{"id":3816,"date":"2023-07-15T09:21:43","date_gmt":"2023-07-15T09:21:43","guid":{"rendered":"https:\/\/statorials.org\/tr\/sklearn-regresyon-katsayilari\/"},"modified":"2023-07-15T09:21:43","modified_gmt":"2023-07-15T09:21:43","slug":"sklearn-regresyon-katsayilari","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/sklearn-regresyon-katsayilari\/","title":{"rendered":"Scikit-learn modelinden regresyon katsay\u0131lar\u0131 nas\u0131l \u00e7\u0131kar\u0131l\u0131r?"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Python&#8217;da scikit-learn ile olu\u015fturulmu\u015f bir regresyon modelinden regresyon katsay\u0131lar\u0131n\u0131 \u00e7\u0131karmak i\u00e7in a\u015fa\u011f\u0131daki temel s\u00f6zdizimini kullanabilirsiniz:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\">p.d. <span style=\"color: #3366ff;\">DataFrame<\/span> ( <span style=\"color: #008000;\">zip<\/span> ( <span style=\"color: #3366ff;\">X.columns<\/span> , <span style=\"color: #3366ff;\">model.coef_<\/span> ))\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki \u00f6rnek, bu s\u00f6zdiziminin pratikte nas\u0131l kullan\u0131laca\u011f\u0131n\u0131 g\u00f6sterir.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\u00d6rnek: Scikit-Learn modelinden regresyon katsay\u0131lar\u0131n\u0131n \u00e7\u0131kar\u0131lmas\u0131<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Bir s\u0131n\u0131ftaki 11 \u00f6\u011frencinin ald\u0131\u011f\u0131 ders saati, girdi\u011fi haz\u0131rl\u0131k s\u0131nav\u0131 say\u0131s\u0131 ve final s\u0131nav\u0131 notu hakk\u0131nda bilgi i\u00e7eren a\u015fa\u011f\u0131daki panda DataFrame&#8217;e sahip oldu\u011fumuzu varsayal\u0131m:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#createDataFrame\n<\/span>df = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">hours<\/span> ': [1, 2, 2, 4, 2, 1, 5, 4, 2, 4, 4],\n                   ' <span style=\"color: #ff0000;\">exams<\/span> ': [1, 3, 3, 5, 2, 2, 1, 1, 0, 3, 4],\n                   ' <span style=\"color: #ff0000;\">score<\/span> ': [76, 78, 85, 88, 72, 69, 94, 94, 88, 92, 90]})\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n    hours exam score\n0 1 1 76\n1 2 3 78\n2 2 3 85\n3 4 5 88\n4 2 2 72\n5 1 2 69\n6 5 1 94\n7 4 1 94\n8 2 0 88\n9 4 3 92\n10 4 4 90<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Tahmin edici de\u011fi\u015fkenler olarak <strong>saatleri<\/strong> ve <strong>s\u0131navlar\u0131<\/strong> ve yan\u0131t de\u011fi\u015fkeni olarak <strong>puan\u0131<\/strong> kullanan <a href=\"https:\/\/statorials.org\/tr\/coklu-dogrusal-regresyon\/\" target=\"_blank\" rel=\"noopener\">\u00e7oklu do\u011frusal regresyon modelini<\/a> uydurmak i\u00e7in a\u015fa\u011f\u0131daki kodu kullanabiliriz:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">from<\/span> sklearn. <span style=\"color: #3366ff;\">linear_model<\/span> <span style=\"color: #008000;\">import<\/span> LinearRegression\n\n<span style=\"color: #008080;\">#initiate linear regression model\n<\/span>model = LinearRegression()\n\n<span style=\"color: #008080;\">#define predictor and response variables\n<\/span>x, y = df[[' <span style=\"color: #ff0000;\">hours<\/span> ', ' <span style=\"color: #ff0000;\">exams<\/span> ']], df. <span style=\"color: #3366ff;\">score<\/span>\n\n<span style=\"color: #008080;\">#fit regression model\n<\/span>model. <span style=\"color: #3366ff;\">fit<\/span> (x,y)\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Daha sonra <strong>saatlerin<\/strong> ve <strong>s\u0131navlar\u0131n<\/strong> regresyon katsay\u0131lar\u0131n\u0131 \u00e7\u0131karmak i\u00e7in a\u015fa\u011f\u0131daki s\u00f6zdizimini kullanabiliriz:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#print regression coefficients\n<span style=\"color: #000000;\">p.d. <span style=\"color: #3366ff;\">DataFrame<\/span> ( <span style=\"color: #008000;\">zip<\/span> ( <span style=\"color: #3366ff;\">X.columns<\/span> , <span style=\"color: #3366ff;\">model.coef_<\/span> ))\n\n            0 1\n0 hours 5.794521\n1 exams -1.157647\n<\/span><\/span><\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Sonu\u00e7tan modeldeki iki yorday\u0131c\u0131 de\u011fi\u015fkenin regresyon katsay\u0131lar\u0131n\u0131 g\u00f6rebiliriz:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>Saat<\/strong> katsay\u0131s\u0131 : 5.794521<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>S\u0131nav<\/strong> katsay\u0131s\u0131 : -1.157647<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u0130stersek regresyon modelinden orijinal de\u011feri \u00e7\u0131karmak i\u00e7in a\u015fa\u011f\u0131daki s\u00f6zdizimini de kullanabiliriz:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#print intercept value\n<span style=\"color: #000000;\"><span style=\"color: #008000;\">print<\/span> (model. <span style=\"color: #3366ff;\">intercept_<\/span> )\n\n70.48282057040197\n<\/span><\/span><\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Bu de\u011ferlerin her birini kullanarak uygun regresyon modelinin denklemini yazabiliriz:<\/span><\/p>\n<p> <span style=\"color: #000000;\">Puan = 70.483 + 5.795 (saat) \u2013 1.158 (s\u0131navlar)<\/span><\/p>\n<p> <span style=\"color: #000000;\">Daha sonra bu denklemi, ders \u00e7al\u0131\u015fmak i\u00e7in harcanan saat ve al\u0131nan deneme s\u0131navlar\u0131n\u0131n say\u0131s\u0131na ba\u011fl\u0131 olarak bir \u00f6\u011frencinin final s\u0131nav\u0131 notunu tahmin etmek i\u00e7in kullanabiliriz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00d6rne\u011fin 3 saat ders \u00e7al\u0131\u015f\u0131p 2 haz\u0131rl\u0131k s\u0131nav\u0131na giren bir \u00f6\u011frencinin final notunun <strong>85,55<\/strong> olmas\u0131 gerekir:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Puan = 70.483 + 5.795 (saat) \u2013 1.158 (s\u0131navlar)<\/span><\/li>\n<li> <span style=\"color: #000000;\">Puan = 70,483 + 5,795(3) \u2013 1,158(2)<\/span><\/li>\n<li> <span style=\"color: #000000;\">Puan = 85.55<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\"><strong>\u0130lgili:<\/strong> <a href=\"https:\/\/statorials.org\/tr\/regresyon-katsayilari-nasil-yorumlanir\/\" target=\"_blank\" rel=\"noopener\">Regresyon Katsay\u0131lar\u0131 Nas\u0131l Yorumlan\u0131r?<\/a><\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Ek kaynaklar<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki e\u011fitimlerde Python&#8217;da di\u011fer yayg\u0131n i\u015flemlerin nas\u0131l ger\u00e7ekle\u015ftirilece\u011fi a\u00e7\u0131klanmaktad\u0131r:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/tr\/pythonda-basit-dogrusal-regresyon\/\" target=\"_blank\" rel=\"noopener noreferrer\">Python&#8217;da basit do\u011frusal regresyon nas\u0131l ger\u00e7ekle\u015ftirilir<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/dogrusal-regresyon-pitonu\/\" target=\"_blank\" rel=\"noopener noreferrer\">Python&#8217;da \u00e7oklu do\u011frusal regresyon nas\u0131l ger\u00e7ekle\u015ftirilir<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/pythonda-aic\/\" target=\"_blank\" rel=\"noopener\">Python&#8217;da regresyon modellerinin AIC&#8217;si nas\u0131l hesaplan\u0131r<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Python&#8217;da scikit-learn ile olu\u015fturulmu\u015f bir regresyon modelinden regresyon katsay\u0131lar\u0131n\u0131 \u00e7\u0131karmak i\u00e7in a\u015fa\u011f\u0131daki temel s\u00f6zdizimini kullanabilirsiniz: p.d. DataFrame ( zip ( X.columns , model.coef_ )) A\u015fa\u011f\u0131daki \u00f6rnek, bu s\u00f6zdiziminin pratikte nas\u0131l kullan\u0131laca\u011f\u0131n\u0131 g\u00f6sterir. \u00d6rnek: Scikit-Learn modelinden regresyon katsay\u0131lar\u0131n\u0131n \u00e7\u0131kar\u0131lmas\u0131 Bir s\u0131n\u0131ftaki 11 \u00f6\u011frencinin ald\u0131\u011f\u0131 ders saati, girdi\u011fi haz\u0131rl\u0131k s\u0131nav\u0131 say\u0131s\u0131 ve final s\u0131nav\u0131 notu hakk\u0131nda bilgi [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-3816","post","type-post","status-publish","format-standard","hentry","category-rehber"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Scikit-Learn modelinden regresyon katsay\u0131lar\u0131 nas\u0131l \u00e7\u0131kar\u0131l\u0131r - 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