{"id":1181,"date":"2023-07-27T09:25:17","date_gmt":"2023-07-27T09:25:17","guid":{"rendered":"https:\/\/statorials.org\/tr\/alt-kumelerin-en-iyi-secimi\/"},"modified":"2023-07-27T09:25:17","modified_gmt":"2023-07-27T09:25:17","slug":"alt-kumelerin-en-iyi-secimi","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/alt-kumelerin-en-iyi-secimi\/","title":{"rendered":"Makine \u00f6\u011freniminde en iyi alt k\u00fcme se\u00e7imi (a\u00e7\u0131klama ve \u00f6rnekler)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Makine \u00f6\u011freniminde genellikle bir dizi \u00f6ng\u00f6r\u00fcc\u00fc de\u011fi\u015fken ve bir <a href=\"https:\/\/statorials.org\/tr\/degiskenleri-aciklayici-yanitlar\/\" target=\"_blank\" rel=\"noopener noreferrer\">yan\u0131t de\u011fi\u015fkeni<\/a> kullanarak modeller olu\u015fturmak isteriz. Amac\u0131m\u0131z, yan\u0131t de\u011fi\u015fkeninin de\u011ferini tahmin etmek i\u00e7in yorday\u0131c\u0131 de\u011fi\u015fkenleri etkili bir \u015fekilde kullanabilecek bir model olu\u015fturmakt\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bir dizi <em>p<\/em> toplam tahmin de\u011fi\u015fkeni g\u00f6z \u00f6n\u00fcne al\u0131nd\u0131\u011f\u0131nda, potansiyel olarak olu\u015fturabilece\u011fimiz bir\u00e7ok model vard\u0131r.<\/span> <span style=\"color: #000000;\"><em>En iyi<\/em> modeli se\u00e7mek i\u00e7in kullanabilece\u011fimiz y\u00f6ntemlerden biri <strong>en iyi alt k\u00fcme se\u00e7imi<\/strong> olarak bilinir ve \u015fu \u015fekilde \u00e7al\u0131\u015f\u0131r:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1.<\/strong> M <sub>0<\/sub> tahmin de\u011fi\u015fkeni i\u00e7ermeyen bo\u015f model olsun.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2.<\/strong> k = 1, 2, \u2026 p i\u00e7in:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Tam olarak <em>k<\/em> tahminciyi i\u00e7eren t\u00fcm <sub>p<\/sub> C <sub>k<\/sub> modellerini tak\u0131n.<\/span><\/li>\n<li> <span style=\"color: #000000;\">Bu <sub>pCk<\/sub> modelleri aras\u0131ndan <sub>en<\/sub> iyisini se\u00e7in ve <sub>Mk<\/sub> ad\u0131n\u0131 verin. &#8220;En iyi&#8221;yi, en y\u00fcksek R <sup>2&#8217;ye<\/sup> veya e\u015fde\u011fer olarak en d\u00fc\u015f\u00fck RSS&#8217;ye sahip model olarak tan\u0131mlay\u0131n.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\"><strong>3.<\/strong> \u00c7apraz do\u011frulama tahmin hatas\u0131, Cp, BIC, AIC veya d\u00fczeltilmi\u015f <sup>R2&#8217;yi<\/sup> kullanarak M <sub>0<\/sub> \u2026 M <sub>p<\/sub> aras\u0131ndan tek bir en iyi modeli se\u00e7in.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bir <em>p<\/em> \u00f6ng\u00f6r\u00fcc\u00fc de\u011fi\u015fken k\u00fcmesi i\u00e7in 2 <sup>p<\/sup> olas\u0131 modelin bulundu\u011funu unutmay\u0131n.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>En iyi alt k\u00fcmeyi se\u00e7me \u00f6rne\u011fi<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Diyelim ki p = 3 tahmin de\u011fi\u015fkeni ve bir yan\u0131t de\u011fi\u015fkeni olan y&#8217;den olu\u015fan bir veri setimiz var. Bu veri k\u00fcmesiyle en iyi alt k\u00fcme se\u00e7imini ger\u00e7ekle\u015ftirmek i\u00e7in a\u015fa\u011f\u0131daki 2 <sup>p<\/sup> = 2 <sup>3<\/sup> = 8 modele uyaca\u011f\u0131z:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Tahmincilerin olmad\u0131\u011f\u0131 bir model<\/span><\/li>\n<li> <span style=\"color: #000000;\">Tahmini x <sub>1<\/sub> olan bir model<\/span><\/li>\n<li> <span style=\"color: #000000;\">Tahminci x <sub>2&#8217;ye<\/sub> sahip bir model<\/span><\/li>\n<li> <span style=\"color: #000000;\">Tahminci x <sub>3&#8217;e<\/sub> sahip bir model<\/span><\/li>\n<li> <span style=\"color: #000000;\">x <sub>1<\/sub> , x <sub>2<\/sub> tahmincilerine sahip bir model<\/span><\/li>\n<li> <span style=\"color: #000000;\">Tahmincileri olan bir model x <sub>1<\/sub> , x <sub>3<\/sub><\/span><\/li>\n<li> <span style=\"color: #000000;\">x <sub>2<\/sub> , x <sub>3<\/sub> tahmincilerine sahip bir model<\/span><\/li>\n<li> <span style=\"color: #000000;\">Tahmin edicileri x <sub>1<\/sub> , x <sub>2<\/sub> , x <sub>3<\/sub> olan bir model<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Daha sonra <em>k<\/em> tahminciye sahip her model k\u00fcmesinden en y\u00fcksek <sup>R2&#8217;ye<\/sup> sahip modeli se\u00e7erdik. \u00d6rne\u011fin, sonunda \u015funlar\u0131 se\u00e7ebiliriz:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Tahmincilerin olmad\u0131\u011f\u0131 bir model<\/span><\/li>\n<li> <span style=\"color: #000000;\">Tahminci x <sub>2&#8217;ye<\/sub> sahip bir model<\/span><\/li>\n<li> <span style=\"color: #000000;\">x <sub>1<\/sub> , x <sub>2<\/sub> tahmincilerine sahip bir model<\/span><\/li>\n<li> <span style=\"color: #000000;\">Tahmin edicileri x <sub>1<\/sub> , x <sub>2<\/sub> , x <sub>3<\/sub> olan bir model<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Daha sonra <a href=\"https:\/\/statorials.org\/tr\/k-kat-capraz-dogrulama\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u00e7apraz do\u011frulama<\/a> yapacak ve en d\u00fc\u015f\u00fck tahmin hatas\u0131yla (Cp, BIC, AIC veya d\u00fczeltilmi\u015f <sup>R2)<\/sup> sonu\u00e7lanan en iyi modeli se\u00e7ece\u011fiz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00d6rne\u011fin, en d\u00fc\u015f\u00fck \u00e7apraz do\u011frulamal\u0131 tahmin hatas\u0131n\u0131 \u00fcretti\u011fi i\u00e7in a\u015fa\u011f\u0131daki modeli &#8220;en iyi&#8221; model olarak se\u00e7ebiliriz:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">x <sub>1<\/sub> , x <sub>2<\/sub> tahmincilerine sahip bir model<\/span><\/li>\n<\/ul>\n<h3> <span style=\"color: #000000;\"><strong>\u201cEn iyi\u201d modeli se\u00e7me kriterleri<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">En iyi alt k\u00fcmeyi se\u00e7menin son ad\u0131m\u0131, en d\u00fc\u015f\u00fck tahmin hatas\u0131na, en d\u00fc\u015f\u00fck Cp&#8217;ye, en d\u00fc\u015f\u00fck BIC&#8217;ye, en d\u00fc\u015f\u00fck AIC&#8217;ye veya en d\u00fc\u015f\u00fck d\u00fczeltilmi\u015f <sup>R2&#8217;ye<\/sup> sahip modeli se\u00e7mektir. daha y\u00fcksek.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu \u00f6l\u00e7\u00fcmlerin her birini hesaplamak i\u00e7in kullan\u0131lan form\u00fcller \u015funlard\u0131r:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Cp:<\/strong> (RSS+2d\u03c3\u0302) \/ n<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>AIC:<\/strong> (RSS+2d\u03c3\u0302 <sup>2<\/sup> ) \/ (n\u03c3\u0302 <sup>2<\/sup> )<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>BIC:<\/strong> (RSS+log(n)d\u03c3\u0302 <sup>2<\/sup> ) \/ n<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>R <sup>2<\/sup> d\u00fczeltilmi\u015f:<\/strong> 1 \u2013 ( (RSS \/ (nd-1)) \/ (TSS \/ (n-1)) )<\/span><\/p>\n<p> <span style=\"color: #000000;\">Alt\u0131n:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>d:<\/strong> Tahmincilerin say\u0131s\u0131<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>n:<\/strong> Toplam g\u00f6zlemler<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u03c3\u0302 :<\/strong> Bir regresyon modelinde her yan\u0131t \u00f6l\u00e7\u00fcm\u00fcyle ili\u015fkili hata varyans\u0131n\u0131n tahmini<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>RSS:<\/strong> Regresyon modelinden kalan kareler toplam\u0131<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>TSS:<\/strong> Regresyon modelinin karelerinin toplam\u0131<\/span><\/li>\n<\/ul>\n<h3> <span style=\"color: #000000;\"><strong>En \u0130yi Alt K\u00fcme Se\u00e7iminin Avantajlar\u0131 ve Dezavantajlar\u0131<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">En iyi alt k\u00fcmeyi se\u00e7mek <strong>a\u015fa\u011f\u0131daki faydalar\u0131 sa\u011flar:<\/strong><\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Anlamak ve yorumlamak basit bir yakla\u015f\u0131md\u0131r.<\/span><\/li>\n<li> <span style=\"color: #000000;\">Bu, \u00f6ng\u00f6r\u00fcc\u00fc de\u011fi\u015fkenlerin t\u00fcm kombinasyonlar\u0131n\u0131 dikkate ald\u0131\u011f\u0131m\u0131z i\u00e7in m\u00fcmk\u00fcn olan en iyi modeli belirlememize olanak tan\u0131r.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Ancak bu y\u00f6ntemin <strong>a\u015fa\u011f\u0131daki dezavantajlar\u0131 vard\u0131r:<\/strong><\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Bu, hesaplama a\u00e7\u0131s\u0131ndan yo\u011fun olabilir. Bir <em>p<\/em> \u00f6ng\u00f6r\u00fcc\u00fc de\u011fi\u015fken seti i\u00e7in 2 <sup>p<\/sup> olas\u0131 model vard\u0131r. \u00d6rne\u011fin, 10 \u00f6ng\u00f6r\u00fcc\u00fc de\u011fi\u015fkenle, dikkate al\u0131nmas\u0131 gereken 2 <sup>10<\/sup> = 1000 olas\u0131 model vard\u0131r.<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u00c7ok fazla say\u0131da modeli dikkate ald\u0131\u011f\u0131ndan, e\u011fitim verileri \u00fczerinde iyi performans g\u00f6steren ancak gelecekteki veriler \u00fczerinde iyi performans g\u00f6stermeyen bir modeli potansiyel olarak bulabilir.<\/span> Bu, <a href=\"https:\/\/statorials.org\/tr\/makine-ogrenimi-asiri-uyumu\/\" target=\"_blank\" rel=\"noopener noreferrer\">a\u015f\u0131r\u0131 uyum sa\u011flamaya<\/a> <span style=\"color: #000000;\">yol a\u00e7abilir<\/span> <span style=\"color: #000000;\">.<\/span><\/li>\n<\/ul>\n<h3> <strong><span style=\"color: #000000;\">\u00c7\u00f6z\u00fcm<\/span><\/strong><\/h3>\n<p> <span style=\"color: #000000;\">En iyi alt k\u00fcmeyi se\u00e7menin uygulanmas\u0131 ve anla\u015f\u0131lmas\u0131 basit olsa da, \u00e7ok say\u0131da tahminci i\u00e7eren bir veri k\u00fcmesiyle \u00e7al\u0131\u015f\u0131yorsan\u0131z bu pratik olmayabilir ve potansiyel olarak fazla uyum sa\u011flamaya yol a\u00e7abilir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu y\u00f6ntemin bir alternatifi, hesaplama a\u00e7\u0131s\u0131ndan daha verimli olan<a href=\"https:\/\/statorials.org\/tr\/asamalara-gore-secim\/\" target=\"_blank\" rel=\"noopener noreferrer\">ad\u0131m ad\u0131m se\u00e7im<\/a> olarak bilinir.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Makine \u00f6\u011freniminde genellikle bir dizi \u00f6ng\u00f6r\u00fcc\u00fc de\u011fi\u015fken ve bir yan\u0131t de\u011fi\u015fkeni kullanarak modeller olu\u015fturmak isteriz. Amac\u0131m\u0131z, yan\u0131t de\u011fi\u015fkeninin de\u011ferini tahmin etmek i\u00e7in yorday\u0131c\u0131 de\u011fi\u015fkenleri etkili bir \u015fekilde kullanabilecek bir model olu\u015fturmakt\u0131r. Bir dizi p toplam tahmin de\u011fi\u015fkeni g\u00f6z \u00f6n\u00fcne al\u0131nd\u0131\u011f\u0131nda, potansiyel olarak olu\u015fturabilece\u011fimiz bir\u00e7ok model vard\u0131r. En iyi modeli se\u00e7mek i\u00e7in kullanabilece\u011fimiz y\u00f6ntemlerden biri en [&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-1181","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>Makine \u00f6\u011freniminde en iyi alt k\u00fcme se\u00e7imi (a\u00e7\u0131klama ve \u00f6rnekler)<\/title>\n<meta name=\"description\" content=\"Bu e\u011fitim, makine \u00f6\u011frenimi alan\u0131ndaki en iyi alt k\u00fcme se\u00e7iminin a\u00e7\u0131klamas\u0131n\u0131 sa\u011flar.\" \/>\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\/alt-kumelerin-en-iyi-secimi\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Makine \u00f6\u011freniminde en iyi alt k\u00fcme se\u00e7imi (a\u00e7\u0131klama ve \u00f6rnekler)\" \/>\n<meta property=\"og:description\" content=\"Bu e\u011fitim, makine \u00f6\u011frenimi alan\u0131ndaki en iyi alt k\u00fcme se\u00e7iminin a\u00e7\u0131klamas\u0131n\u0131 sa\u011flar.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/tr\/alt-kumelerin-en-iyi-secimi\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-27T09:25:17+00:00\" \/>\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=\"4 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/tr\/alt-kumelerin-en-iyi-secimi\/\",\"url\":\"https:\/\/statorials.org\/tr\/alt-kumelerin-en-iyi-secimi\/\",\"name\":\"Makine \u00f6\u011freniminde en iyi alt k\u00fcme se\u00e7imi (a\u00e7\u0131klama ve \u00f6rnekler)\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/tr\/#website\"},\"datePublished\":\"2023-07-27T09:25:17+00:00\",\"dateModified\":\"2023-07-27T09:25:17+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/tr\/#\/schema\/person\/365dc158a39a7c8ae256355451e3de48\"},\"description\":\"Bu e\u011fitim, makine \u00f6\u011frenimi alan\u0131ndaki en iyi alt k\u00fcme se\u00e7iminin a\u00e7\u0131klamas\u0131n\u0131 sa\u011flar.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/tr\/alt-kumelerin-en-iyi-secimi\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/tr\/alt-kumelerin-en-iyi-secimi\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/tr\/alt-kumelerin-en-iyi-secimi\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Ev\",\"item\":\"https:\/\/statorials.org\/tr\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Makine \u00f6\u011freniminde en iyi alt k\u00fcme se\u00e7imi (a\u00e7\u0131klama ve \u00f6rnekler)\"}]},{\"@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. Daha fazlas\u0131n\u0131 bil\",\"sameAs\":[\"https:\/\/statorials.org\/tr\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Makine \u00f6\u011freniminde en iyi alt k\u00fcme se\u00e7imi (a\u00e7\u0131klama ve \u00f6rnekler)","description":"Bu e\u011fitim, makine \u00f6\u011frenimi alan\u0131ndaki en iyi alt k\u00fcme se\u00e7iminin a\u00e7\u0131klamas\u0131n\u0131 sa\u011flar.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/statorials.org\/tr\/alt-kumelerin-en-iyi-secimi\/","og_locale":"tr_TR","og_type":"article","og_title":"Makine \u00f6\u011freniminde en iyi alt k\u00fcme se\u00e7imi (a\u00e7\u0131klama ve \u00f6rnekler)","og_description":"Bu e\u011fitim, makine \u00f6\u011frenimi alan\u0131ndaki en iyi alt k\u00fcme se\u00e7iminin a\u00e7\u0131klamas\u0131n\u0131 sa\u011flar.","og_url":"https:\/\/statorials.org\/tr\/alt-kumelerin-en-iyi-secimi\/","og_site_name":"Statorials","article_published_time":"2023-07-27T09:25:17+00:00","author":"Dr.benjamin anderson","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Dr.benjamin anderson","Tahmini okuma s\u00fcresi":"4 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/statorials.org\/tr\/alt-kumelerin-en-iyi-secimi\/","url":"https:\/\/statorials.org\/tr\/alt-kumelerin-en-iyi-secimi\/","name":"Makine \u00f6\u011freniminde en iyi alt k\u00fcme se\u00e7imi (a\u00e7\u0131klama ve \u00f6rnekler)","isPartOf":{"@id":"https:\/\/statorials.org\/tr\/#website"},"datePublished":"2023-07-27T09:25:17+00:00","dateModified":"2023-07-27T09:25:17+00:00","author":{"@id":"https:\/\/statorials.org\/tr\/#\/schema\/person\/365dc158a39a7c8ae256355451e3de48"},"description":"Bu e\u011fitim, makine \u00f6\u011frenimi alan\u0131ndaki en iyi alt k\u00fcme se\u00e7iminin a\u00e7\u0131klamas\u0131n\u0131 sa\u011flar.","breadcrumb":{"@id":"https:\/\/statorials.org\/tr\/alt-kumelerin-en-iyi-secimi\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/tr\/alt-kumelerin-en-iyi-secimi\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/tr\/alt-kumelerin-en-iyi-secimi\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Ev","item":"https:\/\/statorials.org\/tr\/"},{"@type":"ListItem","position":2,"name":"Makine \u00f6\u011freniminde en iyi alt k\u00fcme se\u00e7imi (a\u00e7\u0131klama ve \u00f6rnekler)"}]},{"@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. Daha fazlas\u0131n\u0131 bil","sameAs":["https:\/\/statorials.org\/tr"]}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"_links":{"self":[{"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/posts\/1181","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/comments?post=1181"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/posts\/1181\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/media?parent=1181"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/categories?post=1181"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/tags?post=1181"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}