{"id":24002,"date":"2025-08-06T17:17:17","date_gmt":"2025-08-06T11:47:17","guid":{"rendered":"https:\/\/www.pickl.ai\/blog\/?post_type=web-story&#038;p=24002"},"modified":"2025-08-06T17:20:49","modified_gmt":"2025-08-06T11:50:49","slug":"machine-learning-roadmap","status":"publish","type":"web-story","link":"https:\/\/www.pickl.ai\/blog\/web-stories\/machine-learning-roadmap\/","title":{"rendered":"Machine Learning Roadmap"},"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=Libre+Baskerville%3Awght%40400%3B700\" rel=\"stylesheet\"\/>\n<style 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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-62366d7b-3427-4714-b914-6d135045ceb4\">\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:34.46602%;top:0.97087%;width:31.06796%;height:7.28155%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-79296494-4208-4c3a-9052-0abfe2fa86be\">\n<div style=\"position:absolute;width:101.60762%;height:100%;left:-0.80381%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png.png\" alt=\"pickl-new-logo-updated-png\" srcSet=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png.png 500w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png-300x104.png 300w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png-255x88.png 255w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png-200x69.png 200w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png-150x52.png 150w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png-110x38.png 110w\" sizes=\"(min-width: 1024px) 14vh, 31vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:17.11165%;top:55.17799%;width:65.7767%;height:22.97735%;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% \/ 1.4084507042253522% 1.4084507042253522% 1.4084507042253522% 1.4084507042253522%\" id=\"el-22cc10db-6b2f-43cc-b5af-d574756ac52e\">\n<h1 id=\"machinelearning-roadmap\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.13376383763837532% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.647249em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #0354f2\">Machine<\/span><br \/>\n<span style=\"font-weight: 700; color: #0354f2\">Learning <\/span><span style=\"font-weight: 700\">Roadmap<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.8932%;top:80.90615%;width:76.21359%;height:15.21036%;transform:rotate(360deg);opacity:1\">\n<div id=\"anim-733f14b2-edf2-47e7-939f-c60a389a6c18\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-f78da99b-d20e-4961-b299-53d774b0ceb4\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:rotate(-360deg) translate3d(0px, 186.40657%, 0) rotate(360deg)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6369426751592357% 0.6369426751592357% 0.6369426751592357% 0.6369426751592357% \/ 2.127659574468085% 2.127659574468085% 2.127659574468085% 2.127659574468085%\" id=\"el-70498028-241d-4501-a40a-49cdf06c06c6\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.20382165605095562% 0;font-family:&quot;Libre Baskerville&quot;,serif;font-size:0.258900em;line-height:1.16;text-align:center;padding:0;color:#000000\"><span><span style=\"color: #272727\">Explore the essential steps to <\/span><span style=\"font-weight: 700; color: #0354f2\">master machine learning<\/span><span style=\"color: #272727\">\u2014from core concepts and algorithms to <\/span><span style=\"font-weight: 700; color: #0354f2\">advanced skills<\/span><span style=\"color: #272727\">, <\/span><span style=\"font-weight: 700; color: #0354f2\">deployment<\/span><span style=\"color: #272727\">, and <\/span><span style=\"font-weight: 700; color: #0354f2\">career guidance<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:20.63107%;top:15.53398%;width:58.73786%;height:36.8932%;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-eac81150-a812-4861-ae9a-347eea0282c9\">\n<div style=\"position:absolute;width:100%;height:106.14035%;left:0%;top:-3.07018%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/machine_learning_flat_illustration-scaled.jpg\" alt=\"machine_learning_flat_illustration\" srcSet=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/machine_learning_flat_illustration-scaled.jpg 2560w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/machine_learning_flat_illustration-2048x2048.jpg 2048w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/machine_learning_flat_illustration-1536x1536.jpg 1536w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/machine_learning_flat_illustration-1160x1160.jpg 1160w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/machine_learning_flat_illustration-1024x1024.jpg 1024w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/machine_learning_flat_illustration-800x800.jpg 800w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/machine_learning_flat_illustration-768x768.jpg 768w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/machine_learning_flat_illustration-550x550.jpg 550w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/machine_learning_flat_illustration-380x380.jpg 380w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/machine_learning_flat_illustration-300x300.jpg 300w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/machine_learning_flat_illustration-255x255.jpg 255w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/machine_learning_flat_illustration-200x200.jpg 200w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/machine_learning_flat_illustration-150x150.jpg 150w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/machine_learning_flat_illustration-110x110.jpg 110w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/machine_learning_flat_illustration-96x96.jpg 96w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/machine_learning_flat_illustration-80x80.jpg 80w\" sizes=\"(min-width: 1024px) 26vh, 59vw\" 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=\"b33e746f-ecb9-458d-a4ee-523a4fb616b0\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-40b6c77b-a91a-4820-829e-51aeb4d63626\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":300,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 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style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-febcc8ff-91f1-45f5-a408-8bb9c9cbcd26\">\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:12.86408%;top:52.42718%;width:47.57282%;height:15.21036%;opacity:1\">\n<div id=\"anim-61e57354-d90f-448e-92b7-b8018101fb3b\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-924eee0d-b767-4ed7-bec8-577d1d41222d\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -505.55542%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:1.0204081632653061% 1.0204081632653061% 1.0204081632653061% 1.0204081632653061% \/ 2.127659574468085% 2.127659574468085% 2.127659574468085% 2.127659574468085%\" id=\"el-28a836be-0f4c-4311-a986-9527b50661e7\">\n<h1 id=\"learnthe-basics\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1849489795918353% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.647249em;line-height:1.19;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Learn<\/span><br \/>\n<span style=\"font-weight: 700; color: #0354f2\">the Basics<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:12.86408%;top:68.28479%;width:73.78641%;height:18.28479%;transform:rotate(360deg);opacity:1\">\n<div id=\"anim-40b6c77b-a91a-4820-829e-51aeb4d63626\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-e3dc1012-459c-43d8-85fc-e6870be718b8\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:rotate(-360deg) translate3d(0px, 224.09046%, 0) rotate(360deg)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6578947368421052% 0.6578947368421052% 0.6578947368421052% 0.6578947368421052% \/ 1.7699115044247788% 1.7699115044247788% 1.7699115044247788% 1.7699115044247788%\" id=\"el-42cfbbfc-dac9-4230-95e5-42a3123767e3\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.21052631578947384% 0;font-family:&quot;Libre Baskerville&quot;,serif;font-size:0.258900em;line-height:1.16;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #272727\">Begin your <\/span><span style=\"font-weight: 700; color: #0354f2\">machine learning<\/span><span style=\"color: #272727\"> journey by understanding<\/span><span style=\"font-weight: 700; color: #0354f2\"> basic concepts<\/span><span style=\"color: #272727\">, <\/span><span style=\"font-weight: 700; color: #0354f2\">applications,<\/span><span style=\"color: #272727\"> and the importance of data-driven decision-making in today\u2019s technology landscape.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:23.90777%;top:17.79935%;width:52.18447%;height:30.58252%;opacity:1\">\n<div id=\"anim-fda14a34-619a-418f-a426-0729e05b199a\" class=\"animation-wrapper\" 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0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.258900em;line-height:0.5;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Read More<\/span><\/p>\n<p><\/span><\/p>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:34.46602%;top:0.97087%;width:31.06796%;height:7.28155%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-ff1859ed-07af-4688-99b9-9f77a604a683\">\n<div style=\"position:absolute;width:101.60762%;height:100%;left:-0.80381%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png.png\" alt=\"pickl-new-logo-updated-png\" srcSet=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png.png 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0px, 0)\"]},\"delay\":0,\"duration\":1100,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#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-676d628c-33d5-43cf-9632-1c4195be8cb2\">\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:12.62136%;top:51.61812%;width:74.51456%;height:21.84466%;opacity:1\">\n<div id=\"anim-22467b79-8799-48c8-a0d0-e1066e8134c6\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-fc0e12c1-9bf6-4493-a132-f5008d04e7c8\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -378.68312%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6514657980456027% 0.6514657980456027% 0.6514657980456027% 0.6514657980456027% \/ 1.4814814814814816% 1.4814814814814816% 1.4814814814814816% 1.4814814814814816%\" id=\"el-b006a8a6-efac-40ed-9722-f203b9b9f8e7\">\n<h1 id=\"programming-languageexpertise\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.11217426710097701% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.614887em;line-height:1.19;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #0354f2\">Programming Language<\/span><br \/>\n<span style=\"font-weight: 700\">Expertise<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:12.62136%;top:75.40453%;width:74.75728%;height:15.21036%;transform:rotate(360deg);opacity:1\">\n<div id=\"anim-eeac8f4f-f082-4307-9830-9e7c05882f22\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-34e7f6db-3e10-4446-a5ce-a3cf05842408\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:rotate(-360deg) translate3d(0px, 222.57678%, 0) rotate(360deg)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6493506493506493% 0.6493506493506493% 0.6493506493506493% 0.6493506493506493% \/ 2.127659574468085% 2.127659574468085% 2.127659574468085% 2.127659574468085%\" id=\"el-241897c4-8f70-4d5d-a715-25d7333d57b5\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.20779220779220797% 0;font-family:&quot;Libre Baskerville&quot;,serif;font-size:0.258900em;line-height:1.16;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #272727\">Learn <\/span><span style=\"font-weight: 700; color: #0354f2\">Python<\/span><span style=\"color: #272727\"> or <\/span><span style=\"font-weight: 700; color: #0354f2\">R <\/span><span style=\"font-weight: 700; color: #0354f2\">programming <\/span><span style=\"color: #272727\">and strengthen your foundation in mathematics\u2014especially <\/span><span style=\"font-weight: 700; color: #0354f2\">statistics<\/span><span style=\"color: #272727\">, <\/span><span style=\"font-weight: 700; color: #0354f2\">probability<\/span><span style=\"color: #272727\">, and <\/span><span style=\"font-weight: 700; color: #0354f2\">linear algebra <\/span><span style=\"color: #272727\">for <\/span><span style=\"font-weight: 700; color: #0354f2\">machine learning success.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:17.11165%;top:18.93204%;width:65.7767%;height:27.34628%;opacity:1\">\n<div id=\"anim-77d8280f-2aa9-4fcf-bb09-9eeaf961ee80\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-1b534f7f-89f4-4692-9d68-0a773129e66f\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -203.09007%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-0d7ccbe0-8088-42d3-89fa-73bda5e0a84f\">\n<div style=\"position:absolute;width:100%;height:160.35502%;left:0%;top:-53.65072%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/1724306761819-removebg-preview.png\" alt=\"1724306761819-removebg-preview\" srcSet=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/1724306761819-removebg-preview.png 500w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/1724306761819-removebg-preview-380x380.png 380w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/1724306761819-removebg-preview-300x300.png 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150w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png-110x38.png 110w\" sizes=\"(min-width: 1024px) 14vh, 31vw\" 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=\"8f98733a-1e60-4690-ad9c-85cc65611b91\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-1bd6f9ce-ea20-4794-bbbb-b86042e36b12\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":300,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-6f5dfba6-78c8-4595-9b79-1015bd748fd2\",\"keyframes\":{\"transform\":[\"rotate(-360deg) translate3d(0px, 226.83211%, 0) rotate(360deg)\",\"rotate(-360deg) translate3d(0px, 0px, 0) rotate(360deg)\"]},\"delay\":300,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-ebe3d82d-958b-4554-9faa-5dc8e9122c39\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":1100,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-95a25a55-3e82-4ec3-8053-c162da7fbafe\",\"keyframes\":{\"transform\":[\"translate3d(0px, -233.71384%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":1100,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-f38997c3-63dc-48ce-ba8f-71b5e39395ea\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-5bc2b22b-d22b-4ff4-9616-0930e430f1e3\",\"keyframes\":{\"transform\":[\"translate3d(0px, -521.28652%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#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-5cfabeff-9eea-47e7-9f5b-6bdb7a510aad\">\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:12.62136%;top:74.75728%;width:74.75728%;height:15.21036%;transform:rotate(360deg);opacity:1\">\n<div id=\"anim-1bd6f9ce-ea20-4794-bbbb-b86042e36b12\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-6f5dfba6-78c8-4595-9b79-1015bd748fd2\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:rotate(-360deg) translate3d(0px, 226.83211%, 0) rotate(360deg)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6493506493506493% 0.6493506493506493% 0.6493506493506493% 0.6493506493506493% \/ 2.127659574468085% 2.127659574468085% 2.127659574468085% 2.127659574468085%\" id=\"el-0817259e-219a-45eb-9a3d-1bcdb50aedea\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.20779220779220797% 0;font-family:&quot;Libre Baskerville&quot;,serif;font-size:0.258900em;line-height:1.16;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #272727\">Master essential<\/span><span style=\"font-weight: 700; color: #0354f2\"> data preprocessing<\/span><span style=\"font-weight: 700; color: #272727\">:<\/span><span style=\"color: #272727\"> <\/span><span style=\"font-weight: 700; color: #0354f2\">clean<\/span><span style=\"color: #272727\">, <\/span><span style=\"font-weight: 700; color: #0354f2\">transform<\/span><span style=\"color: #272727\">, and <\/span><span style=\"font-weight: 700; color: #0354f2\">visualize data<\/span><span style=\"color: #272727\"> to uncover meaningful patterns and prepare <\/span><span style=\"font-weight: 700; color: #0354f2\">high-quality datasets<\/span><span style=\"color: #272727\"> for modeling.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:22.3301%;width:76.69903%;height:23.6246%;opacity:1\">\n<div id=\"anim-ebe3d82d-958b-4554-9faa-5dc8e9122c39\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-95a25a55-3e82-4ec3-8053-c162da7fbafe\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -233.71384%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-879bbc28-5054-421d-8274-c59cb55a839a\">\n<div style=\"position:absolute;width:103.9453%;height:124.98748%;left:-1.80685%;top:-15.29623%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/What-is-Data-Processing-1.jpg\" alt=\"What-is-Data-Processing-1\" srcSet=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/What-is-Data-Processing-1.jpg 900w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/What-is-Data-Processing-1-800x444.jpg 800w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/What-is-Data-Processing-1-768x427.jpg 768w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/What-is-Data-Processing-1-550x306.jpg 550w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/What-is-Data-Processing-1-380x211.jpg 380w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/What-is-Data-Processing-1-300x167.jpg 300w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/What-is-Data-Processing-1-255x142.jpg 255w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/What-is-Data-Processing-1-200x111.jpg 200w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/What-is-Data-Processing-1-150x83.jpg 150w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/What-is-Data-Processing-1-110x61.jpg 110w\" sizes=\"(min-width: 1024px) 35vh, 77vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:12.62136%;top:55.50162%;width:72.81553%;height:15.37217%;opacity:1\">\n<div id=\"anim-f38997c3-63dc-48ce-ba8f-71b5e39395ea\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-5bc2b22b-d22b-4ff4-9616-0930e430f1e3\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -521.28652%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6666666666666667% 0.6666666666666667% 0.6666666666666667% 0.6666666666666667% \/ 2.1052631578947367% 2.1052631578947367% 2.1052631578947367% 2.1052631578947367%\" id=\"el-219c9e2c-783a-4a03-8377-92cef8e22f3d\">\n<h1 id=\"learn-aboutdata-processing\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1875% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.647249em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Learn About<\/span><br \/>\n<span style=\"font-weight: 700; color: #0354f2\">Data Processing<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:34.46602%;top:0.97087%;width:31.06796%;height:7.28155%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-be88db59-93f1-4451-991c-84e517524815\">\n<div style=\"position:absolute;width:101.60762%;height:100%;left:-0.80381%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png.png\" alt=\"pickl-new-logo-updated-png\" srcSet=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png.png 500w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png-300x104.png 300w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png-255x88.png 255w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png-200x69.png 200w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png-150x52.png 150w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png-110x38.png 110w\" sizes=\"(min-width: 1024px) 14vh, 31vw\" 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=\"aa168395-b850-4498-8c38-f901228469fb\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-154c71ff-beba-4ae5-b850-fa545098e34c\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":300,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-358ec7b5-04cc-417a-8d4e-53be410bdf8f\",\"keyframes\":{\"transform\":[\"rotate(-360deg) translate3d(0px, 188.69224%, 0) rotate(360deg)\",\"rotate(-360deg) translate3d(0px, 0px, 0) rotate(360deg)\"]},\"delay\":300,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-045ea9c2-e049-4f5b-8f65-ab9ccfd50428\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-82c779fe-8f25-4711-a60d-40a99ce324cd\",\"keyframes\":{\"transform\":[\"translate3d(0px, -370.01636%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-fec6c477-2f26-4161-83c2-1fc191831bcf\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":1100,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-05a2a8ca-b42e-4eb2-ad12-0efe9de57d81\",\"keyframes\":{\"transform\":[\"translate3d(0px, -266.0185%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":1100,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#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-33abe454-34f9-4929-9f48-180fc4e5dee2\">\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:12.62136%;top:74.75728%;width:68.93204%;height:18.28479%;transform:rotate(360deg);opacity:1\">\n<div id=\"anim-154c71ff-beba-4ae5-b850-fa545098e34c\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-358ec7b5-04cc-417a-8d4e-53be410bdf8f\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:rotate(-360deg) translate3d(0px, 188.69224%, 0) rotate(360deg)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7042253521126761% 0.7042253521126761% 0.7042253521126761% 0.7042253521126761% \/ 1.7699115044247788% 1.7699115044247788% 1.7699115044247788% 1.7699115044247788%\" id=\"el-4c6fce6c-ade4-475d-8fe0-c397b98cdada\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.22535211267605654% 0;font-family:&quot;Libre Baskerville&quot;,serif;font-size:0.258900em;line-height:1.16;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #272727\">Explore <\/span><span style=\"font-weight: 700; color: #0354f2\">supervised <\/span><span style=\"color: #272727\">and <\/span><span style=\"font-weight: 700; color: #0354f2\">unsupervised <\/span><span style=\"color: #272727\">learning algorithms like <\/span><span style=\"font-weight: 700; color: #0354f2\">regression<\/span><span style=\"color: #272727\">, <\/span><span style=\"font-weight: 700; color: #0354f2\">classification<\/span><span style=\"color: #272727\">, <\/span><span style=\"font-weight: 700; color: #0354f2\">clustering,<\/span><span style=\"color: #272727\"> and <\/span><span style=\"font-weight: 700; color: #0354f2\">dimensionality reduction <\/span><span style=\"color: #272727\">using libraries such as <\/span><span style=\"font-weight: 700; color: #272727\">scikit-learn<\/span><span style=\"color: #272727\">.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:12.62136%;top:50.16181%;width:74.75728%;height:22.00647%;opacity:1\">\n<div id=\"anim-045ea9c2-e049-4f5b-8f65-ab9ccfd50428\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-82c779fe-8f25-4711-a60d-40a99ce324cd\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -370.01636%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6493506493506493% 0.6493506493506493% 0.6493506493506493% 0.6493506493506493% \/ 1.4705882352941175% 1.4705882352941175% 1.4705882352941175% 1.4705882352941175%\" id=\"el-a42e3f06-2c32-4610-bac7-d3ab11598cb4\">\n<h1 id=\"supervised-and-unsupervisedlearning\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.17349837662337686% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.614887em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #0354f2\">Supervised<\/span><span style=\"font-weight: 700\"> and <\/span><span style=\"font-weight: 700; color: #0354f2\">Unsupervised<\/span><br \/>\n<span style=\"font-weight: 700\">Learning<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:12.62136%;top:22.97735%;width:74.75728%;height:19.41748%;opacity:1\">\n<div id=\"anim-fec6c477-2f26-4161-83c2-1fc191831bcf\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-05a2a8ca-b42e-4eb2-ad12-0efe9de57d81\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -266.0185%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-4a4179ef-cd2d-4e6a-b8ca-f6cd38ab3129\">\n<div style=\"position:absolute;width:104.04327%;height:133.3333%;left:-1.97761%;top:-33.25763%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/1632916005843-removebg-preview.png\" alt=\"1632916005843-removebg-preview\" srcSet=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/1632916005843-removebg-preview.png 707w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/1632916005843-removebg-preview-550x275.png 550w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/1632916005843-removebg-preview-380x190.png 380w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/1632916005843-removebg-preview-300x150.png 300w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/1632916005843-removebg-preview-255x127.png 255w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/1632916005843-removebg-preview-200x100.png 200w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/1632916005843-removebg-preview-150x75.png 150w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/1632916005843-removebg-preview-110x55.png 110w\" sizes=\"(min-width: 1024px) 34vh, 75vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:34.46602%;top:0.97087%;width:31.06796%;height:7.28155%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-798177d9-28d3-4cd7-9243-83b8ef8625c9\">\n<div style=\"position:absolute;width:101.60762%;height:100%;left:-0.80381%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png.png\" alt=\"pickl-new-logo-updated-png\" srcSet=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png.png 500w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png-300x104.png 300w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png-255x88.png 255w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png-200x69.png 200w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png-150x52.png 150w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png-110x38.png 110w\" sizes=\"(min-width: 1024px) 14vh, 31vw\" 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=\"c592ab8e-baa3-4649-a010-d98ca61bb869\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-6759484d-ed71-4380-9b5e-c4ea8424d2f6\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":300,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-05cf5118-8b34-4e9f-831d-a8d31b3abfa6\",\"keyframes\":{\"transform\":[\"rotate(-360deg) translate3d(0px, 246.54971%, 0) rotate(360deg)\",\"rotate(-360deg) translate3d(0px, 0px, 0) rotate(360deg)\"]},\"delay\":300,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-25a91973-3c7e-4705-886f-97a7ffe3dc05\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-663b5c7f-dcf3-4d49-821f-a598745ef990\",\"keyframes\":{\"transform\":[\"translate3d(0px, -516.02337%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-eaf97b2e-5d4e-4ff0-a2fd-ca78a9b30c2d\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":1100,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-f0d999f5-90e2-4022-a611-00fdc2ccffa8\",\"keyframes\":{\"transform\":[\"translate3d(0px, -172.43798%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":1100,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#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-52904291-a122-43d8-939d-dacbba4a5a0e\">\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:12.62136%;top:71.35922%;width:68.93204%;height:15.37217%;transform:rotate(360deg);opacity:1\">\n<div id=\"anim-6759484d-ed71-4380-9b5e-c4ea8424d2f6\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-05cf5118-8b34-4e9f-831d-a8d31b3abfa6\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:rotate(-360deg) translate3d(0px, 246.54971%, 0) rotate(360deg)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7042253521126761% 0.7042253521126761% 0.7042253521126761% 0.7042253521126761% \/ 2.1052631578947367% 2.1052631578947367% 2.1052631578947367% 2.1052631578947367%\" id=\"el-aecc19bf-eb9b-47af-bc58-9936eacd3258\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.22535211267605654% 0;font-family:&quot;Libre Baskerville&quot;,serif;font-size:0.258900em;line-height:1.16;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #272727\">Evaluate your models\u2019 performance with metrics such as <\/span><span style=\"font-weight: 700; color: #0354f2\">accuracy<\/span><span style=\"color: #272727\">, <\/span><span style=\"font-weight: 700; color: #0354f2\">precision<\/span><span style=\"color: #272727\">, <\/span><span style=\"font-weight: 700; color: #0354f2\">recall,<\/span><span style=\"color: #272727\"> <\/span><span style=\"font-weight: 700; color: #0354f2\">F1 score<\/span><span style=\"color: #272727\">, and <\/span><span style=\"font-weight: 700; color: #0354f2\">learn cross-validation<\/span><span style=\"color: #272727\"> for <\/span><span style=\"font-weight: 700; color: #0354f2\">robust model validation.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:12.62136%;top:54.69256%;width:59.70874%;height:15.37217%;opacity:1\">\n<div id=\"anim-25a91973-3c7e-4705-886f-97a7ffe3dc05\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-663b5c7f-dcf3-4d49-821f-a598745ef990\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -516.02337%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8130081300813009% 0.8130081300813009% 0.8130081300813009% 0.8130081300813009% \/ 2.1052631578947367% 2.1052631578947367% 2.1052631578947367% 2.1052631578947367%\" id=\"el-b8b2b111-c3f8-45a0-b9cd-ad0bec68d01b\">\n<h1 id=\"model-evaluation\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.22865853658536583% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.647249em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Model <\/span><span style=\"font-weight: 700; color: #0354f2\">Evaluation<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:19.41748%;top:14.88673%;width:61.16505%;height:33.33333%;opacity:1\">\n<div id=\"anim-eaf97b2e-5d4e-4ff0-a2fd-ca78a9b30c2d\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-f0d999f5-90e2-4022-a611-00fdc2ccffa8\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -172.43798%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-edf88a14-818f-4e8b-9576-ab7831b49261\">\n<div style=\"position:absolute;width:167.82177%;height:107.70631%;left:-34.93695%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/2022_02_Evaluation-Matric-removebg-preview.png\" alt=\"2022_02_Evaluation-Matric-removebg-preview\" srcSet=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/2022_02_Evaluation-Matric-removebg-preview.png 690w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/2022_02_Evaluation-Matric-removebg-preview-550x289.png 550w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/2022_02_Evaluation-Matric-removebg-preview-380x199.png 380w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/2022_02_Evaluation-Matric-removebg-preview-300x157.png 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style=\"position:absolute;width:101.60762%;height:100%;left:-0.80381%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png.png\" alt=\"pickl-new-logo-updated-png\" srcSet=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png.png 500w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png-300x104.png 300w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png-255x88.png 255w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png-200x69.png 200w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png-150x52.png 150w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png-110x38.png 110w\" sizes=\"(min-width: 1024px) 14vh, 31vw\" 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=\"0222201f-055c-41b8-972b-d4a8912e63c7\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-cb00ab6c-22f0-45e9-a8d8-594a856a1511\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":300,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-a6c8feb6-fe39-4c16-9b19-3170fb030716\",\"keyframes\":{\"transform\":[\"rotate(-360deg) translate3d(0px, 255.55549%, 0) rotate(360deg)\",\"rotate(-360deg) translate3d(0px, 0px, 0) rotate(360deg)\"]},\"delay\":300,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-0a499bad-de9a-478f-874a-1d05183c69ae\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-99c52832-0623-4e01-81aa-94b68c256ba4\",\"keyframes\":{\"transform\":[\"translate3d(0px, -505.49701%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-eb5664bb-f8f1-48a5-b210-4e8139a555ef\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":1100,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-b4240062-07cc-4c25-8f7f-1f3da225ae95\",\"keyframes\":{\"transform\":[\"translate3d(0px, -215.93566%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":1100,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#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-aea9c698-91ac-4f61-bcff-6926fde928ba\">\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:12.62136%;top:70.38835%;width:68.93204%;height:15.21036%;transform:rotate(360deg);opacity:1\">\n<div id=\"anim-cb00ab6c-22f0-45e9-a8d8-594a856a1511\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-a6c8feb6-fe39-4c16-9b19-3170fb030716\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:rotate(-360deg) translate3d(0px, 255.55549%, 0) rotate(360deg)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7042253521126761% 0.7042253521126761% 0.7042253521126761% 0.7042253521126761% \/ 2.127659574468085% 2.127659574468085% 2.127659574468085% 2.127659574468085%\" id=\"el-52c7f622-ed40-4314-9437-09f7cd348cd7\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.22535211267605654% 0;font-family:&quot;Libre Baskerville&quot;,serif;font-size:0.258900em;line-height:1.16;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #272727\">Advance to <\/span><span style=\"font-weight: 700; color: #0354f2\">deep learning<\/span><span style=\"color: #272727\">, <\/span><span style=\"font-weight: 700; color: #0354f2\">neural networks<\/span><span style=\"color: #272727\">, <\/span><span style=\"font-weight: 700; color: #0354f2\">natural language processing (NLP),<\/span><span style=\"color: #272727\"> and <\/span><span style=\"font-weight: 700; color: #0354f2\">computer vision <\/span><span style=\"color: #272727\">using frameworks like <\/span><span style=\"font-weight: 700; color: #0354f2\">TensorFlow<\/span><span style=\"color: #272727\"> and <\/span><span style=\"font-weight: 700; color: #0354f2\">PyTorch<\/span><span style=\"color: #272727\">.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:12.62136%;top:53.07443%;width:59.70874%;height:15.37217%;opacity:1\">\n<div id=\"anim-0a499bad-de9a-478f-874a-1d05183c69ae\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-99c52832-0623-4e01-81aa-94b68c256ba4\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -505.49701%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.8130081300813009% 0.8130081300813009% 0.8130081300813009% 0.8130081300813009% \/ 2.1052631578947367% 2.1052631578947367% 2.1052631578947367% 2.1052631578947367%\" id=\"el-f7acf30a-95f0-4a4d-ac5e-0200547d364d\">\n<h1 id=\"advanced-concepts\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.22865853658536583% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.647249em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #0354f2\">Advanced <\/span><span style=\"font-weight: 700\">Concepts<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:19.25566%;width:76.69903%;height:24.59547%;opacity:1\">\n<div id=\"anim-eb5664bb-f8f1-48a5-b210-4e8139a555ef\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-b4240062-07cc-4c25-8f7f-1f3da225ae95\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -215.93566%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-654a35b2-82a9-44f9-8bc0-b3f2ad47a003\">\n<div style=\"position:absolute;width:100%;height:117.05785%;left:0%;top:-8.52892%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/VC_Deep_Learning_Hero_3200x1800-removebg-preview.png\" alt=\"VC_Deep_Learning_Hero_3200x1800-removebg-preview\" srcSet=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/VC_Deep_Learning_Hero_3200x1800-removebg-preview.png 666w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/VC_Deep_Learning_Hero_3200x1800-removebg-preview-550x310.png 550w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/VC_Deep_Learning_Hero_3200x1800-removebg-preview-380x214.png 380w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/VC_Deep_Learning_Hero_3200x1800-removebg-preview-300x169.png 300w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/VC_Deep_Learning_Hero_3200x1800-removebg-preview-255x144.png 255w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/VC_Deep_Learning_Hero_3200x1800-removebg-preview-200x113.png 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type=\"application\/json\">[{\"selector\":\"#anim-d9a9dcc8-abc2-436e-bf06-ca02c02bc365\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":300,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-b2c9ec1c-309a-4231-974c-12987e717789\",\"keyframes\":{\"transform\":[\"rotate(-360deg) translate3d(0px, 222.57678%, 0) rotate(360deg)\",\"rotate(-360deg) translate3d(0px, 0px, 0) rotate(360deg)\"]},\"delay\":300,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-14e99b20-837a-4fb2-8fb1-ac0de840a9e7\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-2e4457e0-5f94-459f-8233-720866e5bb3d\",\"keyframes\":{\"transform\":[\"translate3d(0px, -539.18126%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-12a431ba-cb2e-461b-87b6-a43ac9cc6fec\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":1100,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-422c6f5f-058b-40fa-be92-8f2d8123bd5f\",\"keyframes\":{\"transform\":[\"translate3d(0px, -170.8948%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":1100,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#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-a8333a50-5207-496c-a54b-1d6b5fa4b587\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:14.07767%;top:75.40453%;width:68.93204%;height:15.21036%;transform:rotate(360deg);opacity:1\">\n<div id=\"anim-d9a9dcc8-abc2-436e-bf06-ca02c02bc365\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-b2c9ec1c-309a-4231-974c-12987e717789\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:rotate(-360deg) translate3d(0px, 222.57678%, 0) rotate(360deg)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7042253521126761% 0.7042253521126761% 0.7042253521126761% 0.7042253521126761% \/ 2.127659574468085% 2.127659574468085% 2.127659574468085% 2.127659574468085%\" id=\"el-692d4866-9454-46af-b5f9-405fa7df524e\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.22535211267605654% 0;font-family:&quot;Libre Baskerville&quot;,serif;font-size:0.258900em;line-height:1.16;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #272727\">Deploy <\/span><span style=\"font-weight: 700; color: #0354f2\">machine learning models<\/span><span style=\"color: #272727\"> as web services using frameworks like <\/span><span style=\"font-weight: 700; color: #0354f2\">Flask <\/span><span style=\"color: #272727\">or <\/span><span style=\"font-weight: 700; color: #0354f2\">Django<\/span><span style=\"color: #272727\">, and learn containerization with Docker for seamless production use.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:14.07767%;top:58.25243%;width:69.66019%;height:15.37217%;opacity:1\">\n<div id=\"anim-14e99b20-837a-4fb2-8fb1-ac0de840a9e7\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-2e4457e0-5f94-459f-8233-720866e5bb3d\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -539.18126%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6968641114982579% 0.6968641114982579% 0.6968641114982579% 0.6968641114982579% \/ 2.1052631578947367% 2.1052631578947367% 2.1052631578947367% 2.1052631578947367%\" id=\"el-6fad9f8c-3959-4bb1-a0cd-978e85b7f9f0\">\n<h1 id=\"implementation-of-learning\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.19599303135888502% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.647249em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Imple<\/span><span style=\"font-weight: 700\">mentation<\/span><span style=\"font-weight: 700\"> <\/span><span style=\"font-weight: 700; color: #0354f2\">of Learning<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:22.08738%;top:16.66667%;width:55.82524%;height:36.56958%;opacity:1\">\n<div id=\"anim-12a431ba-cb2e-461b-87b6-a43ac9cc6fec\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-422c6f5f-058b-40fa-be92-8f2d8123bd5f\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -170.8948%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-f70336d1-e3bf-41ab-a020-a3eb05178fb5\">\n<div style=\"position:absolute;width:101.1509%;height:100%;left:-0.57545%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/Overview-of-machine-learning-implementation.png\" alt=\"Overview-of-machine-learning-implementation\" srcSet=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/Overview-of-machine-learning-implementation.png 630w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/Overview-of-machine-learning-implementation-550x534.png 550w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/Overview-of-machine-learning-implementation-380x369.png 380w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/Overview-of-machine-learning-implementation-300x291.png 300w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/Overview-of-machine-learning-implementation-255x248.png 255w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/Overview-of-machine-learning-implementation-200x194.png 200w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/Overview-of-machine-learning-implementation-150x146.png 150w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/08\/Overview-of-machine-learning-implementation-110x107.png 110w\" sizes=\"(min-width: 1024px) 25vh, 56vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:34.46602%;top:0.97087%;width:31.06796%;height:7.28155%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-902cd260-0a5b-42d9-9b32-88ea750387ed\">\n<div style=\"position:absolute;width:101.60762%;height:100%;left:-0.80381%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png.png\" alt=\"pickl-new-logo-updated-png\" srcSet=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png.png 500w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png-300x104.png 300w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png-255x88.png 255w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png-200x69.png 200w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png-150x52.png 150w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png-110x38.png 110w\" sizes=\"(min-width: 1024px) 14vh, 31vw\" 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=\"1c5a010f-1833-4dc0-8ff1-faafae3a7758\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-b46fb071-4138-4735-84c3-6d9481850771\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":300,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-fb56621a-e69d-4f31-a4d7-612df7609a77\",\"keyframes\":{\"transform\":[\"rotate(-360deg) translate3d(0px, 208.23408%, 0) rotate(360deg)\",\"rotate(-360deg) translate3d(0px, 0px, 0) rotate(360deg)\"]},\"delay\":300,\"duration\":900,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-6c0dca36-9e25-4cdb-90f5-6f3bb8d75bd8\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-d5107c66-87b6-41f8-8341-16728bcf1d1e\",\"keyframes\":{\"transform\":[\"translate3d(0px, -511.81284%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":800,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-c22cde76-637d-42ea-aa56-26ab04d31ef3\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":1100,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-109f1fbd-1f53-434d-b5a1-22f261620412\",\"keyframes\":{\"transform\":[\"translate3d(0px, -195.39777%, 0)\",\"translate3d(0px, 0px, 0)\"]},\"delay\":0,\"duration\":1100,\"easing\":\"cubic-bezier(0.2, 0.6, 0.0, 1)\",\"fill\":\"both\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#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-921fdb0a-670b-448d-baca-2d6f0124b0eb\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:14.07767%;top:71.52104%;width:68.93204%;height:18.12298%;transform:rotate(360deg);opacity:1\">\n<div id=\"anim-b46fb071-4138-4735-84c3-6d9481850771\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-fb56621a-e69d-4f31-a4d7-612df7609a77\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:rotate(-360deg) translate3d(0px, 208.23408%, 0) rotate(360deg)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7042253521126761% 0.7042253521126761% 0.7042253521126761% 0.7042253521126761% \/ 1.7857142857142856% 1.7857142857142856% 1.7857142857142856% 1.7857142857142856%\" id=\"el-fe83772b-8535-4737-99c1-781ebeb3c8c6\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.22535211267605654% 0;font-family:&quot;Libre Baskerville&quot;,serif;font-size:0.258900em;line-height:1.16;text-align:left;padding:0;color:#000000\"><span><span style=\"color: #272727\">Build <\/span><span style=\"font-weight: 700; color: #0354f2\">real-world projects<\/span><span style=\"color: #272727\">, keep updated with <\/span><span style=\"font-weight: 700; color: #0354f2\">new research<\/span><span style=\"color: #272727\">, <\/span><span style=\"font-weight: 700; color: #0354f2\">join ML communities<\/span><span style=\"color: #272727\">, and use <\/span><span style=\"font-weight: 700; color: #0354f2\">your roadmap<\/span><span style=\"color: #272727\"> to transition confidently from learning to a <\/span><span style=\"font-weight: 700; color: #0354f2\">successful ML career<\/span><span style=\"color: #272727\">.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:13.83495%;top:54.04531%;width:73.54369%;height:15.37217%;opacity:1\">\n<div id=\"anim-6c0dca36-9e25-4cdb-90f5-6f3bb8d75bd8\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div id=\"anim-d5107c66-87b6-41f8-8341-16728bcf1d1e\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:translate3d(0px, -511.81284%, 0)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6600660066006601% 0.6600660066006601% 0.6600660066006601% 0.6600660066006601% \/ 2.1052631578947367% 2.1052631578947367% 2.1052631578947367% 2.1052631578947367%\" id=\"el-ba26524d-c945-4b99-95ee-b1d8ef3c0aa7\">\n<h1 id=\"work-on-real-world-projects\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.18564356435643564% 0;font-family:&quot;Roboto&quot;,sans-serif;font-size:0.647249em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Work on <\/span><span style=\"font-weight: 700; color: #0354f2\">Real world Projects<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div 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style=\"position:absolute;pointer-events:none;left:34.46602%;top:0.97087%;width:31.06796%;height:7.28155%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-b5bfec2a-5da9-4188-a388-079dd9eca004\">\n<div style=\"position:absolute;width:101.60762%;height:100%;left:-0.80381%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png.png\" alt=\"pickl-new-logo-updated-png\" srcSet=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png.png 500w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png-300x104.png 300w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png-255x88.png 255w,https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/07\/pickl-new-logo-updated-png-200x69.png 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