{"id":6966,"date":"2024-03-28T11:54:39","date_gmt":"2024-03-28T11:54:39","guid":{"rendered":"https:\/\/www.pickl.ai\/blog\/?post_type=web-story&#038;p=6966"},"modified":"2024-03-28T11:54:40","modified_gmt":"2024-03-28T11:54:40","slug":"understanding-decision-tree-classification","status":"publish","type":"web-story","link":"https:\/\/www.pickl.ai\/blog\/web-stories\/understanding-decision-tree-classification\/","title":{"rendered":"Understanding Decision Tree Classification"},"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=Lora%3Awght%40700\" rel=\"stylesheet\"\/>\n<style 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name=\"web-stories-replace-head-start\"\/><title>Understanding Decision Tree Classification<\/title><link rel=\"canonical\" href=\"https:\/\/pickl.ai\/blog\/?post_type=web-story&amp;p=6966\"\/><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=\"Understanding Decision Tree Classification\" poster-portrait-src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/cropped-Understanding-Decision-Tree-Classification.png\"><amp-story-page id=\"d3581a1e-cbe9-48e3-80e7-b9b474b859a2\" 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:#003bad\">\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-8ca3504e-8c83-468c-93e0-6a98938970a1\">\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:76.69903%;height:30.42071%;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-0cfeb8c5-597d-4e9b-a8ee-e72798bdecb0\">\n<div style=\"position:absolute;width:104.76059%;height:100%;left:-2.38029%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/Understanding-Decision-Tree-Classification.png\" alt=\"Understanding Decision Tree Classification\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/Understanding-Decision-Tree-Classification.png 1053w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/Understanding-Decision-Tree-Classification-1024x582.png 1024w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/Understanding-Decision-Tree-Classification-768x436.png 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/Understanding-Decision-Tree-Classification-300x170.png 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/Understanding-Decision-Tree-Classification-150x85.png 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:11.65049%;top:33.17152%;width:76.69903%;height:23.6246%;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:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 1.36986301369863% 1.36986301369863% 1.36986301369863% 1.36986301369863%\" id=\"el-19e7118c-4496-455f-b8ae-eb36d61e88fc\">\n<h1 id=\"understanding-decision-tree-classification\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.5696202531645583% 0;font-family:&quot;Lora&quot;,serif;font-size:0.647249em;line-height:1.19;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Understanding Decision Tree Classification<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:61.97411%;width:76.69903%;height:23.6246%;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:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 1.36986301369863% 1.36986301369863% 1.36986301369863% 1.36986301369863%\" id=\"el-11fc9647-c04d-4a2e-be35-a154595e38f3\">\n<h3 id=\"decision-tree-classification-is-a-machine-learning-algorithm-that-uses-a-tree-like-model-to-make-predictions-or-decisions\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.3037974683544306% 0;font-family:&quot;Lora&quot;,serif;font-size:0.388350em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #ff99ac\">Decision tree classification is a machine learning algorithm that uses a tree-like model to make predictions or decisions.<\/span><\/span><\/h3>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:93.52751%;width:76.69903%;height:6.14887%;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:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 5.263157894736842% 5.263157894736842% 5.263157894736842% 5.263157894736842%\" id=\"el-42b0b5b4-c28a-42c0-8200-1e63eeaa4f57\"><a href=\"https:\/\/pickl.ai\/blog\/decision-tree-classification-a-guide-to-machine-learning-algorithm\/\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<h2 id=\"learn-more\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.3797468354430377% 0;font-family:&quot;Lora&quot;,serif;font-size:0.485437em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">Learn More<\/span><\/span><\/h2>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"3db08a55-e900-49b0-a073-dac80867e6b1\" 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:#e03568\">\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-0fe2d20a-8bb8-4725-8078-880d7b794193\">\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:76.69903%;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-13a306fe-7ff2-4f07-a39d-7d5c53a0d105\">\n<div style=\"position:absolute;width:104.09243%;height:100%;left:-2.04621%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/Decision-tree.png\" alt=\"Decision-tree\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/Decision-tree.png 770w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/Decision-tree-768x514.png 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/Decision-tree-300x201.png 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/Decision-tree-150x100.png 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:11.65049%;top:37.70227%;width:76.69903%;height:8.25243%;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:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 3.9215686274509802% 3.9215686274509802% 3.9215686274509802% 3.9215686274509802%\" id=\"el-f1a357af-8349-44f1-aad5-6df8fa6dc4fd\">\n<h1 id=\"key-features\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.5696202531645583% 0;font-family:&quot;Lora&quot;,serif;font-size:0.647249em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #dbca09\">Key Features<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:56.31068%;width:76.69903%;height:32.8479%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 0.9852216748768473% 0.9852216748768473% 0.9852216748768473% 0.9852216748768473%\" id=\"el-b724b9e7-e599-4604-adcf-772017fcb421\">\n<h3 id=\"decision-trees-rely-on-a-series-of-yes-or-no-questions-the-algorithm-searches-for-the-best-combination-of-decision-points-to-create-a-simple-yet-accurate-tree\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.3037974683544306% 0;font-family:&quot;Lora&quot;,serif;font-size:0.388350em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #e0aaff\">Decision trees rely on a series of yes or no questions.<\/span><br \/>\n<span style=\"font-weight: 700; color: #e0aaff\">The algorithm searches for the best combination of decision points to create a simple yet accurate tree.<\/span><\/span><\/h3>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:96.92557%;width:76.69903%;height:5.50162%;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:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 5.88235294117647% 5.88235294117647% 5.88235294117647% 5.88235294117647%\" id=\"el-1a9a002c-27f5-41e6-a47c-94a8398d9609\"><a href=\"https:\/\/pickl.ai\/blog\/how-much-coding-required-for-data-analyst\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/08\/How-much-coding-is-required-for-data-analyst-and-data-scientist-job-1.jpg\" data-tooltip-text=\"How much coding is required for Data Analyst &amp; Data Scientist job?\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<h2 id=\"learn-more-2\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.3417721518987348% 0;font-family:&quot;Lora&quot;,serif;font-size:0.436893em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #dbca09\">Learn More<\/span><\/span><\/h2>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"98b6ab8c-0b30-4bc6-b0a0-fcdd015cbaad\" 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:#4b1283\">\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-af54206d-cf59-40a1-8ca2-ecf197c870d4\">\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:76.69903%;height:46.27832%;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-ff0d2f14-a8ef-413e-b180-3db5d8b6650a\">\n<div style=\"position:absolute;width:100%;height:127.72357%;left:0%;top:-13.86178%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/1086729_ONKJBF0.jpg\" alt=\"1086729_ONKJBF0\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/1086729_ONKJBF0.jpg 1731w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/1086729_ONKJBF0-1329x1536.jpg 1329w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/1086729_ONKJBF0-886x1024.jpg 886w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/1086729_ONKJBF0-768x888.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/1086729_ONKJBF0-260x300.jpg 260w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/1086729_ONKJBF0-150x173.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:11.65049%;top:50%;width:76.69903%;height:21.35922%;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:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 1.5151515151515151% 1.5151515151515151% 1.5151515151515151% 1.5151515151515151%\" id=\"el-ac4086eb-f4a9-4c03-a129-e5022a997cb6\">\n<h1 id=\"importance-of-decision-tree-classification\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.5126582278481017% 0;font-family:&quot;Lora&quot;,serif;font-size:0.582524em;line-height:1.19;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #ff99ac\">Importance of Decision Tree Classification<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:73.46278%;width:76.69903%;height:19.7411%;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:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 1.639344262295082% 1.639344262295082% 1.639344262295082% 1.639344262295082%\" id=\"el-56d12223-b92b-406c-a269-cbe996535b40\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.25316455696202556% 0;font-family:&quot;Lora&quot;,serif;font-size:0.323625em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #ffcc4a\">It is widely used in various industries, including finance, healthcare, and marketing.<\/span><br \/>\n<span style=\"font-weight: 700; color: #ffcc4a\">It can handle both categorical and continuous data.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:97.08738%;width:76.69903%;height:5.66343%;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:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 5.714285714285714% 5.714285714285714% 5.714285714285714% 5.714285714285714%\" id=\"el-dbd79559-818b-4b15-b35f-48e081f98dcb\"><a href=\"https:\/\/pickl.ai\/blog\/growing-role-of-data-science-in-space-technology\/\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<h2 id=\"learn-more-3\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.3417721518987348% 0;font-family:&quot;Lora&quot;,serif;font-size:0.436893em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #ff99ac\">Learn More<\/span><\/span><\/h2>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"3c6bc85b-f371-4918-bdfa-33c3d08f922e\" 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:#dbca09\">\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-e650d18a-9c6b-4d2e-b220-a66851984b83\">\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:76.69903%;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-7104f742-c382-4531-9e69-5212c60e0cc5\">\n<div style=\"position:absolute;width:104.09243%;height:100%;left:-2.04621%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/Structure-of-a-Decision-Tree.png\" alt=\"Structure of a Decision Tree\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/Structure-of-a-Decision-Tree.png 770w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/Structure-of-a-Decision-Tree-768x514.png 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/Structure-of-a-Decision-Tree-300x201.png 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/Structure-of-a-Decision-Tree-150x100.png 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:11.65049%;top:38.1877%;width:76.69903%;height:23.6246%;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:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 1.36986301369863% 1.36986301369863% 1.36986301369863% 1.36986301369863%\" id=\"el-270df712-9017-4a57-9b03-41001faa706f\">\n<h1 id=\"different-types-of-decision-trees\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.5696202531645583% 0;font-family:&quot;Lora&quot;,serif;font-size:0.647249em;line-height:1.19;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #003bad\">Different Types of Decision Trees<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:7.76699%;top:67.96117%;width:76.69903%;height:16.66667%;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:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 1.9417475728155338% 1.9417475728155338% 1.9417475728155338% 1.9417475728155338%\" id=\"el-e3d7fff5-918e-45bd-b83b-ccc17441ea2e\">\n<h2 id=\"%c2%b7-regression-trees%c2%b7-classification-trees\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.3544303797468358% 0;font-family:&quot;Lora&quot;,serif;font-size:0.453074em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #603809\">\u00b7 &nbsp;&nbsp; Regression Trees<\/span><\/p>\n<p><span style=\"font-weight: 700; color: #603809\">\u00b7 &nbsp;&nbsp; Classification Trees<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:94.49838%;width:76.69903%;height:6.14887%;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:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 5.263157894736842% 5.263157894736842% 5.263157894736842% 5.263157894736842%\" id=\"el-4d2b09b1-6fa0-4753-9075-0bf0dc2451e6\"><a href=\"https:\/\/pickl.ai\/blog\/how-to-use-chatgpt-apis-in-python\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/How-to-Use-ChatGPT-APIs-in-Python.jpg\" data-tooltip-text=\"How to Use ChatGPT APIs in Python: A Comprehensive Guide\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<h2 id=\"learn-more-4\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.3797468354430377% 0;font-family:&quot;Lora&quot;,serif;font-size:0.485437em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #003bad\">Learn More<\/span><\/span><\/h2>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"289a00af-809c-41c4-bae0-be1db2267ad0\" 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:#e06e04\">\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-853a6825-5aac-4e10-aea4-7adeb16aeedb\">\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:76.69903%;height:53.39806%;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-c7d7a7ee-5aec-4f4f-aa6b-11156f3cc7a9\">\n<div style=\"position:absolute;width:104.43038%;height:100%;left:-2.21519%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/29759976_7606675.jpg\" alt=\"29759976_7606675\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/29759976_7606675.jpg 2000w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/29759976_7606675-1536x1536.jpg 1536w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/29759976_7606675-1024x1024.jpg 1024w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/29759976_7606675-768x768.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/29759976_7606675-300x300.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/29759976_7606675-150x150.jpg 150w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/29759976_7606675-96x96.jpg 96w\" 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:11.65049%;top:53.39806%;width:76.69903%;height:14.23948%;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:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 2.272727272727273% 2.272727272727273% 2.272727272727273% 2.272727272727273%\" id=\"el-9f880af2-b50c-45c5-8775-394db8bf5d59\">\n<h1 id=\"the-structure-of-a-decision-tree\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.5126582278481017% 0;font-family:&quot;Lora&quot;,serif;font-size:0.582524em;line-height:1.19;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #e0aaff\">The Structure of a Decision Tree<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:72.3301%;width:76.69903%;height:17.31392%;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:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 1.8691588785046727% 1.8691588785046727% 1.8691588785046727% 1.8691588785046727%\" id=\"el-43c9e72b-0152-4a8f-8e3a-24df0a68a6b3\">\n<h3 id=\"each-node-of-a-decision-tree-represents-a-decision-point-and-the-branches-represent-possible-outcomes-or-choices\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.2784810126582281% 0;font-family:&quot;Lora&quot;,serif;font-size:0.355987em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #ffffb7\">Each node of a decision tree represents a decision point, and the branches represent possible outcomes or choices.<\/span><\/span><\/h3>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:96.76375%;width:76.69903%;height:5.66343%;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:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 5.714285714285714% 5.714285714285714% 5.714285714285714% 5.714285714285714%\" id=\"el-89e94350-b58c-40bd-a1e7-e680adfab02e\"><a href=\"https:\/\/pickl.ai\/blog\/mathematics-and-data-science-its-role-and-relevance\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/12\/Blog-image.jpg\" data-tooltip-text=\"Mathematics and Data Science: its role and relevance\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<h2 id=\"learn-more-5\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.3417721518987348% 0;font-family:&quot;Lora&quot;,serif;font-size:0.436893em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #e0aaff\">Learn More<\/span><\/span><\/h2>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"6b6e47af-cfde-48ab-bd22-63166ffd514d\" 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:#603809\">\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-cb5b2ba3-5e9c-433d-9898-0a5bbe9cd163\">\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:76.69903%;height:47.08738%;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-41ef0a1b-5b09-463c-a0b0-b987bc051ed2\">\n<div style=\"position:absolute;width:100%;height:108.71363%;left:0%;top:-4.35681%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/Decision_Trees_c368440b4d.png\" alt=\"Decision_Trees_c368440b4d\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/Decision_Trees_c368440b4d.png 886w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/Decision_Trees_c368440b4d-768x769.png 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/Decision_Trees_c368440b4d-300x300.png 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/Decision_Trees_c368440b4d-150x150.png 150w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/Decision_Trees_c368440b4d-96x96.png 96w\" 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:11.65049%;top:49.67638%;width:76.69903%;height:21.35922%;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:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 1.5151515151515151% 1.5151515151515151% 1.5151515151515151% 1.5151515151515151%\" id=\"el-717e5b5d-a25c-49a7-b70e-574166b95f98\">\n<h1 id=\"advantages-of-decision-tree-classification\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.5126582278481017% 0;font-family:&quot;Lora&quot;,serif;font-size:0.582524em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #e03568\">Advantages of Decision Tree Classification<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:73.6246%;width:76.69903%;height:30.09709%;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:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 1.0752688172043012% 1.0752688172043012% 1.0752688172043012% 1.0752688172043012%\" id=\"el-cb3f0585-04a8-4efb-bdc9-596f7e7a394b\">\n<h3 id=\"%c2%b7-it-is-easy-to-understand-and-interpret-making-them-a-useful-tool-for-non-technical-users-%c2%b7-it-is-capable-of-handling-both-categorical-and-continuous-data\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.2784810126582281% 0;font-family:&quot;Lora&quot;,serif;font-size:0.355987em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #e0aaff\">\u00b7 &nbsp;&nbsp; It is easy to understand and interpret, making them a useful tool for non-technical users.<\/span><br \/>\n<span style=\"font-weight: 700; color: #e0aaff\">\u00b7 &nbsp;&nbsp; It is capable of handling both categorical and continuous data.<\/span><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"3e40a8e2-abc1-4a02-ba0b-665fcdaf71b9\" auto-advance-after=\"7s\"><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#e0aaff\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-c5249e47-174d-4d7a-9938-781cd163b2bb\">\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:76.69903%;height:53.39806%;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-4b98bbde-14aa-4da9-8a73-bc5299a938db\">\n<div style=\"position:absolute;width:104.43038%;height:100%;left:-2.21519%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/3110498_35464-scaled.jpg\" alt=\"3110498_35464\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/3110498_35464-scaled.jpg 2560w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/3110498_35464-2048x2048.jpg 2048w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/3110498_35464-1536x1536.jpg 1536w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/3110498_35464-1024x1024.jpg 1024w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/3110498_35464-768x768.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/3110498_35464-300x300.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/3110498_35464-150x150.jpg 150w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/3110498_35464-96x96.jpg 96w\" 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:11.65049%;top:55.17799%;width:76.69903%;height:8.25243%;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:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 3.9215686274509802% 3.9215686274509802% 3.9215686274509802% 3.9215686274509802%\" id=\"el-230fe64a-d399-4405-82e5-f610ab7adcae\">\n<h1 id=\"conclusion\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.5696202531645583% 0;font-family:&quot;Lora&quot;,serif;font-size:0.647249em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #607047\">Conclusion<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:65.21036%;width:76.69903%;height:25.88997%;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:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 1.25% 1.25% 1.25% 1.25%\" id=\"el-c7655a10-5c10-4f33-9635-1491a79546a7\">\n<h3 id=\"decision-tree-classification-is-a-powerful-algorithm-that-facilitates-accurate-predictions-and-decision-making-across-various-industries\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.2784810126582281% 0;font-family:&quot;Lora&quot;,serif;font-size:0.355987em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #6d9fff\">Decision tree classification is a powerful algorithm that facilitates accurate predictions and decision-making across various industries.<\/span><\/span><\/h3>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:96.92557%;width:76.69903%;height:5.66343%;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:0.6329113924050633% 0.6329113924050633% 0.6329113924050633% 0.6329113924050633% \/ 5.714285714285714% 5.714285714285714% 5.714285714285714% 5.714285714285714%\" id=\"el-861f5715-4e6b-4e42-bd99-fe180e83012b\"><a href=\"https:\/\/pickl.ai\/blog\/writing-a-function-in-python-all-you-need-to-know\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/03\/image7-1.png\" data-tooltip-text=\"Writing a function in Python: All you need to know\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<h2 id=\"learn-more-6\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.3417721518987348% 0;font-family:&quot;Lora&quot;,serif;font-size:0.436893em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #607047\">Learn More<\/span><\/span><\/h2>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><\/amp-story><\/body><\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Understanding Decision Tree Classification\n","protected":false},"author":1,"featured_media":6998,"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-6966","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>Understanding Decision Tree Classification - Pickl.AI<\/title>\n<meta name=\"description\" content=\"Understanding Decision Tree Classification\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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Decision Tree Classification","local":false,"provider":"local"},"type":"image","x":48,"y":0,"width":316,"height":188,"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":"0cfeb8c5-597d-4e9b-a8ee-e72798bdecb0"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundTextMode":"NONE","font":{"family":"Lora"},"fontSize":40,"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"lineHeight":1.19,"textAlign":"left","padding":{"locked":true,"hasHiddenPadding":false,"horizontal":0,"vertical":0},"content":"<span style=\"font-weight: 700; color: #fff\">Understanding Decision Tree Classification<\/span>","x":48,"y":205,"width":316,"borderRadius":{"locked":true,"topLeft":2,"topRight":2,"bottomRight":2,"bottomLeft":2},"type":"text","height":146,"id":"19e7118c-4496-455f-b8ae-eb36d61e88fc"},{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundTextMode":"NONE","font":{"family":"Lora"},"fontSize":24,"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"lineHeight":1.2,"textAlign":"center","padding":{"locked":true,"hasHiddenPadding":false,"horizontal":0,"vertical":0},"content":"<span style=\"font-weight: 700; color: #ff99ac\">Decision tree classification is a machine learning algorithm that uses a tree-like model to make predictions or 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