{"id":1147,"date":"2023-07-27T12:29:06","date_gmt":"2023-07-27T12:29:06","guid":{"rendered":"https:\/\/statorials.org\/tr\/denetimli-ve-denetimsiz-ogrenme\/"},"modified":"2023-07-27T12:29:06","modified_gmt":"2023-07-27T12:29:06","slug":"denetimli-ve-denetimsiz-ogrenme","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/denetimli-ve-denetimsiz-ogrenme\/","title":{"rendered":"Denetimli ve denetimsiz \u00f6\u011frenmeye h\u0131zl\u0131 bir giri\u015f"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Makine \u00f6\u011frenimi alan\u0131, verileri anlamak i\u00e7in kullan\u0131labilecek \u00e7ok say\u0131da algoritma i\u00e7erir. Bu algoritmalar a\u015fa\u011f\u0131daki iki kategoriden birinde s\u0131n\u0131fland\u0131r\u0131labilir:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. Denetimli \u00f6\u011frenme algoritmalar\u0131:<\/strong> bir veya daha fazla girdiye dayal\u0131 olarak bir sonucu tahmin etmek veya tahmin etmek i\u00e7in bir model olu\u015fturmay\u0131 i\u00e7erir.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2. Denetimsiz \u00f6\u011frenme algoritmalar\u0131:<\/strong> girdilerden yap\u0131 ve ili\u015fkiler bulmay\u0131 i\u00e7erir. \u201cDenetim\u201d \u00e7\u0131k\u0131\u015f\u0131 yoktur.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu e\u011fitimde, bu iki algoritma t\u00fcr\u00fc aras\u0131ndaki fark, her birinin \u00e7e\u015fitli \u00f6rnekleriyle birlikte a\u00e7\u0131klanmaktad\u0131r.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Denetimli \u00f6\u011frenme algoritmalar\u0131<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\"><strong>Denetimli \u00f6\u011frenme algoritmas\u0131,<\/strong> bir veya daha fazla a\u00e7\u0131klay\u0131c\u0131 de\u011fi\u015fkene ( <sub>X1<\/sub> , <sub>X2<\/sub> , <sub>X3<\/sub> ,\u2026, <sub>Xp<\/sub> ) ve bir <a href=\"https:\/\/statorials.org\/tr\/degiskenleri-aciklayici-yanitlar\/\" target=\"_blank\" rel=\"noopener noreferrer\">yan\u0131t de\u011fi\u015fkenine<\/a> (Y) sahip oldu\u011fumuzda ve a\u00e7\u0131klay\u0131c\u0131 de\u011fi\u015fkenler ile a\u00e7\u0131klay\u0131c\u0131 de\u011fi\u015fkenler aras\u0131ndaki ili\u015fkiyi tan\u0131mlayan bir fonksiyon bulmak istedi\u011fimizde kullan\u0131labilir. yan\u0131t de\u011fi\u015fkeni:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Y = <em>f<\/em> (X) + \u03b5<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">burada <em>f,<\/em> X&#8217;in Y hakk\u0131nda sa\u011flad\u0131\u011f\u0131 sistematik bilgiyi temsil eder ve burada \u03b5, X&#8217;ten ba\u011f\u0131ms\u0131z, ortalamas\u0131 s\u0131f\u0131r olan rastgele bir hata terimidir.<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-11491 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/supervise1.png\" alt=\"Denetimli \u00f6\u011frenme algoritmalar\u0131\" width=\"469\" height=\"335\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Denetimli \u00f6\u011frenme algoritmalar\u0131n\u0131n iki ana t\u00fcr\u00fc vard\u0131r:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. Regresyon:<\/strong> \u00c7\u0131k\u0131\u015f de\u011fi\u015fkeni s\u00fcreklidir (\u00f6rne\u011fin a\u011f\u0131rl\u0131k, boy, zaman vb.)<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2. S\u0131n\u0131fland\u0131rma:<\/strong> \u00c7\u0131kt\u0131 de\u011fi\u015fkeni kategoriktir (\u00f6rne\u011fin erkek veya kad\u0131n, ba\u015far\u0131 veya ba\u015far\u0131s\u0131zl\u0131k, iyi huylu veya k\u00f6t\u00fc huylu, vb.)<\/span><\/p>\n<p> <span style=\"color: #000000;\">Denetimli \u00f6\u011frenme algoritmalar\u0131n\u0131 kullanmam\u0131z\u0131n iki ana nedeni vard\u0131r:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. Tahmin:<\/strong> Bir yan\u0131t de\u011fi\u015fkeninin de\u011ferini tahmin etmek i\u00e7in s\u0131kl\u0131kla bir dizi a\u00e7\u0131klay\u0131c\u0131 de\u011fi\u015fken kullan\u0131r\u0131z (\u00f6rne\u011fin, <em>bir evin fiyat\u0131n\u0131<\/em> tahmin etmek i\u00e7in <em>metrekare<\/em> ve <em>yatak odas\u0131 say\u0131s\u0131n\u0131<\/em> kullanmak).<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2. \u00c7\u0131kar\u0131m:<\/strong> A\u00e7\u0131klay\u0131c\u0131 de\u011fi\u015fkenlerin de\u011feri de\u011fi\u015fti\u011finde bir yan\u0131t de\u011fi\u015fkeninin nas\u0131l etkilendi\u011fini anlamak ilgimizi \u00e7ekebilir (\u00f6rne\u011fin, oda say\u0131s\u0131 bir artt\u0131\u011f\u0131nda gayrimenkul fiyat\u0131 ortalama ne kadar artar?)<\/span><\/p>\n<p> <span style=\"color: #000000;\">Amac\u0131m\u0131z\u0131n \u00e7\u0131kar\u0131m m\u0131 yoksa tahmin mi (ya da her ikisinin kar\u0131\u015f\u0131m\u0131) oldu\u011funa ba\u011fl\u0131 olarak <em>f<\/em> fonksiyonunu tahmin etmek i\u00e7in farkl\u0131 y\u00f6ntemler kullanabiliriz. \u00d6rne\u011fin, do\u011frusal modeller daha kolay yorumlama sa\u011flar, ancak yorumlanmas\u0131 zor olan do\u011frusal olmayan modeller daha do\u011fru tahminler sunabilir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">En s\u0131k kullan\u0131lan denetimli \u00f6\u011frenme algoritmalar\u0131n\u0131n bir listesi:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Do\u011frusal regresyon<\/span><\/li>\n<li> <span style=\"color: #000000;\">Lojistik regresyon<\/span><\/li>\n<li> <span style=\"color: #000000;\">Do\u011frusal diskriminant analizi<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0130kinci dereceden diskriminant analizi<\/span><\/li>\n<li> <span style=\"color: #000000;\">Karar a\u011fa\u00e7lar\u0131<\/span><\/li>\n<li> <span style=\"color: #000000;\">Naif bayanlar<\/span><\/li>\n<li> <span style=\"color: #000000;\">Vekt\u00f6r makineleri desteklemek<\/span><\/li>\n<li> <span style=\"color: #000000;\">N\u00f6ral a\u011flar<\/span><\/li>\n<\/ul>\n<h2> <span style=\"color: #000000;\"><strong>Denetimsiz \u00f6\u011frenme algoritmalar\u0131<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Bir de\u011fi\u015fken <sub>listesine<\/sub> <sub>(<\/sub> X <sub>1<\/sub> , veri) sahip <sub>oldu\u011fumuzda<\/sub> <strong>denetimsiz bir \u00f6\u011frenme algoritmas\u0131<\/strong> kullan\u0131labilir.<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-11493 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/supervise2.png\" alt=\"Makine \u00f6\u011freniminde denetimsiz \u00f6\u011frenme algoritmalar\u0131\" width=\"278\" height=\"294\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Denetimsiz \u00f6\u011frenme algoritmalar\u0131n\u0131n iki ana t\u00fcr\u00fc vard\u0131r:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. K\u00fcmeleme:<\/strong> Bu t\u00fcr algoritmalar\u0131 kullanarak, bir veri k\u00fcmesindeki birbirine benzer <a href=\"https:\/\/statorials.org\/tr\/istatistikte-gozlem\/\" target=\"_blank\" rel=\"noopener\">g\u00f6zlem<\/a> &#8220;k\u00fcmelerini&#8221; bulmaya \u00e7al\u0131\u015f\u0131r\u0131z. Bu genellikle perakende sekt\u00f6r\u00fcnde, bir i\u015fletmenin benzer sat\u0131n alma al\u0131\u015fkanl\u0131klar\u0131na sahip m\u00fc\u015fteri gruplar\u0131n\u0131 belirlemek ve b\u00f6ylece belirli m\u00fc\u015fteri gruplar\u0131n\u0131 hedef alan spesifik pazarlama stratejileri olu\u015fturmak istedi\u011fi durumlarda kullan\u0131l\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2. \u0130li\u015fkilendirme:<\/strong> Bu t\u00fcr algoritmalar\u0131 kullanarak ili\u015fkilendirmeler kurmak i\u00e7in kullan\u0131labilecek \u201ckurallar\u201d bulmaya \u00e7al\u0131\u015f\u0131yoruz. \u00d6rne\u011fin perakendeciler, &#8220;bir m\u00fc\u015fteri X \u00fcr\u00fcn\u00fcn\u00fc sat\u0131n al\u0131rsa Y \u00fcr\u00fcn\u00fcn\u00fc de sat\u0131n alma olas\u0131l\u0131\u011f\u0131n\u0131n \u00e7ok y\u00fcksek oldu\u011funu&#8221; belirten bir ili\u015fkilendirme algoritmas\u0131 geli\u015ftirebilir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">En s\u0131k kullan\u0131lan denetimsiz \u00f6\u011frenme algoritmalar\u0131n\u0131n bir listesi:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Temel bile\u015fenler Analizi<\/span><\/li>\n<li> <span style=\"color: #000000;\">K-k\u00fcmeleme anlam\u0131na gelir<\/span><\/li>\n<li> <span style=\"color: #000000;\">K-medoidlerin grupland\u0131r\u0131lmas\u0131<\/span><\/li>\n<li> <span style=\"color: #000000;\">Hiyerar\u015fik s\u0131n\u0131fland\u0131rma<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u00d6ncelikli bir algoritma<\/span><\/li>\n<\/ul>\n<h2> <span style=\"color: #000000;\"><strong>\u00d6zet: Denetimli veya denetimsiz \u00f6\u011frenme<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki tabloda denetimli ve denetimsiz \u00f6\u011frenme algoritmalar\u0131 aras\u0131ndaki farklar \u00f6zetlenmektedir:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-11495 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/supervise3.png\" alt=\"Denetimli veya denetimsiz \u00f6\u011frenme\" width=\"667\" height=\"273\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki \u015femada makine \u00f6\u011frenimi algoritmalar\u0131n\u0131n t\u00fcrleri \u00f6zetlenmektedir:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-11503 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/supervise4.png\" alt=\"Denetimli veya denetimsiz makine \u00f6\u011frenimi algoritmalar\u0131\" width=\"661\" height=\"252\" srcset=\"\" sizes=\"auto, \"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Makine \u00f6\u011frenimi alan\u0131, verileri anlamak i\u00e7in kullan\u0131labilecek \u00e7ok say\u0131da algoritma i\u00e7erir. Bu algoritmalar a\u015fa\u011f\u0131daki iki kategoriden birinde s\u0131n\u0131fland\u0131r\u0131labilir: 1. Denetimli \u00f6\u011frenme algoritmalar\u0131: bir veya daha fazla girdiye dayal\u0131 olarak bir sonucu tahmin etmek veya tahmin etmek i\u00e7in bir model olu\u015fturmay\u0131 i\u00e7erir. 2. Denetimsiz \u00f6\u011frenme algoritmalar\u0131: girdilerden yap\u0131 ve ili\u015fkiler bulmay\u0131 i\u00e7erir. \u201cDenetim\u201d \u00e7\u0131k\u0131\u015f\u0131 yoktur. Bu [&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-1147","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>Denetimli ve denetimsiz \u00f6\u011frenmeye h\u0131zl\u0131 bir giri\u015f<\/title>\n<meta name=\"description\" content=\"Bu makalede, makine \u00f6\u011frenimi alan\u0131nda denetimli ve denetimsiz \u00f6\u011frenme aras\u0131ndaki fark a\u00e7\u0131klanmaktad\u0131r.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/tr\/denetimli-ve-denetimsiz-ogrenme\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Denetimli ve denetimsiz \u00f6\u011frenmeye h\u0131zl\u0131 bir giri\u015f\" \/>\n<meta property=\"og:description\" content=\"Bu makalede, makine \u00f6\u011frenimi alan\u0131nda denetimli ve denetimsiz \u00f6\u011frenme aras\u0131ndaki fark a\u00e7\u0131klanmaktad\u0131r.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/tr\/denetimli-ve-denetimsiz-ogrenme\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-27T12:29:06+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/supervise1.png\" \/>\n<meta name=\"author\" content=\"Dr.benjamin anderson\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Dr.benjamin anderson\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/tr\/denetimli-ve-denetimsiz-ogrenme\/\",\"url\":\"https:\/\/statorials.org\/tr\/denetimli-ve-denetimsiz-ogrenme\/\",\"name\":\"Denetimli ve denetimsiz \u00f6\u011frenmeye h\u0131zl\u0131 bir giri\u015f\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/tr\/#website\"},\"datePublished\":\"2023-07-27T12:29:06+00:00\",\"dateModified\":\"2023-07-27T12:29:06+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/tr\/#\/schema\/person\/365dc158a39a7c8ae256355451e3de48\"},\"description\":\"Bu makalede, makine \u00f6\u011frenimi alan\u0131nda denetimli ve denetimsiz \u00f6\u011frenme aras\u0131ndaki fark a\u00e7\u0131klanmaktad\u0131r.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/tr\/denetimli-ve-denetimsiz-ogrenme\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/tr\/denetimli-ve-denetimsiz-ogrenme\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/tr\/denetimli-ve-denetimsiz-ogrenme\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Ev\",\"item\":\"https:\/\/statorials.org\/tr\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Denetimli ve denetimsiz \u00f6\u011frenmeye h\u0131zl\u0131 bir giri\u015f\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/tr\/#website\",\"url\":\"https:\/\/statorials.org\/tr\/\",\"name\":\"Statorials\",\"description\":\"\u0130statistik okuryazarl\u0131\u011f\u0131 rehberiniz!\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/tr\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"tr\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/statorials.org\/tr\/#\/schema\/person\/365dc158a39a7c8ae256355451e3de48\",\"name\":\"Dr.benjamin anderson\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/statorials.org\/tr\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/statorials.org\/tr\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"https:\/\/statorials.org\/tr\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"caption\":\"Dr.benjamin anderson\"},\"description\":\"Merhaba, ben Benjamin, emekli bir istatistik profes\u00f6r\u00fc ve Statorials \u00f6\u011fretmenine d\u00f6n\u00fc\u015ft\u00fcm. \u0130statistik alan\u0131ndaki kapsaml\u0131 deneyimim ve uzmanl\u0131\u011f\u0131mla, \u00f6\u011frencilerimi Statorials arac\u0131l\u0131\u011f\u0131yla g\u00fc\u00e7lendirmek i\u00e7in bilgilerimi payla\u015fmaya can at\u0131yorum. 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