&amp;h=2304&amp;fit=max 3456w,https:\/\/images.unsplash.com\/photo-1581092336206-b9e5146be6f7?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwzfHxkYXRhJTIwc2NpZW50aXN0fGVufDB8fHx8MTcxNDQxMDIwOHww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2304&amp;h=1536&amp;fit=max 2304w,https:\/\/images.unsplash.com\/photo-1581092336206-b9e5146be6f7?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwzfHxkYXRhJTIwc2NpZW50aXN0fGVufDB8fHx8MTcxNDQxMDIwOHww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1152&amp;h=768&amp;fit=max 1152w,https:\/\/images.unsplash.com\/photo-1581092336206-b9e5146be6f7?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwzfHxkYXRhJTIwc2NpZW50aXN0fGVufDB8fHx8MTcxNDQxMDIwOHww&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-page id=\"80249dc7-236f-49d2-8840-f8a4af6b5f4e\" 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:#e8d26a\">\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-2287169a-8b22-4283-b18a-e81c48286f5a\">\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:20.63107%;top:45.63107%;width:67.71845%;height:12.29773%;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:0.7168458781362007% 0.7168458781362007% 0.7168458781362007% 0.7168458781362007% \/ 2.631578947368421% 2.631578947368421% 2.631578947368421% 2.631578947368421%\" id=\"el-ad206bd3-87f6-48cd-8e2f-88514aa6482a\">\n<h2 id=\"how-to-handle-missing-data\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.4306115591397842% 0;font-family:&quot;Arimo&quot;,sans-serif;font-size:0.533981em;line-height:1.19;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; text-decoration: underline\">How to handle missing data?<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:20.63107%;top:65.69579%;width:62.86408%;height:16.34304%;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:0.7722007722007722% 0.7722007722007722% 0.7722007722007722% 0.7722007722007722% \/ 1.9801980198019802% 1.9801980198019802% 1.9801980198019802% 1.9801980198019802%\" id=\"el-033f6739-79dd-4d53-b69a-c09de578e349\">\n<h2 id=\"fill-it-in-carefully-remove-it-or-use-models-to-predict-it\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.8391891891891894% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.436893em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #ea7d00\">Fill it in (carefully!), remove it, or use models to predict it.<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:29.12621%;top:89.80583%;width:40.7767%;height:5.17799%;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:1.1904761904761905% 1.1904761904761905% 1.1904761904761905% 1.1904761904761905% \/ 6.25% 6.25% 6.25% 6.25%\" id=\"el-cae6ce95-57ba-494c-a21d-60385e9c0e32\"><a href=\"https:\/\/pickl.ai\/blog\/how-decision-trees-handle-missing-values-a-comprehensive-guide\/\" 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:-0.22600446428571389% 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\">Learn More&nbsp;<\/span><\/span><\/h2>\n<p><\/a><\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:0;width:75.48544%;height:37.86408%;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-33135ec6-9ee2-403c-a4d2-85ac34088262\">\n<div style=\"position:absolute;width:113.28444%;height:100%;left:-6.64222%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1434626881859-194d67b2b86f?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw2fHxtaXNzaW5nJTIwZGF0YXxlbnwwfHx8fDE3MTQ0NjUzOTl8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4288&amp;h=2848&amp;fit=max\" alt=\"person holding white Samsung Galaxy Tab\" srcSet=\"https:\/\/images.unsplash.com\/photo-1434626881859-194d67b2b86f?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw2fHxtaXNzaW5nJTIwZGF0YXxlbnwwfHx8fDE3MTQ0NjUzOTl8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4288&amp;h=2848&amp;fit=max 4288w,https:\/\/images.unsplash.com\/photo-1434626881859-194d67b2b86f?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw2fHxtaXNzaW5nJTIwZGF0YXxlbnwwfHx8fDE3MTQ0NjUzOTl8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3430&amp;h=2278&amp;fit=max 3430w,https:\/\/images.unsplash.com\/photo-1434626881859-194d67b2b86f?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw2fHxtaXNzaW5nJTIwZGF0YXxlbnwwfHx8fDE3MTQ0NjUzOTl8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2572&amp;h=1708&amp;fit=max 2572w,https:\/\/images.unsplash.com\/photo-1434626881859-194d67b2b86f?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw2fHxtaXNzaW5nJTIwZGF0YXxlbnwwfHx8fDE3MTQ0NjUzOTl8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1715&amp;h=1139&amp;fit=max 1715w,https:\/\/images.unsplash.com\/photo-1434626881859-194d67b2b86f?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw2fHxtaXNzaW5nJTIwZGF0YXxlbnwwfHx8fDE3MTQ0NjUzOTl8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=857&amp;h=569&amp;fit=max 857w,https:\/\/images.unsplash.com\/photo-1434626881859-194d67b2b86f?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw2fHxtaXNzaW5nJTIwZGF0YXxlbnwwfHx8fDE3MTQ0NjUzOTl8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=226&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 34vh, 75vw\" 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=\"0459dac8-9f1c-48a7-a528-42914d3ba611\" 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-c2685825-62e1-4409-bd39-34b0527067a2\">\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:16.26214%;top:46.44013%;width:67.71845%;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;border-radius:0.7168458781362007% 0.7168458781362007% 0.7168458781362007% 0.7168458781362007% \/ 4.878048780487805% 4.878048780487805% 4.878048780487805% 4.878048780487805%\" id=\"el-aad8bfc2-5ebe-4c30-99a7-ba6f89b03b8f\">\n<h1 id=\"double-trouble\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.48280689964157725% 0;font-family:&quot;Arimo&quot;,sans-serif;font-size:0.598706em;line-height:1.19;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; text-decoration: underline\">Double Trouble<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:18.20388%;top:60.67961%;width:65.7767%;height:21.68285%;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:0.7380073800738007% 0.7380073800738007% 0.7380073800738007% 0.7380073800738007% \/ 1.4925373134328357% 1.4925373134328357% 1.4925373134328357% 1.4925373134328357%\" id=\"el-bdc72f3b-ceb2-4c2f-b0d6-2db8eea32bad\">\n<h2 id=\"duplicates-happen-data-scientists-find-and-remove-them-to-avoid-skewing-the-results\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.8020295202952032% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.436893em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #607047\">Duplicates happen! Data scientists find and remove them to avoid skewing the results.<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:0;width:76.45631%;height:37.86408%;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-cd300898-c8d6-4703-8f8c-db315e181071\">\n<div style=\"position:absolute;width:104.29234%;height:100%;left:-2.14617%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1460925895917-afdab827c52f?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxfHxkYXRhfGVufDB8fHx8MTcxNDQ2NTU3NXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2426&amp;h=1728&amp;fit=max\" alt=\"laptop computer on glass-top table\" srcSet=\"https:\/\/images.unsplash.com\/photo-1460925895917-afdab827c52f?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxfHxkYXRhfGVufDB8fHx8MTcxNDQ2NTU3NXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2426&amp;h=1728&amp;fit=max 2426w,https:\/\/images.unsplash.com\/photo-1460925895917-afdab827c52f?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxfHxkYXRhfGVufDB8fHx8MTcxNDQ2NTU3NXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1940&amp;h=1382&amp;fit=max 1940w,https:\/\/images.unsplash.com\/photo-1460925895917-afdab827c52f?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxfHxkYXRhfGVufDB8fHx8MTcxNDQ2NTU3NXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1455&amp;h=1036&amp;fit=max 1455w,https:\/\/images.unsplash.com\/photo-1460925895917-afdab827c52f?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxfHxkYXRhfGVufDB8fHx8MTcxNDQ2NTU3NXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=970&amp;h=691&amp;fit=max 970w,https:\/\/images.unsplash.com\/photo-1460925895917-afdab827c52f?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxfHxkYXRhfGVufDB8fHx8MTcxNDQ2NTU3NXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=485&amp;h=345&amp;fit=max 485w,https:\/\/images.unsplash.com\/photo-1460925895917-afdab827c52f?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxfHxkYXRhfGVufDB8fHx8MTcxNDQ2NTU3NXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=242&amp;fit=max 340w\" 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=\"9c3accd5-17bc-4015-ae38-83fd862ca9f1\" 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-dc58c926-20d0-4342-bbc8-ec3acaf04412\">\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:20.63107%;top:46.44013%;width:67.71845%;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;border-radius:0.7168458781362007% 0.7168458781362007% 0.7168458781362007% 0.7168458781362007% \/ 4.878048780487805% 4.878048780487805% 4.878048780487805% 4.878048780487805%\" id=\"el-960d247e-4763-4bc9-ab0f-283f5b489367\">\n<h1 id=\"outlier-alert\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.48280689964157725% 0;font-family:&quot;Arimo&quot;,sans-serif;font-size:0.598706em;line-height:1.19;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; text-decoration: underline\">Outlier Alert<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:16.26214%;top:58.09061%;width:65.7767%;height:26.86084%;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:0.7380073800738007% 0.7380073800738007% 0.7380073800738007% 0.7380073800738007% \/ 1.2048192771084338% 1.2048192771084338% 1.2048192771084338% 1.2048192771084338%\" id=\"el-30558e30-a228-4690-918d-1c4e059a9120\">\n<h2 id=\"outliers-are-data-points-far-from-the-norm-they-can-be-real-or-errors-data-scientists-decide-how-to-handle-them\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.8020295202952032% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.436893em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #5a189a\">Outliers are data points far from the norm. They can be real or errors. Data scientists decide how to handle them.<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:0;width:76.94175%;height:37.21683%;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-dc67b049-85cb-4e5e-ba9b-b08db31639d4\">\n<div style=\"position:absolute;width:108.83281%;height:100%;left:-4.4164%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1538688273852-e29027c0c176?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxM3x8ZGF0YXxlbnwwfHx8fDE3MTQ0NjU1NzV8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=6000&amp;h=4000&amp;fit=max\" alt=\"person using MacBook Pro\" srcSet=\"https:\/\/images.unsplash.com\/photo-1538688273852-e29027c0c176?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxM3x8ZGF0YXxlbnwwfHx8fDE3MTQ0NjU1NzV8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=6000&amp;h=4000&amp;fit=max 6000w,https:\/\/images.unsplash.com\/photo-1538688273852-e29027c0c176?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxM3x8ZGF0YXxlbnwwfHx8fDE3MTQ0NjU1NzV8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4800&amp;h=3200&amp;fit=max 4800w,https:\/\/images.unsplash.com\/photo-1538688273852-e29027c0c176?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxM3x8ZGF0YXxlbnwwfHx8fDE3MTQ0NjU1NzV8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3600&amp;h=2400&amp;fit=max 3600w,https:\/\/images.unsplash.com\/photo-1538688273852-e29027c0c176?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxM3x8ZGF0YXxlbnwwfHx8fDE3MTQ0NjU1NzV8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2400&amp;h=1600&amp;fit=max 2400w,https:\/\/images.unsplash.com\/photo-1538688273852-e29027c0c176?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxM3x8ZGF0YXxlbnwwfHx8fDE3MTQ0NjU1NzV8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1200&amp;h=800&amp;fit=max 1200w,https:\/\/images.unsplash.com\/photo-1538688273852-e29027c0c176?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxM3x8ZGF0YXxlbnwwfHx8fDE3MTQ0NjU1NzV8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=227&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 35vh, 77vw\" 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=\"4cace30d-96f1-40e8-ab72-14615a5e028c\" 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:#6d9fff\">\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-695d1117-03bc-40c7-a8e3-13a35e1716d1\">\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:20.63107%;top:46.44013%;width:67.71845%;height:13.91586%;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:0.7168458781362007% 0.7168458781362007% 0.7168458781362007% 0.7168458781362007% \/ 2.3255813953488373% 2.3255813953488373% 2.3255813953488373% 2.3255813953488373%\" id=\"el-0ee14119-16e2-4cbd-bd7d-063d9755694f\">\n<h1 id=\"clean-data-clear-results\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.48280689964157725% 0;font-family:&quot;Arimo&quot;,sans-serif;font-size:0.598706em;line-height:1.19;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Clean Data, Clear Results<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:21.35922%;top:66.18123%;width:63.34951%;height:17.63754%;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:0.7662835249042145% 0.7662835249042145% 0.7662835249042145% 0.7662835249042145% \/ 1.834862385321101% 1.834862385321101% 1.834862385321101% 1.834862385321101%\" id=\"el-a3ab4bd7-4b9b-4267-8441-43b847e05df9\">\n<h3 id=\"clean-data-is-key-to-building-accurate-machine-learning-models-clean-data-leads-to-better-insights\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.6785440613026823% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.355987em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Clean data is key to building accurate machine learning models. Clean data leads to better insights!<\/span><\/span><\/h3>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:12.62136%;top:2.26537%;width:75%;height:35.27508%;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-c9184c93-b5d5-45bf-96b1-382fe1247114\">\n<div style=\"position:absolute;width:105.71034%;height:100%;left:-2.85517%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1454165804606-c3d57bc86b40?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwzM3x8ZGF0YXxlbnwwfHx8fDE3MTQ0NjYxMTZ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=7360&amp;h=4912&amp;fit=max\" alt=\"person holding pencil near laptop computer\" srcSet=\"https:\/\/images.unsplash.com\/photo-1454165804606-c3d57bc86b40?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwzM3x8ZGF0YXxlbnwwfHx8fDE3MTQ0NjYxMTZ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=7360&amp;h=4912&amp;fit=max 7360w,https:\/\/images.unsplash.com\/photo-1454165804606-c3d57bc86b40?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwzM3x8ZGF0YXxlbnwwfHx8fDE3MTQ0NjYxMTZ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=5888&amp;h=3930&amp;fit=max 5888w,https:\/\/images.unsplash.com\/photo-1454165804606-c3d57bc86b40?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwzM3x8ZGF0YXxlbnwwfHx8fDE3MTQ0NjYxMTZ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4416&amp;h=2947&amp;fit=max 4416w,https:\/\/images.unsplash.com\/photo-1454165804606-c3d57bc86b40?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwzM3x8ZGF0YXxlbnwwfHx8fDE3MTQ0NjYxMTZ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2944&amp;h=1965&amp;fit=max 2944w,https:\/\/images.unsplash.com\/photo-1454165804606-c3d57bc86b40?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwzM3x8ZGF0YXxlbnwwfHx8fDE3MTQ0NjYxMTZ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1472&amp;h=982&amp;fit=max 1472w,https:\/\/images.unsplash.com\/photo-1454165804606-c3d57bc86b40?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwzM3x8ZGF0YXxlbnwwfHx8fDE3MTQ0NjYxMTZ8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=227&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 34vh, 75vw\" 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":"When developing a model, data cleaning is essential in machine learning. Pickl.AI offers information about ML data cleansing.\n","protected":false},"author":1,"featured_media":7353,"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-7350","web-story","type-web-story","status-publish","has-post-thumbnail"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.3 (Yoast SEO v27.6) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>What is Data Cleaning in Machine Learning? - Pickl.AI<\/title>\n<meta name=\"description\" content=\"When developing a model, data cleaning is essential in machine learning. 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