{"id":5691,"date":"2024-01-09T10:41:33","date_gmt":"2024-01-09T10:41:33","guid":{"rendered":"https:\/\/www.pickl.ai\/blog\/?post_type=web-story&#038;p=5691"},"modified":"2024-01-09T10:41:34","modified_gmt":"2024-01-09T10:41:34","slug":"building-a-machine-learning-model","status":"publish","type":"web-story","link":"https:\/\/www.pickl.ai\/blog\/web-stories\/building-a-machine-learning-model\/","title":{"rendered":"Building a Machine Learning Model"},"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=Alegreya%3Awght%40700&amp;family=Roboto%3Awght%40400%3B700\" rel=\"stylesheet\"\/><link href=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Black-gradient-artificial-intelligence-Instagram-Story-.png\" rel=\"preload\" as=\"image\"\/>\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> Building a Machine Learning Model <\/title><link rel=\"canonical\" href=\"https:\/\/pickl.ai\/blog\/?post_type=web-story&amp;p=5691\"\/><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=\" Building a Machine Learning Model \" poster-portrait-src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/cropped-Black-gradient-artificial-intelligence-Instagram-Story-.png\"><amp-story-page id=\"c6e132c5-fb66-4b6e-9981-64d2b7c34f09\" 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:#fff\">\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-29076016-6ecb-429d-a341-f6d1098fb36e\">\n<div style=\"position:absolute;width:100%;height:100%;left:0%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Black-gradient-artificial-intelligence-Instagram-Story-.png\" alt=\"Black gradient artificial intelligence Instagram Story\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Black-gradient-artificial-intelligence-Instagram-Story-.png 1080w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Black-gradient-artificial-intelligence-Instagram-Story--864x1536.png 864w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Black-gradient-artificial-intelligence-Instagram-Story--768x1365.png 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Black-gradient-artificial-intelligence-Instagram-Story--576x1024.png 576w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Black-gradient-artificial-intelligence-Instagram-Story--169x300.png 169w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Black-gradient-artificial-intelligence-Instagram-Story--150x267.png 150w\" sizes=\"(min-width: 1024px) 45vh, 100vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\"><\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"f3b3ac09-5109-42f1-8ed5-1790a6101bf1\" 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:#fff\">\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-f8c4ed00-a9fe-4890-840b-70a3fe5b67d9\">\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:0;width:75.72816%;height:35.11327%;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-09f946a4-9a14-4ec8-9f12-eb3d49362121\">\n<div style=\"position:absolute;width:104.30655%;height:100%;left:-2.15327%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Jan-Solving_problem_1-scaled.jpg\" alt=\"Jan-Solving_problem_1\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Jan-Solving_problem_1-scaled.jpg 2560w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Jan-Solving_problem_1-2048x1366.jpg 2048w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Jan-Solving_problem_1-1536x1024.jpg 1536w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Jan-Solving_problem_1-1024x683.jpg 1024w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Jan-Solving_problem_1-900x600.jpg 900w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Jan-Solving_problem_1-768x512.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Jan-Solving_problem_1-300x200.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Jan-Solving_problem_1-150x100.jpg 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:10.43689%;top:42.55663%;width:79.12621%;height:8.41424%;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:0.6134969325153374% 0.6134969325153374% 0.6134969325153374% 0.6134969325153374% \/ 3.8461538461538463% 3.8461538461538463% 3.8461538461538463% 3.8461538461538463%\" id=\"el-b51f58a5-b5c9-4459-a5c3-a8c1de14067f\">\n<h1 id=\"define-the-problem\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.9966257668711653% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.614887em;line-height:1.19;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; text-decoration: underline; color: #599bfe\">Define the Problem<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:15.29126%;top:55.50162%;width:74.27184%;height:33.81877%;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:0.6535947712418301% 0.6535947712418301% 0.6535947712418301% 0.6535947712418301% \/ 0.9569377990430622% 0.9569377990430622% 0.9569377990430622% 0.9569377990430622%\" id=\"el-ed201313-df98-45d5-9d2c-821dd53bf74a\">\n<h3 id=\"clearly-highlight-the-problem-you-want-to-solve-with-machine-learning-understand-the-goals-objectives-and-constraints-of-your-project\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.11029411764705836% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.388350em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">\u2013 Clearly highlight the problem you want to solve with machine learning.<\/span><\/p>\n<p><span style=\"font-weight: 700\">\u2013 Understand the goals, objectives, and constraints of your project.<\/span><\/span><\/h3>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:21.35922%;top:93.85113%;width:50.72816%;height:8.73786%;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-52f2b00f-723c-41da-9e0b-ec63b559ee59\">\n<div class=\"fill\" style=\"background-color:rgba(89,155,254,0.3);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:27.6699%;top:96.1165%;width:44.41748%;height:6.31068%;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:1.092896174863388% 1.092896174863388% 1.092896174863388% 1.092896174863388% \/ 5.128205128205128% 5.128205128205128% 5.128205128205128% 5.128205128205128%\" id=\"el-977e6d71-c275-4b4b-aa22-9e769dc52fa5\"><a href=\"https:\/\/ https:\/\/pickl.ai\/blog\/how-to-build-a-machine-learning-model\/\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<h2 id=\"click-here\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.2535860655737709% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.533981em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Click Here&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=\"7493ada5-7e67-415c-b55f-577781b8ca05\" 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:#fff\">\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-4499f738-c7c5-4f67-81f1-65dce783ed18\">\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:41.90939%;width:69.41748%;height:14.40129%;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:0.6993006993006993% 0.6993006993006993% 0.6993006993006993% 0.6993006993006993% \/ 2.247191011235955% 2.247191011235955% 2.247191011235955% 2.247191011235955%\" id=\"el-0d2770d7-8e49-438c-9fc0-a6e73015e84b\">\n<h2 id=\"data-collection-and-exploration\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.0463286713286712% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.566343em;line-height:1.19;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; text-decoration: underline; color: #e03568\">Data Collection and Exploration<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:14.56311%;top:61.16505%;width:75.72816%;height:31.39159%;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:0.641025641025641% 0.641025641025641% 0.641025641025641% 0.641025641025641% \/ 1.0309278350515463% 1.0309278350515463% 1.0309278350515463% 1.0309278350515463%\" id=\"el-8a698b29-e132-430f-b69c-b93270d0d372\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.08112980769230735% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.291262em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span>\u2013 Collect relevant data for your problem.<br \/>\n\u2013 Use quality data and address missing values.<br \/>\n\u2013 Explore and analyze the dataset using statistical and visual methods.<br \/>\n\u2013 Gain insights into the distribution, relationships, and patterns within the data<\/span><\/p>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:10.43689%;top:0.80906%;width:80.09709%;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-df68c9b1-441c-447c-9461-c36a0891e115\">\n<div style=\"position:absolute;width:100%;height:100.01952%;left:0%;top:-0.00976%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/representation-user-experience-interface-design-computer-scaled.jpg\" alt=\"representation-user-experience-interface-design-computer\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/representation-user-experience-interface-design-computer-scaled.jpg 2560w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/representation-user-experience-interface-design-computer-2048x1365.jpg 2048w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/representation-user-experience-interface-design-computer-1536x1024.jpg 1536w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/representation-user-experience-interface-design-computer-1024x683.jpg 1024w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/representation-user-experience-interface-design-computer-900x600.jpg 900w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/representation-user-experience-interface-design-computer-768x512.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/representation-user-experience-interface-design-computer-300x200.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/representation-user-experience-interface-design-computer-150x100.jpg 150w\" sizes=\"(min-width: 1024px) 36vh, 80vw\" 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=\"b8f06cd3-ce2d-46f8-85c5-bcefa894654b\" 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:#fff\">\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-f2ec7c8e-6c94-4873-809d-667df0ad1df1\">\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:38.1877%;width:73.54369%;height:16.99029%;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% \/ 1.9047619047619049% 1.9047619047619049% 1.9047619047619049% 1.9047619047619049%\" id=\"el-8082fd04-d8c3-4868-bea7-d5cf72468309\">\n<h1 id=\"data-preprocessing\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.1569306930693075% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.663430em;line-height:1.19;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; text-decoration: underline; color: #e06e04\">Data Preprocessing<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:14.56311%;top:59.87055%;width:72.3301%;height:33.33333%;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:0.6711409395973155% 0.6711409395973155% 0.6711409395973155% 0.6711409395973155% \/ 0.9708737864077669% 0.9708737864077669% 0.9708737864077669% 0.9708737864077669%\" id=\"el-0706a8ee-3e0f-42df-b64a-1c556851125f\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.08966023489932898% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.307443em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span>Clean the data by handling outliers, missing values, and irrelevant features.<br \/>\n\u2013 Convert categorical variables into a format suitable for machine learning.<br \/>\n\u2013 Split the dataset into training and testing sets to evaluate the model&#8217;s performance.<\/span><\/p>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:1.61812%;width:77.18447%;height:33.33333%;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-e2f88ac2-cdc2-4ba0-bf1d-ff3aa7a17527\">\n<div style=\"position:absolute;width:101.61547%;height:100%;left:-0.80774%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/revenue-operations-collage-scaled.jpg\" alt=\"revenue-operations-collage\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/revenue-operations-collage-scaled.jpg 2560w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/revenue-operations-collage-2048x1306.jpg 2048w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/revenue-operations-collage-1536x979.jpg 1536w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/revenue-operations-collage-1024x653.jpg 1024w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/revenue-operations-collage-768x490.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/revenue-operations-collage-300x191.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/revenue-operations-collage-150x96.jpg 150w\" sizes=\"(min-width: 1024px) 35vh, 77vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:21.35922%;top:93.85113%;width:50.72816%;height:8.73786%;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-7043584b-9345-482f-b697-8b24b0834c8b\">\n<div class=\"fill\" style=\"background-color:rgba(232,133,4,0.3);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:27.6699%;top:96.1165%;width:44.41748%;height:6.31068%;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:1.092896174863388% 1.092896174863388% 1.092896174863388% 1.092896174863388% \/ 5.128205128205128% 5.128205128205128% 5.128205128205128% 5.128205128205128%\" id=\"el-7a7c6527-6942-46c6-ac6f-234f18c6ccc7\"><a href=\"https:\/\/ https:\/\/pickl.ai\/blog\/data-processing-in-machine-learning\/\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<h2 id=\"click-here-2\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.2535860655737709% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.533981em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Click Here&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=\"327bbaf7-1e49-4e8d-b6d4-7447bee796f5\" 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:#fff\">\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-e5162b32-db68-4977-975d-c6b99973bf3c\">\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:41.42395%;width:73.54369%;height:16.99029%;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% \/ 1.9047619047619049% 1.9047619047619049% 1.9047619047619049% 1.9047619047619049%\" id=\"el-957b1b9d-43d0-49b1-be9b-e30bea5711ed\">\n<h1 id=\"model-selection-and-training\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.1569306930693075% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.663430em;line-height:1.19;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; text-decoration: underline; color: #a4cebb\">Model Selection and Training<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:17.23301%;top:61.32686%;width:64.56311%;height:32.36246%;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% 1% 1% 1%\" id=\"el-933e9262-ba7b-499d-86b9-131ef0737b38\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.09515977443608982% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.291262em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">\u2013 Select a suitable machine learning algorithm based on the problem type (classification, regression, clustering).<\/span><\/p>\n<p><span style=\"font-weight: 700\">\u2013 Split the data into features and labels, and train the model using the training set.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:9.70874%;top:0;width:80.09709%;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-9e2563dd-ad49-4e8c-9dc9-91124d879e08\">\n<div style=\"position:absolute;width:100%;height:100.01952%;left:0%;top:-0.00976%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/5191132-scaled.jpg\" alt=\"5191132\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/5191132-scaled.jpg 2560w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/5191132-2048x1365.jpg 2048w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/5191132-1536x1024.jpg 1536w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/5191132-1024x683.jpg 1024w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/5191132-900x600.jpg 900w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/5191132-768x512.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/5191132-300x200.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/5191132-150x100.jpg 150w\" sizes=\"(min-width: 1024px) 36vh, 80vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:21.35922%;top:93.85113%;width:50.72816%;height:8.73786%;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-ae5a9426-39b5-4b3a-9a67-1b75c8ebd3e7\">\n<div class=\"fill\" style=\"background-color:rgba(164,215,222,0.3);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:27.6699%;top:96.1165%;width:44.41748%;height:6.31068%;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:1.092896174863388% 1.092896174863388% 1.092896174863388% 1.092896174863388% \/ 5.128205128205128% 5.128205128205128% 5.128205128205128% 5.128205128205128%\" id=\"el-d171e9c1-38af-4fd5-a723-09f8be10f5b9\"><a href=\"https:\/\/pickl.ai\/blog\/what-is-data-modeling-definition-importance-and-types\/\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<h2 id=\"click-here-3\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.2535860655737709% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.533981em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Click Here&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><\/body><\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Knowing the specifics of the Data Model for Machine Learning can make your job easier.\n","protected":false},"author":1,"featured_media":5700,"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-5691","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>Building a Machine Learning Model - Pickl.AI<\/title>\n<meta name=\"description\" content=\"Knowing the specifics of the Data Model for Machine Learning can make your job easier.\" \/>\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\/building-a-machine-learning-model\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Building a Machine Learning Model\" \/>\n<meta property=\"og:description\" content=\"Knowing the specifics of the Data Model for Machine Learning can make your job easier.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.pickl.ai\/blog\/web-stories\/building-a-machine-learning-model\/\" \/>\n<meta property=\"og:site_name\" content=\"Pickl.AI\" \/>\n<meta property=\"article:modified_time\" content=\"2024-01-09T10:41:34+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/cropped-Black-gradient-artificial-intelligence-Instagram-Story-.png\" \/>\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\/png\" \/>\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\\\/building-a-machine-learning-model\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/web-stories\\\/building-a-machine-learning-model\\\/\"},\"author\":{\"name\":\"Admin\",\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/#\\\/schema\\\/person\\\/adfcccafe1795b39fe941ddafe76b6ab\"},\"headline\":\"Building a Machine Learning Model\",\"datePublished\":\"2024-01-09T10:41:33+00:00\",\"dateModified\":\"2024-01-09T10:41:34+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/web-stories\\\/building-a-machine-learning-model\\\/\"},\"wordCount\":150,\"image\":{\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/web-stories\\\/building-a-machine-learning-model\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/wp-content\\\/uploads\\\/2024\\\/01\\\/cropped-Black-gradient-artificial-intelligence-Instagram-Story-.png\",\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/web-stories\\\/building-a-machine-learning-model\\\/\",\"url\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/web-stories\\\/building-a-machine-learning-model\\\/\",\"name\":\"Building a Machine Learning Model - Pickl.AI\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/web-stories\\\/building-a-machine-learning-model\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/web-stories\\\/building-a-machine-learning-model\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/wp-content\\\/uploads\\\/2024\\\/01\\\/cropped-Black-gradient-artificial-intelligence-Instagram-Story-.png\",\"datePublished\":\"2024-01-09T10:41:33+00:00\",\"dateModified\":\"2024-01-09T10:41:34+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/web-stories\\\/building-a-machine-learning-model\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/web-stories\\\/building-a-machine-learning-model\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/web-stories\\\/building-a-machine-learning-model\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/wp-content\\\/uploads\\\/2024\\\/01\\\/cropped-Black-gradient-artificial-intelligence-Instagram-Story-.png\",\"contentUrl\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/wp-content\\\/uploads\\\/2024\\\/01\\\/cropped-Black-gradient-artificial-intelligence-Instagram-Story-.png\",\"width\":640,\"height\":853,\"caption\":\"Black gradient artificial intelligence Instagram Story\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/web-stories\\\/building-a-machine-learning-model\\\/#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\":\"Building a Machine Learning Model\"}]},{\"@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":"Building a Machine Learning Model - Pickl.AI","description":"Knowing the specifics of the Data Model for Machine Learning can make your job easier.","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\/building-a-machine-learning-model\/","og_locale":"en_US","og_type":"article","og_title":"Building a Machine Learning Model","og_description":"Knowing the specifics of the Data Model for Machine Learning can make your job easier.","og_url":"https:\/\/www.pickl.ai\/blog\/web-stories\/building-a-machine-learning-model\/","og_site_name":"Pickl.AI","article_modified_time":"2024-01-09T10:41:34+00:00","og_image":[{"width":640,"height":853,"url":"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/cropped-Black-gradient-artificial-intelligence-Instagram-Story-.png","type":"image\/png"}],"twitter_card":"summary_large_image","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.pickl.ai\/blog\/web-stories\/building-a-machine-learning-model\/#article","isPartOf":{"@id":"https:\/\/www.pickl.ai\/blog\/web-stories\/building-a-machine-learning-model\/"},"author":{"name":"Admin","@id":"https:\/\/www.pickl.ai\/blog\/#\/schema\/person\/adfcccafe1795b39fe941ddafe76b6ab"},"headline":"Building a Machine Learning Model","datePublished":"2024-01-09T10:41:33+00:00","dateModified":"2024-01-09T10:41:34+00:00","mainEntityOfPage":{"@id":"https:\/\/www.pickl.ai\/blog\/web-stories\/building-a-machine-learning-model\/"},"wordCount":150,"image":{"@id":"https:\/\/www.pickl.ai\/blog\/web-stories\/building-a-machine-learning-model\/#primaryimage"},"thumbnailUrl":"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/cropped-Black-gradient-artificial-intelligence-Instagram-Story-.png","inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/www.pickl.ai\/blog\/web-stories\/building-a-machine-learning-model\/","url":"https:\/\/www.pickl.ai\/blog\/web-stories\/building-a-machine-learning-model\/","name":"Building a Machine Learning Model - Pickl.AI","isPartOf":{"@id":"https:\/\/www.pickl.ai\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.pickl.ai\/blog\/web-stories\/building-a-machine-learning-model\/#primaryimage"},"image":{"@id":"https:\/\/www.pickl.ai\/blog\/web-stories\/building-a-machine-learning-model\/#primaryimage"},"thumbnailUrl":"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/cropped-Black-gradient-artificial-intelligence-Instagram-Story-.png","datePublished":"2024-01-09T10:41:33+00:00","dateModified":"2024-01-09T10:41:34+00:00","breadcrumb":{"@id":"https:\/\/www.pickl.ai\/blog\/web-stories\/building-a-machine-learning-model\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.pickl.ai\/blog\/web-stories\/building-a-machine-learning-model\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.pickl.ai\/blog\/web-stories\/building-a-machine-learning-model\/#primaryimage","url":"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/cropped-Black-gradient-artificial-intelligence-Instagram-Story-.png","contentUrl":"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/cropped-Black-gradient-artificial-intelligence-Instagram-Story-.png","width":640,"height":853,"caption":"Black gradient artificial intelligence Instagram Story"},{"@type":"BreadcrumbList","@id":"https:\/\/www.pickl.ai\/blog\/web-stories\/building-a-machine-learning-model\/#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":"Building a Machine Learning Model"}]},{"@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":false,"scale":100,"focalX":50,"focalY":50,"resource":{"type":"image","mimeType":"image\/png","width":1080,"height":1920,"sizes":{"medium":{"file":"Black-gradient-artificial-intelligence-Instagram-Story--169x300.png","width":169,"height":300,"filesize":53226,"mimeType":"image\/png","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Black-gradient-artificial-intelligence-Instagram-Story--169x300.png"},"large":{"file":"Black-gradient-artificial-intelligence-Instagram-Story--576x1024.png","width":576,"height":1024,"filesize":222254,"mimeType":"image\/png","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Black-gradient-artificial-intelligence-Instagram-Story--576x1024.png"},"thumbnail":{"file":"Black-gradient-artificial-intelligence-Instagram-Story--150x150.png","width":150,"height":150,"filesize":19805,"mimeType":"image\/png","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Black-gradient-artificial-intelligence-Instagram-Story--150x150.png"},"medium_large":{"file":"Black-gradient-artificial-intelligence-Instagram-Story--768x1365.png","width":768,"height":1365,"filesize":314966,"mimeType":"image\/png","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Black-gradient-artificial-intelligence-Instagram-Story--768x1365.png"},"1536x1536":{"file":"Black-gradient-artificial-intelligence-Instagram-Story--864x1536.png","width":864,"height":1536,"filesize":363611,"mimeType":"image\/png","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Black-gradient-artificial-intelligence-Instagram-Story--864x1536.png"},"magine-hero":{"file":"Black-gradient-artificial-intelligence-Instagram-Story--1080x600.png","width":1080,"height":600,"filesize":68300,"mimeType":"image\/png","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Black-gradient-artificial-intelligence-Instagram-Story--1080x600.png"},"magine-thumbnail":{"file":"Black-gradient-artificial-intelligence-Instagram-Story--900x600.png","width":900,"height":600,"filesize":84810,"mimeType":"image\/png","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Black-gradient-artificial-intelligence-Instagram-Story--900x600.png"},"magine-vertical-thumbnail":{"file":"Black-gradient-artificial-intelligence-Instagram-Story--600x800.png","width":600,"height":800,"filesize":171839,"mimeType":"image\/png","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Black-gradient-artificial-intelligence-Instagram-Story--600x800.png"},"web-stories-poster-portrait":{"file":"Black-gradient-artificial-intelligence-Instagram-Story--640x853.png","width":640,"height":853,"filesize":187302,"mimeType":"image\/png","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Black-gradient-artificial-intelligence-Instagram-Story--640x853.png"},"web-stories-publisher-logo":{"file":"Black-gradient-artificial-intelligence-Instagram-Story--96x96.png","width":96,"height":96,"filesize":11473,"mimeType":"image\/png","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Black-gradient-artificial-intelligence-Instagram-Story--96x96.png"},"web-stories-thumbnail":{"file":"Black-gradient-artificial-intelligence-Instagram-Story--150x267.png","width":150,"height":267,"filesize":45737,"mimeType":"image\/png","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Black-gradient-artificial-intelligence-Instagram-Story--150x267.png"},"full":{"file":"Black-gradient-artificial-intelligence-Instagram-Story-.png","width":1080,"height":1920,"mimeType":"image\/png","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Black-gradient-artificial-intelligence-Instagram-Story-.png"}},"isPlaceholder":false,"isExternal":false,"needsProxy":false,"baseColor":null,"blurHash":"UBBgA2s;00D%S#j[n$jt00WU~W%MxaWBR*fQ","creationDate":"2024-01-08T10:12:17","src":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Black-gradient-artificial-intelligence-Instagram-Story-.png","id":5693,"alt":"Black gradient artificial intelligence Instagram Story","local":false,"provider":"local"},"type":"image","x":0,"y":-61,"width":412,"height":732,"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":"29076016-6ecb-429d-a341-f6d1098fb36e","isBackground":true,"isHidden":false}],"backgroundColor":{"color":{"r":255,"g":255,"b":255}},"id":"c6e132c5-fb66-4b6e-9981-64d2b7c34f09","defaultBackgroundElement":{"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":"6555a289-8ff5-4ead-bc12-556e007dc3bb"},"animations":[]},{"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":"f8c4ed00-a9fe-4890-840b-70a3fe5b67d9"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":false,"scale":100,"focalX":50,"focalY":50,"resource":{"type":"image","mimeType":"image\/jpeg","width":2560,"height":1707,"sizes":{"medium":{"file":"Jan-Solving_problem_1-300x200.jpg","width":300,"height":200,"filesize":35763,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Jan-Solving_problem_1-300x200.jpg"},"large":{"file":"Jan-Solving_problem_1-1024x683.jpg","width":1024,"height":683,"filesize":70321,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Jan-Solving_problem_1-1024x683.jpg"},"thumbnail":{"file":"Jan-Solving_problem_1-150x150.jpg","width":150,"height":150,"filesize":32972,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Jan-Solving_problem_1-150x150.jpg"},"medium_large":{"file":"Jan-Solving_problem_1-768x512.jpg","width":768,"height":512,"filesize":56656,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Jan-Solving_problem_1-768x512.jpg"},"1536x1536":{"file":"Jan-Solving_problem_1-1536x1024.jpg","width":1536,"height":1024,"filesize":101559,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Jan-Solving_problem_1-1536x1024.jpg"},"2048x2048":{"file":"Jan-Solving_problem_1-2048x1366.jpg","width":2048,"height":1366,"filesize":137022,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Jan-Solving_problem_1-2048x1366.jpg"},"magine-hero":{"file":"Jan-Solving_problem_1-1400x600.jpg","width":1400,"height":600,"filesize":80763,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Jan-Solving_problem_1-1400x600.jpg"},"magine-thumbnail":{"file":"Jan-Solving_problem_1-900x600.jpg","width":900,"height":600,"filesize":63610,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Jan-Solving_problem_1-900x600.jpg"},"magine-vertical-thumbnail":{"file":"Jan-Solving_problem_1-600x800.jpg","width":600,"height":800,"filesize":58278,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Jan-Solving_problem_1-600x800.jpg"},"web-stories-poster-portrait":{"file":"Jan-Solving_problem_1-640x853.jpg","width":640,"height":853,"filesize":60781,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Jan-Solving_problem_1-640x853.jpg"},"web-stories-publisher-logo":{"file":"Jan-Solving_problem_1-96x96.jpg","width":96,"height":96,"filesize":30866,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Jan-Solving_problem_1-96x96.jpg"},"web-stories-thumbnail":{"file":"Jan-Solving_problem_1-150x100.jpg","width":150,"height":100,"filesize":31367,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Jan-Solving_problem_1-150x100.jpg"},"full":{"file":"Jan-Solving_problem_1-scaled.jpg","width":2560,"height":1707,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Jan-Solving_problem_1-scaled.jpg"}},"isPlaceholder":false,"isExternal":false,"needsProxy":false,"baseColor":"#f2efee","blurHash":"UFRfXwXFxaxQ%gShofs9yZ$aflI{wgn4WCXT","creationDate":1704709052000,"src":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/Jan-Solving_problem_1-scaled.jpg","id":5694,"alt":"Jan-Solving_problem_1","local":false},"type":"image","x":48,"y":0,"width":312,"height":217,"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":"09f946a4-9a14-4ec8-9f12-eb3d49362121"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundTextMode":"NONE","font":{"family":"Alegreya"},"fontSize":38,"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; text-decoration: underline; color: #599bfe\">Define the Problem<\/span>","x":43,"y":263,"width":326,"borderRadius":{"locked":true,"topLeft":2,"topRight":2,"bottomRight":2,"bottomLeft":2},"type":"text","height":52,"id":"b51f58a5-b5c9-4459-a5c3-a8c1de14067f","marginOffset":-6.669000000000004},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundTextMode":"NONE","font":{"family":"Roboto"},"fontSize":24,"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 Clearly highlight the problem you want to solve with machine learning.<\/span>\n\n<span style=\"font-weight: 700\">\u2013 Understand the goals, objectives, and constraints of your project.<\/span>","x":63,"y":343,"width":306,"borderRadius":{"locked":true,"topLeft":2,"topRight":2,"bottomRight":2,"bottomLeft":2},"type":"text","height":209,"id":"ed201313-df98-45d5-9d2c-821dd53bf74a","marginOffset":0.703125},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":false,"backgroundColor":{"color":{"r":89,"g":155,"b":254,"a":0.3}},"width":209,"height":54,"type":"shape","x":88,"y":580,"mask":{"type":"rectangle"},"id":"52f2b00f-723c-41da-9e0b-ec63b559ee59"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundTextMode":"NONE","font":{"family":"Roboto"},"fontSize":33,"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\">Click Here&nbsp;<\/span>","x":114,"y":594,"width":183,"borderRadius":{"locked":true,"topLeft":2,"topRight":2,"bottomRight":2,"bottomLeft":2},"type":"text","height":39,"id":"977e6d71-c275-4b4b-aa22-9e769dc52fa5","marginOffset":0.9281250000000014,"link":{"needsProxy":false,"url":" https:\/\/pickl.ai\/blog\/how-to-build-a-machine-learning-model\/","rel":[],"type":"regular","pageId":null,"icon":null,"desc":null}}],"backgroundColor":{"color":{"r":255,"g":255,"b":255}},"id":"f3b3ac09-5109-42f1-8ed5-1790a6101bf1"},{"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":"4499f738-c7c5-4f67-81f1-65dce783ed18","type":"shape"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundTextMode":"NONE","font":{"family":"Alegreya"},"fontSize":35,"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; text-decoration: underline; color: #e03568\">Data Collection and Exploration<\/span>","x":60,"y":259,"width":286,"borderRadius":{"locked":true,"topLeft":2,"topRight":2,"bottomRight":2,"bottomLeft":2},"height":89,"id":"0d2770d7-8e49-438c-9fc0-a6e73015e84b","marginOffset":-5.984999999999999,"type":"text"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundTextMode":"NONE","font":{"family":"Roboto"},"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":"\u2013 Collect relevant data for your problem.\n\u2013 Use quality data and address missing values.\n\u2013 Explore and analyze the dataset using statistical and visual methods.\n\u2013 Gain insights into the distribution, relationships, and patterns within the data","x":60,"y":378,"width":312,"borderRadius":{"locked":true,"topLeft":2,"topRight":2,"bottomRight":2,"bottomLeft":2},"height":194,"id":"8a698b29-e132-430f-b69c-b93270d0d372","marginOffset":0.5062499999999979,"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":2560,"height":1707,"sizes":{"medium":{"file":"representation-user-experience-interface-design-computer-300x200.jpg","width":300,"height":200,"filesize":28355,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/representation-user-experience-interface-design-computer-300x200.jpg"},"large":{"file":"representation-user-experience-interface-design-computer-1024x683.jpg","width":1024,"height":683,"filesize":118435,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/representation-user-experience-interface-design-computer-1024x683.jpg"},"thumbnail":{"file":"representation-user-experience-interface-design-computer-150x150.jpg","width":150,"height":150,"filesize":20775,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/representation-user-experience-interface-design-computer-150x150.jpg"},"medium_large":{"file":"representation-user-experience-interface-design-computer-768x512.jpg","width":768,"height":512,"filesize":80592,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/representation-user-experience-interface-design-computer-768x512.jpg"},"1536x1536":{"file":"representation-user-experience-interface-design-computer-1536x1024.jpg","width":1536,"height":1024,"filesize":208683,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/representation-user-experience-interface-design-computer-1536x1024.jpg"},"2048x2048":{"file":"representation-user-experience-interface-design-computer-2048x1365.jpg","width":2048,"height":1365,"filesize":318354,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/representation-user-experience-interface-design-computer-2048x1365.jpg"},"magine-hero":{"file":"representation-user-experience-interface-design-computer-1400x600.jpg","width":1400,"height":600,"filesize":140020,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/representation-user-experience-interface-design-computer-1400x600.jpg"},"magine-thumbnail":{"file":"representation-user-experience-interface-design-computer-900x600.jpg","width":900,"height":600,"filesize":98957,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/representation-user-experience-interface-design-computer-900x600.jpg"},"magine-vertical-thumbnail":{"file":"representation-user-experience-interface-design-computer-600x800.jpg","width":600,"height":800,"filesize":93558,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/representation-user-experience-interface-design-computer-600x800.jpg"},"web-stories-poster-portrait":{"file":"representation-user-experience-interface-design-computer-640x853.jpg","width":640,"height":853,"filesize":102595,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/representation-user-experience-interface-design-computer-640x853.jpg"},"web-stories-publisher-logo":{"file":"representation-user-experience-interface-design-computer-96x96.jpg","width":96,"height":96,"filesize":16868,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/representation-user-experience-interface-design-computer-96x96.jpg"},"web-stories-thumbnail":{"file":"representation-user-experience-interface-design-computer-150x100.jpg","width":150,"height":100,"filesize":18276,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/representation-user-experience-interface-design-computer-150x100.jpg"},"full":{"file":"representation-user-experience-interface-design-computer-scaled.jpg","width":2560,"height":1707,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/representation-user-experience-interface-design-computer-scaled.jpg"}},"isPlaceholder":false,"isExternal":false,"needsProxy":false,"baseColor":"#888381","blurHash":"UMIORy%h?TV]?wIUW+Rk00IAE2RjD#t7Roa{","creationDate":1704711417000,"src":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/representation-user-experience-interface-design-computer-scaled.jpg","id":5695,"alt":"representation-user-experience-interface-design-computer","local":false},"type":"image","x":43,"y":5,"width":330,"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":"df68c9b1-441c-447c-9461-c36a0891e115"}],"backgroundColor":{"color":{"r":255,"g":255,"b":255}},"animations":[],"id":"7493ada5-7e67-415c-b55f-577781b8ca05"},{"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":"f2ec7c8e-6c94-4873-809d-667df0ad1df1","type":"shape"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundTextMode":"NONE","font":{"family":"Alegreya"},"fontSize":41,"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; text-decoration: underline; color: #e06e04\">Data Preprocessing<\/span>","x":60,"y":236,"width":303,"borderRadius":{"locked":true,"topLeft":2,"topRight":2,"bottomRight":2,"bottomLeft":2},"height":105,"id":"8082fd04-d8c3-4868-bea7-d5cf72468309","marginOffset":-7.011000000000003,"type":"text"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundTextMode":"NONE","font":{"family":"Roboto"},"fontSize":19,"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"lineHeight":1.2,"textAlign":"left","padding":{"locked":true,"hasHiddenPadding":false,"horizontal":0,"vertical":0},"content":"Clean the data by handling outliers, missing values, and irrelevant features.\n\u2013 Convert categorical variables into a format suitable for machine learning.\n\u2013 Split the dataset into training and testing sets to evaluate the model's performance.","x":60,"y":370,"width":298,"borderRadius":{"locked":true,"topLeft":2,"topRight":2,"bottomRight":2,"bottomLeft":2},"height":206,"id":"0706a8ee-3e0f-42df-b64a-1c556851125f","marginOffset":0.5625,"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":2560,"height":1632,"sizes":{"medium":{"file":"revenue-operations-collage-300x191.jpg","width":300,"height":191,"filesize":18088,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/revenue-operations-collage-300x191.jpg"},"large":{"file":"revenue-operations-collage-1024x653.jpg","width":1024,"height":653,"filesize":108719,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/revenue-operations-collage-1024x653.jpg"},"thumbnail":{"file":"revenue-operations-collage-150x150.jpg","width":150,"height":150,"filesize":10594,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/revenue-operations-collage-150x150.jpg"},"medium_large":{"file":"revenue-operations-collage-768x490.jpg","width":768,"height":490,"filesize":69336,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/revenue-operations-collage-768x490.jpg"},"1536x1536":{"file":"revenue-operations-collage-1536x979.jpg","width":1536,"height":979,"filesize":208765,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/revenue-operations-collage-1536x979.jpg"},"2048x2048":{"file":"revenue-operations-collage-2048x1306.jpg","width":2048,"height":1306,"filesize":347150,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/revenue-operations-collage-2048x1306.jpg"},"magine-hero":{"file":"revenue-operations-collage-1400x600.jpg","width":1400,"height":600,"filesize":127701,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/revenue-operations-collage-1400x600.jpg"},"magine-thumbnail":{"file":"revenue-operations-collage-900x600.jpg","width":900,"height":600,"filesize":91993,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/revenue-operations-collage-900x600.jpg"},"magine-vertical-thumbnail":{"file":"revenue-operations-collage-600x800.jpg","width":600,"height":800,"filesize":85550,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/revenue-operations-collage-600x800.jpg"},"web-stories-poster-portrait":{"file":"revenue-operations-collage-640x853.jpg","width":640,"height":853,"filesize":95083,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/revenue-operations-collage-640x853.jpg"},"web-stories-publisher-logo":{"file":"revenue-operations-collage-96x96.jpg","width":96,"height":96,"filesize":6843,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/revenue-operations-collage-96x96.jpg"},"web-stories-thumbnail":{"file":"revenue-operations-collage-150x96.jpg","width":150,"height":96,"filesize":8178,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/revenue-operations-collage-150x96.jpg"},"full":{"file":"revenue-operations-collage-scaled.jpg","width":2560,"height":1632,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/revenue-operations-collage-scaled.jpg"}},"isPlaceholder":false,"isExternal":false,"needsProxy":false,"baseColor":"#13203f","blurHash":"U96[zU#iQRY84qRikRRRvxNLX:wuo#-oxbM{","creationDate":1704713484000,"src":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/revenue-operations-collage-scaled.jpg","id":5696,"alt":"revenue-operations-collage","local":false},"type":"image","x":48,"y":10,"width":318,"height":206,"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":"e2f88ac2-cdc2-4ba0-bf1d-ff3aa7a17527"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":false,"backgroundColor":{"color":{"r":232,"g":133,"b":4,"a":0.3}},"width":209,"height":54,"x":88,"y":580,"mask":{"type":"rectangle"},"id":"7043584b-9345-482f-b697-8b24b0834c8b","type":"shape"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundTextMode":"NONE","font":{"family":"Roboto"},"fontSize":33,"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\">Click Here&nbsp;<\/span>","x":114,"y":594,"width":183,"borderRadius":{"locked":true,"topLeft":2,"topRight":2,"bottomRight":2,"bottomLeft":2},"height":39,"id":"7a7c6527-6942-46c6-ac6f-234f18c6ccc7","marginOffset":0.9281250000000014,"link":{"needsProxy":false,"url":" https:\/\/pickl.ai\/blog\/data-processing-in-machine-learning\/","rel":[],"type":"regular","pageId":null,"icon":null,"desc":null},"type":"text"}],"backgroundColor":{"color":{"r":255,"g":255,"b":255}},"animations":[],"id":"b8f06cd3-ce2d-46f8-85c5-bcefa894654b"},{"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":"e5162b32-db68-4977-975d-c6b99973bf3c","type":"shape"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundTextMode":"NONE","font":{"family":"Alegreya"},"fontSize":41,"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; text-decoration: underline; color: #a4cebb\">Model Selection and Training<\/span>","x":61,"y":256,"width":303,"borderRadius":{"locked":true,"topLeft":2,"topRight":2,"bottomRight":2,"bottomLeft":2},"height":105,"id":"957b1b9d-43d0-49b1-be9b-e30bea5711ed","marginOffset":-7.011000000000003,"type":"text"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundTextMode":"NONE","font":{"family":"Roboto"},"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\">\u2013 Select a suitable machine learning algorithm based on the problem type (classification, regression, clustering).<\/span>\n\n<span style=\"font-weight: 700\">\u2013 Split the data into features and labels, and train the model using the training set.<\/span>","x":71,"y":379,"width":266,"borderRadius":{"locked":true,"topLeft":2,"topRight":2,"bottomRight":2,"bottomLeft":2},"height":200,"id":"933e9262-ba7b-499d-86b9-131ef0737b38","marginOffset":0.5062499999999979,"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":2560,"height":1707,"sizes":{"medium":{"file":"5191132-300x200.jpg","width":300,"height":200,"filesize":8295,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/5191132-300x200.jpg"},"large":{"file":"5191132-1024x683.jpg","width":1024,"height":683,"filesize":42861,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/5191132-1024x683.jpg"},"thumbnail":{"file":"5191132-150x150.jpg","width":150,"height":150,"filesize":4149,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/5191132-150x150.jpg"},"medium_large":{"file":"5191132-768x512.jpg","width":768,"height":512,"filesize":29879,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/5191132-768x512.jpg"},"1536x1536":{"file":"5191132-1536x1024.jpg","width":1536,"height":1024,"filesize":72199,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/5191132-1536x1024.jpg"},"2048x2048":{"file":"5191132-2048x1365.jpg","width":2048,"height":1365,"filesize":104556,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/5191132-2048x1365.jpg"},"magine-hero":{"file":"5191132-1400x600.jpg","width":1400,"height":600,"filesize":52867,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/5191132-1400x600.jpg"},"magine-thumbnail":{"file":"5191132-900x600.jpg","width":900,"height":600,"filesize":36852,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/5191132-900x600.jpg"},"magine-vertical-thumbnail":{"file":"5191132-600x800.jpg","width":600,"height":800,"filesize":28112,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/5191132-600x800.jpg"},"web-stories-poster-portrait":{"file":"5191132-640x853.jpg","width":640,"height":853,"filesize":30417,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/5191132-640x853.jpg"},"web-stories-publisher-logo":{"file":"5191132-96x96.jpg","width":96,"height":96,"filesize":2245,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/5191132-96x96.jpg"},"web-stories-thumbnail":{"file":"5191132-150x100.jpg","width":150,"height":100,"filesize":3312,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/5191132-150x100.jpg"},"full":{"file":"5191132-scaled.jpg","width":2560,"height":1707,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/5191132-scaled.jpg"}},"isPlaceholder":false,"isExternal":false,"needsProxy":false,"baseColor":"#f6ecd9","blurHash":"UER.xzxuWS~U~TxvjED%~UM_r?ER9dD%j].S","creationDate":1704715471000,"src":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/5191132-scaled.jpg","id":5697,"alt":"5191132","local":false},"type":"image","x":40,"y":0,"width":330,"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":"9e2563dd-ad49-4e8c-9dc9-91124d879e08"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":false,"backgroundColor":{"color":{"r":164,"g":215,"b":222,"a":0.3}},"width":209,"height":54,"x":88,"y":580,"mask":{"type":"rectangle"},"id":"ae5a9426-39b5-4b3a-9a67-1b75c8ebd3e7","type":"shape"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundTextMode":"NONE","font":{"family":"Roboto"},"fontSize":33,"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\">Click Here&nbsp;<\/span>","x":114,"y":594,"width":183,"borderRadius":{"locked":true,"topLeft":2,"topRight":2,"bottomRight":2,"bottomLeft":2},"height":39,"id":"d171e9c1-38af-4fd5-a723-09f8be10f5b9","marginOffset":0.9281250000000014,"link":{"needsProxy":false,"url":"https:\/\/pickl.ai\/blog\/what-is-data-modeling-definition-importance-and-types\/","rel":[],"type":"regular","pageId":null,"icon":null,"desc":null},"type":"text"}],"backgroundColor":{"color":{"r":255,"g":255,"b":255}},"animations":[],"id":"327bbaf7-1e49-4e8d-b6d4-7447bee796f5"}],"fonts":{"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}},"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}}},"autoAdvance":true,"defaultPageDuration":7,"currentStoryStyles":{"colors":[]}},"story_poster":{"id":5700,"url":"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2024\/01\/cropped-Black-gradient-artificial-intelligence-Instagram-Story-.png","width":640,"height":853,"needsProxy":false},"_links":{"self":[{"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/web-stories\/v1\/web-story\/5691","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":3,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/web-stories\/v1\/web-story\/5691\/revisions"}],"predecessor-version":[{"id":5701,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/web-stories\/v1\/web-story\/5691\/revisions\/5701"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/web-stories\/v1\/media\/5700"}],"wp:attachment":[{"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/web-stories\/v1\/media?parent=5691"}],"wp:term":[{"taxonomy":"web_story_category","embeddable":true,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/web-stories\/v1\/web_story_category?post=5691"},{"taxonomy":"web_story_tag","embeddable":true,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/web-stories\/v1\/web_story_tag?post=5691"}],"wp:lock":[{"embeddable":true,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/web-stories\/v1\/web-story\/5691\/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}]}}