{"id":7211,"date":"2024-04-19T09:19:39","date_gmt":"2024-04-19T09:19:39","guid":{"rendered":"https:\/\/www.pickl.ai\/blog\/?post_type=web-story&#038;p=7211"},"modified":"2024-04-19T09:19:40","modified_gmt":"2024-04-19T09:19:40","slug":"regression-in-machine-learning","status":"publish","type":"web-story","link":"https:\/\/www.pickl.ai\/blog\/web-stories\/regression-in-machine-learning\/","title":{"rendered":"Regression in Machine Learning"},"content":{"rendered":"<p><html amp=\"\" lang=\"en\"><head><meta charSet=\"utf-8\"\/><meta name=\"viewport\" content=\"width=device-width,minimum-scale=1,initial-scale=1\"\/><script async=\"\" src=\"https:\/\/cdn.ampproject.org\/v0.js\"><\/script><script async=\"\" src=\"https:\/\/cdn.ampproject.org\/v0\/amp-story-1.0.js\" custom-element=\"amp-story\"><\/script><link href=\"https:\/\/fonts.googleapis.com\/css2?display=swap&amp;family=Roboto%3Awght%40700&amp;family=Alegreya%3Awght%40400%3B700\" rel=\"stylesheet\"\/>\n<style 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name=\"web-stories-replace-head-start\"\/><title>Regression in Machine Learning<\/title><link rel=\"canonical\" href=\"https:\/\/pickl.ai\/blog\/?post_type=web-story&amp;p=7211\"\/><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=\"Regression in Machine Learning\" poster-portrait-src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/04\/cropped-businessman-depicting-global-internet-connected-chat-with-ai-artificial-intelligence-using-commands-create-future-technology-change-scaled-1.jpg\"><amp-story-page id=\"431cb5b0-53b1-4e60-ad6f-1b54d333e6fa\" 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:#fff599\">\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-82d59032-bfd8-48ba-8475-17de772c2bf0\">\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:49.35275%;width:76.45631%;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:0.6349206349206349% 0.6349206349206349% 0.6349206349206349% 0.6349206349206349% \/ 1.36986301369863% 1.36986301369863% 1.36986301369863% 1.36986301369863%\" id=\"el-6a6d6793-5a80-425b-a5b4-26164b262fd9\">\n<h1 id=\"regression-in-machine-learning\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.11795634920634906% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.663430em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Regression in Machine Learning<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:20.87379%;top:75.72816%;width:67.47573%;height:18.12298%;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:0.7194244604316548% 0.7194244604316548% 0.7194244604316548% 0.7194244604316548% \/ 1.7857142857142856% 1.7857142857142856% 1.7857142857142856% 1.7857142857142856%\" id=\"el-63487ea4-3ce4-4414-ba6b-d10994048d3e\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.5212230215827344% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.291262em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Regression analysis is a statistical technique used to establish a relationship between a dependent variable and one or more independent variables.<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:0;width:76.45631%;height:43.04207%;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-4d451bc7-00c8-45b3-aeb7-446681c13867\">\n<div style=\"position:absolute;width:127.01397%;height:100%;left:-13.50698%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/04\/businessman-depicting-global-internet-connected-chat-with-ai-artificial-intelligence-using-commands-create-future-technology-change-scaled.jpg\" alt=\"\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/04\/businessman-depicting-global-internet-connected-chat-with-ai-artificial-intelligence-using-commands-create-future-technology-change-scaled.jpg 2560w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/04\/businessman-depicting-global-internet-connected-chat-with-ai-artificial-intelligence-using-commands-create-future-technology-change-300x199.jpg 300w\" sizes=\"(min-width: 1024px) 34vh, 76vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"f1a42a45-9844-4b05-9452-8f0ef2224213\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-2137c9ff-8a5c-4cfa-9153-169f08171ddc\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.4, 0.4, 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:#eee\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-a3f3f986-8ccc-46dd-9d53-fcad8b8dc74d\">\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:15.53398%;top:47.73463%;width:68.68932%;height:13.91586%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7067137809187279% 0.7067137809187279% 0.7067137809187279% 0.7067137809187279% \/ 2.3255813953488373% 2.3255813953488373% 2.3255813953488373% 2.3255813953488373%\" id=\"el-d0e5a48f-6bb6-448a-ae64-c526037b5c65\">\n<h1 id=\"types-of-regression\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.11528268551236683% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.582524em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Types of Regression<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:18.4466%;top:63.26861%;width:67.47573%;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:0.7194244604316548% 0.7194244604316548% 0.7194244604316548% 0.7194244604316548% \/ 1.0752688172043012% 1.0752688172043012% 1.0752688172043012% 1.0752688172043012%\" id=\"el-4901c686-09b7-499b-8212-e7742eb009c3\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.5501798561151074% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.307443em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Linear Regression:<\/span> It highlights the relationship between the independent and dependent variables.<br \/>\n<span style=\"font-weight: 700\">Non-Linear Regression:<\/span> It highlights relationship between the independent and dependent variables is not linear.<\/span><\/p>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:calc(11.65049% - 5px);top:calc(0% - 5px);width:calc(76.45631% + 10px);height:calc(43.04207% + 10px);opacity:1\">\n<div id=\"anim-2137c9ff-8a5c-4cfa-9153-169f08171ddc\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div style=\"top:0;left:0;right:0;bottom:0;width:100%;height:100%;position:absolute;border-width:5px 5px 5px 5px;border-color:rgba(0,0,0,1);border-style:solid;pointer-events:initial;display:block;z-index:0\" class=\"mask\" id=\"el-baddbbe8-9130-4410-8085-1b47f721d3bb\">\n<div style=\"position:absolute;width:126.66666%;height:100%;left:-13.33333%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1553877522-43269d4ea984?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw0OXx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMzUxMjczNXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=5418&amp;h=3612&amp;fit=max\" alt=\"man using MacBook\" srcSet=\"https:\/\/images.unsplash.com\/photo-1553877522-43269d4ea984?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw0OXx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMzUxMjczNXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=5418&amp;h=3612&amp;fit=max 5418w,https:\/\/images.unsplash.com\/photo-1553877522-43269d4ea984?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw0OXx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMzUxMjczNXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4334&amp;h=2889&amp;fit=max 4334w,https:\/\/images.unsplash.com\/photo-1553877522-43269d4ea984?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw0OXx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMzUxMjczNXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3250&amp;h=2167&amp;fit=max 3250w,https:\/\/images.unsplash.com\/photo-1553877522-43269d4ea984?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw0OXx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMzUxMjczNXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2167&amp;h=1445&amp;fit=max 2167w,https:\/\/images.unsplash.com\/photo-1553877522-43269d4ea984?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw0OXx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMzUxMjczNXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1083&amp;h=722&amp;fit=max 1083w,https:\/\/images.unsplash.com\/photo-1553877522-43269d4ea984?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw0OXx8bWFjaGluZSUyMGxlYXJuaW5nfGVufDB8fHx8MTcxMzUxMjczNXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=227&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 34vh, 76vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:32.03883%;top:94.49838%;width:47.81553%;height:5.01618%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:1.015228426395939% 1.015228426395939% 1.015228426395939% 1.015228426395939% \/ 6.451612903225806% 6.451612903225806% 6.451612903225806% 6.451612903225806%\" id=\"el-13951dcb-18a1-4b6b-b50f-f2df3c35d0e9\"><a href=\"https:\/\/pickl.ai\/blog\/regression-in-machine-learning-types-examples\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/08\/regression-in-machine-learning.jpg\" data-tooltip-text=\"15 Types of Regression Models in Machine Learning\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<h2 id=\"learn-more\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.19273477157360372% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.436893em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Learn More&nbsp;<\/span><\/span><\/h2>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"9d080d1b-6dc5-49df-a2ce-050457eeaec8\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-d05e82c1-b249-4494-86dd-5b231f168ae4\",\"keyframes\":{\"transform\":[\"scale(1)\",\"scale(1.5)\",\"scale(0.95)\",\"scale(1)\"],\"offset\":[0,0.33,0.66,1]},\"delay\":0,\"duration\":1450,\"easing\":\"ease-in-out\",\"fill\":\"both\",\"iterations\":1}]<\/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:#b2ccc5\">\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-b0ca9bc2-82da-438c-892f-d7f358363760\">\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:9.95146%;top:44.17476%;width:80.58252%;height:13.75405%;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:0.6024096385542169% 0.6024096385542169% 0.6024096385542169% 0.6024096385542169% \/ 2.3529411764705883% 2.3529411764705883% 2.3529411764705883% 2.3529411764705883%\" id=\"el-c78d2cf8-b85b-4161-a6c7-4057871cd8e7\">\n<h1 id=\"uses-of-regression-analysis\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.09826807228915607% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.582524em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #0044c9\">Uses of Regression Analysis<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:20.87379%;top:63.26861%;width:67.47573%;height:22.65372%;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:0.7194244604316548% 0.7194244604316548% 0.7194244604316548% 0.7194244604316548% \/ 1.4285714285714286% 1.4285714285714286% 1.4285714285714286% 1.4285714285714286%\" id=\"el-86e10541-63c3-4076-844d-c44a9d967231\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.5501798561151074% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.307443em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">\u2013 Predicting future sales<\/span><br \/>\n<span style=\"font-weight: 700\">\u2013 Forecasting stock prices<\/span><br \/>\n<span style=\"font-weight: 700\">\u2013 Analyzing customer behavior<\/span><br \/>\n<span style=\"font-weight: 700\">\u2013 Identifying trends in data<\/span><br \/>\n<span style=\"font-weight: 700\">Recommending products to<\/span><span style=\"font-weight: 700\"> customers<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:32.03883%;top:94.49838%;width:47.81553%;height:5.01618%;opacity:1\">\n<div id=\"anim-d05e82c1-b249-4494-86dd-5b231f168ae4\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:1;--initial-transform:scale(1)\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:1.015228426395939% 1.015228426395939% 1.015228426395939% 1.015228426395939% \/ 6.451612903225806% 6.451612903225806% 6.451612903225806% 6.451612903225806%\" id=\"el-810d3846-0f31-464e-8b8d-816435bccce2\"><a href=\"https:\/\/pickl.ai\/blog\/what-is-logistic-regression\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2019\/10\/blog-img9.jpg\" data-tooltip-text=\"Demystifying Logistic Regression in Machine Learning\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<h2 id=\"learn-more-2\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.19273477157360372% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.436893em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #0044c9\">Learn More&nbsp;<\/span><\/span><\/h2>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.65049%;top:0;width:80.09709%;height:38.67314%;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-269b07cb-ec39-49ee-8280-f4cf3ac77f68\">\n<div style=\"position:absolute;width:100.06988%;height:100%;left:-0.03494%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1542744173-05336fcc7ad4?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyfHxyZWdyZXNzaW9uJTIwYW5hbHlzaXN8ZW58MHx8fHwxNzEzNTEzMDA0fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3008&amp;h=2177&amp;fit=max\" alt=\"person using MacBook Pro\" srcSet=\"https:\/\/images.unsplash.com\/photo-1542744173-05336fcc7ad4?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyfHxyZWdyZXNzaW9uJTIwYW5hbHlzaXN8ZW58MHx8fHwxNzEzNTEzMDA0fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3008&amp;h=2177&amp;fit=max 3008w,https:\/\/images.unsplash.com\/photo-1542744173-05336fcc7ad4?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyfHxyZWdyZXNzaW9uJTIwYW5hbHlzaXN8ZW58MHx8fHwxNzEzNTEzMDA0fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2406&amp;h=1741&amp;fit=max 2406w,https:\/\/images.unsplash.com\/photo-1542744173-05336fcc7ad4?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyfHxyZWdyZXNzaW9uJTIwYW5hbHlzaXN8ZW58MHx8fHwxNzEzNTEzMDA0fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1804&amp;h=1306&amp;fit=max 1804w,https:\/\/images.unsplash.com\/photo-1542744173-05336fcc7ad4?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyfHxyZWdyZXNzaW9uJTIwYW5hbHlzaXN8ZW58MHx8fHwxNzEzNTEzMDA0fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1203&amp;h=871&amp;fit=max 1203w,https:\/\/images.unsplash.com\/photo-1542744173-05336fcc7ad4?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyfHxyZWdyZXNzaW9uJTIwYW5hbHlzaXN8ZW58MHx8fHwxNzEzNTEzMDA0fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=601&amp;h=435&amp;fit=max 601w,https:\/\/images.unsplash.com\/photo-1542744173-05336fcc7ad4?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwyfHxyZWdyZXNzaW9uJTIwYW5hbHlzaXN8ZW58MHx8fHwxNzEzNTEzMDA0fDA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=246&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 36vh, 80vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"6336f081-a65b-448a-b6f6-4504c105dc5f\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-374e807b-ffe9-4600-bff4-7c86679c09d1\",\"keyframes\":{\"opacity\":[0,1]},\"delay\":0,\"duration\":600,\"easing\":\"cubic-bezier(0.4, 0.4, 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:#ffffb7\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-64d677f7-a8f8-4608-ab35-ff36f768f8fd\">\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:9.95146%;top:44.17476%;width:80.58252%;height:13.75405%;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:0.6024096385542169% 0.6024096385542169% 0.6024096385542169% 0.6024096385542169% \/ 2.3529411764705883% 2.3529411764705883% 2.3529411764705883% 2.3529411764705883%\" id=\"el-40c5aaff-2fcc-4971-ae8d-ae66dd99832a\">\n<h1 id=\"the-regression-process\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.09826807228915607% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.582524em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #ea7d00\">The Regression Process<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:20.87379%;top:63.26861%;width:67.47573%;height:19.09385%;opacity:1\">\n<div id=\"anim-374e807b-ffe9-4600-bff4-7c86679c09d1\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0;--initial-opacity:0;--initial-transform:none\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7194244604316548% 0.7194244604316548% 0.7194244604316548% 0.7194244604316548% \/ 1.694915254237288% 1.694915254237288% 1.694915254237288% 1.694915254237288%\" id=\"el-add94928-2a22-429e-954e-48a17c88312f\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.5501798561151074% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.307443em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">1. Data Collection<\/span><br \/>\n<span style=\"font-weight: 700\">2. Data Exploration and Cleaning<\/span><br \/>\n<span style=\"font-weight: 700\">3. Feature Engineering<\/span><br \/>\n<span style=\"font-weight: 700\">4. Model Selection and Training<\/span><br \/>\n<span style=\"font-weight: 700\">5. Model Evaluation<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:32.03883%;top:92.23301%;width:47.81553%;height:5.01618%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:1.015228426395939% 1.015228426395939% 1.015228426395939% 1.015228426395939% \/ 6.451612903225806% 6.451612903225806% 6.451612903225806% 6.451612903225806%\" id=\"el-975b5e9b-0db9-4513-b4f1-5e535c69b050\"><a href=\"https:\/\/pickl.ai\/blog\/a-tale-of-regression-and-regressiveness\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2019\/11\/blog-img4.jpg\" data-tooltip-text=\"A Tale of Regression and Regressiveness in Machine Learning\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<h2 id=\"learn-more-3\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.19273477157360372% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.436893em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #ea7d00\">Learn More&nbsp;<\/span><\/span><\/h2>\n<p><\/a><\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:11.8932%;top:0.48544%;width:76.45631%;height:38.34951%;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-c2277e2b-7083-46ad-aca9-878a49062180\">\n<div style=\"position:absolute;width:113.27587%;height:100%;left:-6.63794%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1432888498266-38ffec3eaf0a?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxfHx0aGUlMjByZWdyZXNzaW9uJTIwcHJvY2Vzc3xlbnwwfHx8fDE3MTM1MTM2Njd8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4193&amp;h=2785&amp;fit=max\" alt=\"person writing on white paper\" srcSet=\"https:\/\/images.unsplash.com\/photo-1432888498266-38ffec3eaf0a?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxfHx0aGUlMjByZWdyZXNzaW9uJTIwcHJvY2Vzc3xlbnwwfHx8fDE3MTM1MTM2Njd8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4193&amp;h=2785&amp;fit=max 4193w,https:\/\/images.unsplash.com\/photo-1432888498266-38ffec3eaf0a?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxfHx0aGUlMjByZWdyZXNzaW9uJTIwcHJvY2Vzc3xlbnwwfHx8fDE3MTM1MTM2Njd8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3354&amp;h=2228&amp;fit=max 3354w,https:\/\/images.unsplash.com\/photo-1432888498266-38ffec3eaf0a?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxfHx0aGUlMjByZWdyZXNzaW9uJTIwcHJvY2Vzc3xlbnwwfHx8fDE3MTM1MTM2Njd8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2515&amp;h=1670&amp;fit=max 2515w,https:\/\/images.unsplash.com\/photo-1432888498266-38ffec3eaf0a?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxfHx0aGUlMjByZWdyZXNzaW9uJTIwcHJvY2Vzc3xlbnwwfHx8fDE3MTM1MTM2Njd8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1677&amp;h=1114&amp;fit=max 1677w,https:\/\/images.unsplash.com\/photo-1432888498266-38ffec3eaf0a?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxfHx0aGUlMjByZWdyZXNzaW9uJTIwcHJvY2Vzc3xlbnwwfHx8fDE3MTM1MTM2Njd8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=838&amp;h=557&amp;fit=max 838w,https:\/\/images.unsplash.com\/photo-1432888498266-38ffec3eaf0a?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxfHx0aGUlMjByZWdyZXNzaW9uJTIwcHJvY2Vzc3xlbnwwfHx8fDE3MTM1MTM2Njd8MA&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=226&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 34vh, 76vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"87062722-b319-4b0b-bb3b-e2e0bd139e20\" auto-advance-after=\"7s\"><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#d4e4c0\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-545d95a2-affa-498e-9720-a7696cb83ff1\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:16.01942%;top:44.66019%;width:69.41748%;height:11.48867%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6993006993006993% 0.6993006993006993% 0.6993006993006993% 0.6993006993006993% \/ 2.8169014084507045% 2.8169014084507045% 2.8169014084507045% 2.8169014084507045%\" id=\"el-4760feda-3462-4ab7-96da-30281425a909\">\n<h2 id=\"common-regression-errors\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.09506118881118807% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.485437em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; text-decoration: underline; color: #e03568\">Common Regression Errors<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:19.41748%;top:61.16505%;width:62.62136%;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:0.7751937984496124% 0.7751937984496124% 0.7751937984496124% 0.7751937984496124% \/ 1.0752688172043012% 1.0752688172043012% 1.0752688172043012% 1.0752688172043012%\" id=\"el-1381274b-002a-4f8e-907a-315e108b0030\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.5304263565891476% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.275081em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span>\u2013 <span style=\"font-weight: 700\">Overfitting:<\/span> This occurs when a regression model is too complex and fits the training data too closely, but does not perform well on unseen data.<br \/>\n<span style=\"font-weight: 700\">Underfitting:<\/span> This occurs when a regression model is too simple and does not capture the underlying relationships in the data.<\/span><\/p>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:13.1068%;top:0;width:75%;height:40.29126%;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-cdb78826-ceb1-4b3d-8994-92f38474347e\">\n<div style=\"position:absolute;width:120.88618%;height:100%;left:-10.44309%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1611890798517-07b0fcb4a811?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxMnx8ZXJyb3JzfGVufDB8fHx8MTcxMzUxNzU5M3ww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4874&amp;h=3249&amp;fit=max\" alt=\"a close up of a computer screen with a sign on it\" srcSet=\"https:\/\/images.unsplash.com\/photo-1611890798517-07b0fcb4a811?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxMnx8ZXJyb3JzfGVufDB8fHx8MTcxMzUxNzU5M3ww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4874&amp;h=3249&amp;fit=max 4874w,https:\/\/images.unsplash.com\/photo-1611890798517-07b0fcb4a811?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxMnx8ZXJyb3JzfGVufDB8fHx8MTcxMzUxNzU5M3ww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3899&amp;h=2599&amp;fit=max 3899w,https:\/\/images.unsplash.com\/photo-1611890798517-07b0fcb4a811?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxMnx8ZXJyb3JzfGVufDB8fHx8MTcxMzUxNzU5M3ww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2924&amp;h=1949&amp;fit=max 2924w,https:\/\/images.unsplash.com\/photo-1611890798517-07b0fcb4a811?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxMnx8ZXJyb3JzfGVufDB8fHx8MTcxMzUxNzU5M3ww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1949&amp;h=1299&amp;fit=max 1949w,https:\/\/images.unsplash.com\/photo-1611890798517-07b0fcb4a811?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxMnx8ZXJyb3JzfGVufDB8fHx8MTcxMzUxNzU5M3ww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=974&amp;h=649&amp;fit=max 974w,https:\/\/images.unsplash.com\/photo-1611890798517-07b0fcb4a811?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHwxMnx8ZXJyb3JzfGVufDB8fHx8MTcxMzUxNzU5M3ww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=227&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 34vh, 75vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"faf221a8-f1c4-46c5-b5ea-b1bb34d39cb1\" auto-advance-after=\"7s\"><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#eee\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-b970fb32-531d-4a78-9151-af850a7aee20\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:16.01942%;top:41.58576%;width:69.41748%;height:17.1521%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6993006993006993% 0.6993006993006993% 0.6993006993006993% 0.6993006993006993% \/ 1.8867924528301887% 1.8867924528301887% 1.8867924528301887% 1.8867924528301887%\" id=\"el-48e922f5-6beb-4fd1-a1ea-f5a64999be97\">\n<h2 id=\"tips-for-improving-regression-performance\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.09189248251748217% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.469256em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #5a189a\">Tips for Improving Regression Performance<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:22.81553%;top:63.59223%;width:62.62136%;height:26.86084%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7751937984496124% 0.7751937984496124% 0.7751937984496124% 0.7751937984496124% \/ 1.2048192771084338% 1.2048192771084338% 1.2048192771084338% 1.2048192771084338%\" id=\"el-c09e258f-5e63-49aa-b5e8-4e57408308c3\">\n<p class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.5304263565891476% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.275081em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">\u2013 Collect high-quality data<\/span><br \/>\n<span style=\"font-weight: 700\">\u2013 Clean your data<\/span><br \/>\n<span style=\"font-weight: 700\">\u2013 Explore your data<\/span><br \/>\n<span style=\"font-weight: 700\">\u2013 Select the right regression model<\/span><br \/>\n<span style=\"font-weight: 700\">\u2013 Train your model on a large dataset<\/span><br \/>\n<span style=\"font-weight: 700\">\u2013 Regularize your model<\/span><br \/>\n<span style=\"font-weight: 700\">\u2013 Evaluate your model<\/span><\/span><\/p>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:14.07767%;top:0;width:73.54369%;height:37.54045%;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-ea6a7770-2b0c-4608-9712-41b4a7f32509\">\n<div style=\"position:absolute;width:114.83954%;height:100%;left:-7.41977%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/images.unsplash.com\/photo-1551288049-bebda4e38f71?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw3fHxwZXJmb3JtYW5jZSUyMGdyYXBofGVufDB8fHx8MTcxMzUxNzg5OXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4810&amp;h=3207&amp;fit=max\" alt=\"graphs of performance analytics on a laptop screen\" srcSet=\"https:\/\/images.unsplash.com\/photo-1551288049-bebda4e38f71?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw3fHxwZXJmb3JtYW5jZSUyMGdyYXBofGVufDB8fHx8MTcxMzUxNzg5OXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=4810&amp;h=3207&amp;fit=max 4810w,https:\/\/images.unsplash.com\/photo-1551288049-bebda4e38f71?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw3fHxwZXJmb3JtYW5jZSUyMGdyYXBofGVufDB8fHx8MTcxMzUxNzg5OXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=3848&amp;h=2566&amp;fit=max 3848w,https:\/\/images.unsplash.com\/photo-1551288049-bebda4e38f71?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw3fHxwZXJmb3JtYW5jZSUyMGdyYXBofGVufDB8fHx8MTcxMzUxNzg5OXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=2886&amp;h=1924&amp;fit=max 2886w,https:\/\/images.unsplash.com\/photo-1551288049-bebda4e38f71?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw3fHxwZXJmb3JtYW5jZSUyMGdyYXBofGVufDB8fHx8MTcxMzUxNzg5OXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=1924&amp;h=1283&amp;fit=max 1924w,https:\/\/images.unsplash.com\/photo-1551288049-bebda4e38f71?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw3fHxwZXJmb3JtYW5jZSUyMGdyYXBofGVufDB8fHx8MTcxMzUxNzg5OXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=962&amp;h=641&amp;fit=max 962w,https:\/\/images.unsplash.com\/photo-1551288049-bebda4e38f71?ixid=M3wxMzcxOTN8MHwxfHNlYXJjaHw3fHxwZXJmb3JtYW5jZSUyMGdyYXBofGVufDB8fHx8MTcxMzUxNzg5OXww&amp;ixlib=rb-4.0.3&amp;fm=jpg&amp;w=340&amp;h=227&amp;fit=max 340w\" sizes=\"(min-width: 1024px) 33vh, 74vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><\/amp-story><\/body><\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Regression Machine learning algorithms are statistical methods for modelling the connection between dependent and independent variables. \n","protected":false},"author":1,"featured_media":7214,"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-7211","web-story","type-web-story","status-publish","has-post-thumbnail"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.3 (Yoast SEO v27.6) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Regression in Machine Learning - Pickl.AI<\/title>\n<meta name=\"description\" content=\"Regression Machine learning algorithms are statistical methods for modelling the connection between dependent and independent variables.\" \/>\n<meta name=\"robots\" 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