{"id":1285,"date":"2026-09-25T12:36:08","date_gmt":"2026-09-25T09:36:08","guid":{"rendered":"https:\/\/www.verigom.com\/blog\/?p=1285"},"modified":"2026-09-25T12:38:02","modified_gmt":"2026-09-25T09:38:02","slug":"tf-idf-nedir","status":"publish","type":"post","link":"https:\/\/www.verigom.com\/blog\/tf-idf-nedir\/","title":{"rendered":"TF IDF Nedir? SEO\u2019da TF-IDF Nas\u0131l Kullan\u0131l\u0131r?"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">TF-IDF <\/span><b>(Term Frequency\u2013Inverse Document Frequency)<\/b><span style=\"font-weight: 400;\"> bir kelimenin belirli bir dok\u00fcman i\u00e7erisindeki \u00f6nemini de\u011ferlendirmek i\u00e7in kullan\u0131lan istatistiksel bir y\u00f6ntemdir. Temel olarak bir kelimenin dok\u00fcmanda ne s\u0131kl\u0131kta ge\u00e7ti\u011fini ve ayn\u0131 kelimenin <\/span><span style=\"color: #0000ff;\"><b>di\u011fer dok\u00fcmanlarda ne kadar yayg\u0131n oldu\u011funu<\/b><\/span><span style=\"font-weight: 400;\"> birlikte de\u011ferlendirir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">TF-IDF, SEO alan\u0131na ek olarak bilgi eri\u015fimi, metin analizi, dok\u00fcman s\u0131n\u0131fland\u0131rma ve do\u011fal dil i\u015fleme gibi farkl\u0131 alanlarda da kullan\u0131labilir. SEO \u00e7al\u0131\u015fmalar\u0131nda ise bir konuyla ili\u015fkili terimleri ve rakip i\u00e7eriklerdeki kelime kullan\u0131m\u0131n\u0131 analiz etmek amac\u0131yla \u00e7e\u015fitli ara\u00e7larda TF-IDF tabanl\u0131 yakla\u015f\u0131mlarla kar\u015f\u0131la\u015f\u0131labilir.<\/span><\/p>\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_88 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0130\u00e7indekiler<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u0130\u00e7indekiler Tablosunu A\u00e7\/Kapat\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.verigom.com\/blog\/tf-idf-nedir\/#TF_IDF_Nasil_Calisir\" >TF IDF Nas\u0131l \u00c7al\u0131\u015f\u0131r?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.verigom.com\/blog\/tf-idf-nedir\/#TF_IDF_Nasil_Hesaplanir\" >TF IDF Nas\u0131l Hesaplan\u0131r?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.verigom.com\/blog\/tf-idf-nedir\/#TF_IDF_SEOda_Ne_Ise_Yarar\" >TF IDF SEO\u2019da Ne \u0130\u015fe Yarar?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.verigom.com\/blog\/tf-idf-nedir\/#Analizi_Nasil_Yapilir\" >Analizi Nas\u0131l Yap\u0131l\u0131r?<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.verigom.com\/blog\/tf-idf-nedir\/#TF_IDF_ile_Anahtar_Kelime_Yogunlugu_Ayni_Sey_mi\" >TF IDF ile Anahtar Kelime Yo\u011funlu\u011fu Ayn\u0131 \u015eey mi?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.verigom.com\/blog\/tf-idf-nedir\/#TF_IDF_Kullanirken_Nelere_Dikkat_Edilmeli\" >TF IDF Kullan\u0131rken Nelere Dikkat Edilmeli?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.verigom.com\/blog\/tf-idf-nedir\/#SEO_Icin_Hala_Onemli_mi\" >SEO \u0130\u00e7in Hala \u00d6nemli mi?<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.verigom.com\/blog\/tf-idf-nedir\/#Sikca_Sorulan_Sorular\" >S\u0131k\u00e7a Sorulan Sorular<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.verigom.com\/blog\/tf-idf-nedir\/#TF_IDF_Skoru_Nedir\" >TF IDF Skoru Nedir?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.verigom.com\/blog\/tf-idf-nedir\/#TF_IDF_Anahtar_Kelime_Bulmak_Icin_Kullanilir_mi\" >TF IDF Anahtar Kelime Bulmak \u0130\u00e7in Kullan\u0131l\u0131r m\u0131?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.verigom.com\/blog\/tf-idf-nedir\/#TF_IDF_Degeri_Kac_Olmali\" >TF IDF De\u011feri Ka\u00e7 Olmal\u0131?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.verigom.com\/blog\/tf-idf-nedir\/#TF_IDF_Siralamayi_Yukseltir_mi\" >TF IDF S\u0131ralamay\u0131 Y\u00fckseltir mi?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.verigom.com\/blog\/tf-idf-nedir\/#TF_IDF_Acilimi_Nedir\" >TF IDF A\u00e7\u0131l\u0131m\u0131 Nedir?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"TF_IDF_Nasil_Calisir\"><\/span><span style=\"font-weight: 400;\">TF IDF Nas\u0131l \u00c7al\u0131\u015f\u0131r?<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">TF-IDF iki temel bile\u015fenden olu\u015fur: <\/span><b>TF (Term Frequency)<\/b><span style=\"font-weight: 400;\"> ve <\/span><b>IDF (Inverse Document Frequency)<\/b><span style=\"font-weight: 400;\">.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">TF, belirli bir kelimenin incelenen dok\u00fcmanda ne s\u0131kl\u0131kta kullan\u0131ld\u0131\u011f\u0131n\u0131 ifade eder. IDF ise ayn\u0131 kelimenin kar\u015f\u0131la\u015ft\u0131r\u0131lan dok\u00fcmanlar\u0131n genelinde ne kadar yayg\u0131n oldu\u011funu dikkate al\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bir kelime tek bir dok\u00fcmanda s\u0131k kullan\u0131l\u0131yor ancak kar\u015f\u0131la\u015ft\u0131r\u0131lan di\u011fer dok\u00fcmanlarda daha az bulunuyorsa TF-IDF de\u011feri y\u00fckselebilir. Hemen hemen b\u00fct\u00fcn dok\u00fcmanlarda \u00e7ok s\u0131k kullan\u0131lan genel kelimelerin ay\u0131rt edicili\u011fi ise daha d\u00fc\u015f\u00fck olabilir.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"TF_IDF_Nasil_Hesaplanir\"><\/span><span style=\"font-weight: 400;\">TF IDF Nas\u0131l Hesaplan\u0131r?<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">TF-IDF hesaplamas\u0131nda \u00f6nce kelimenin <\/span><span style=\"color: #0000ff;\"><b>dok\u00fcmandaki kullan\u0131m s\u0131kl\u0131\u011f\u0131<\/b><\/span><span style=\"font-weight: 400;\"> belirlenir. Ard\u0131ndan kelimenin incelenen dok\u00fcman koleksiyonunda ne kadar yayg\u0131n oldu\u011fu hesaplan\u0131r. Basitle\u015ftirilmi\u015f \u015fekilde;<\/span><\/p>\n<p><b>TF-IDF = TF \u00d7 IDF<\/b><\/p>\n<p><span style=\"font-weight: 400;\">olarak ifade edilebilir. \u00d6rnek olarak \u201c<\/span><span style=\"color: #ff6600;\"><a style=\"color: #ff6600;\" href=\"https:\/\/www.verigom.com\/hosting\/\"><b>hosting<\/b><\/a><\/span><span style=\"font-weight: 400;\">\u201d kelimesinin belirli bir i\u00e7erikte ne kadar \u00f6nemli oldu\u011fu de\u011ferlendirilirken yaln\u0131zca i\u00e7erikte ka\u00e7 defa kullan\u0131ld\u0131\u011f\u0131na bak\u0131lmaz. Kar\u015f\u0131la\u015ft\u0131r\u0131lan di\u011fer dok\u00fcmanlarda kelimenin ne kadar yayg\u0131n oldu\u011fu da hesaplamaya dahil edilir.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"TF_IDF_SEOda_Ne_Ise_Yarar\"><\/span><span style=\"font-weight: 400;\">TF IDF SEO\u2019da Ne \u0130\u015fe Yarar?<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">SEO \u00e7al\u0131\u015fmalar\u0131nda TF-IDF analizi, belirli bir konuyu ele alan dok\u00fcmanlardaki kelime ve terim da\u011f\u0131l\u0131m\u0131n\u0131 incelemek amac\u0131yla kullan\u0131labilir. \u00d6zellikle ayn\u0131 sorgu i\u00e7in s\u0131ralanan sayfalarda ortak kullan\u0131lan konu terimlerini ke\u015ffetmeye yard\u0131mc\u0131 olabilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bir hosting hakk\u0131nda kapsaml\u0131 bir i\u00e7erik haz\u0131rlan\u0131rken yaln\u0131zca ana anahtar kelimeye odaklanmak yerine <\/span><span style=\"color: #ff6600;\"><a style=\"color: #ff6600;\" href=\"https:\/\/www.verigom.com\/sunucu\/\"><b>sunucu<\/b><\/a><\/span><span style=\"font-weight: 400;\">, depolama, bant geni\u015fli\u011fi, SSL, web sitesi ve trafik gibi konuyla ili\u015fkili kavramlar\u0131n da ele al\u0131nmas\u0131 gerekebilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">TF-IDF analizi bu a\u00e7\u0131dan \u015fu ama\u00e7larla kullan\u0131labilir:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Konuyla ili\u015fkili terimleri ke\u015ffetmek<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Rakip i\u00e7eriklerin kelime kullan\u0131m\u0131n\u0131 incelemek<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0130\u00e7erikte eksik kalm\u0131\u015f alt konular\u0131 fark etmek<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u00c7ok s\u0131k kullan\u0131lan kelimeleri tespit etmek<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0130\u00e7eri\u011fin konu kapsam\u0131n\u0131 geli\u015ftirmek<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Ancak TF-IDF sonu\u00e7lar\u0131n\u0131 do\u011frudan bir \u201canahtar kelimeyi \u015fu kadar kullanmal\u0131y\u0131m\u201d talimat\u0131 olarak de\u011ferlendirmek do\u011fru de\u011fildir.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Analizi_Nasil_Yapilir\"><\/span><span style=\"font-weight: 400;\">Analizi Nas\u0131l Yap\u0131l\u0131r?<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">TF-IDF analizi manuel olarak hesaplanabilece\u011fi gibi SEO ve i\u00e7erik analiz ara\u00e7lar\u0131ndan yararlan\u0131larak da ger\u00e7ekle\u015ftirilebilir. Analiz yap\u0131l\u0131rken \u00f6ncelikle hedef sorgu ve kar\u015f\u0131la\u015ft\u0131r\u0131lacak dok\u00fcman k\u00fcmesi belirlenir. Daha sonras\u0131nda ise s\u00fcre\u00e7 \u015fu \u015fekilde ilerle;<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Hedef anahtar kelime belirlenir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Konuyla ilgili dok\u00fcmanlar analiz i\u00e7in se\u00e7ilir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Dok\u00fcmanlardaki kelime ve terimler \u00e7\u0131kar\u0131l\u0131r.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Kelimelerin TF ve IDF de\u011ferleri hesaplan\u0131r.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Konuyla ili\u015fkili terimler incelenir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0130\u00e7erikte eksik kalan konular belirlenir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Gerekli g\u00f6r\u00fclen b\u00f6l\u00fcmler do\u011fal bi\u00e7imde geli\u015ftirilir.<\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Mesela <\/span><span style=\"color: #ff6600;\"><a style=\"color: #ff6600;\" href=\"https:\/\/www.verigom.com\/domain-sorgulama\/\"><b>domain sorgulama<\/b><\/a><\/span><span style=\"font-weight: 400;\"> \u00fczerine haz\u0131rlanan bir i\u00e7erikte alan ad\u0131, domain uzant\u0131s\u0131, kay\u0131t durumu, tescil ve WHOIS gibi ili\u015fkili kavramlar\u0131n bulunmas\u0131 konunun kapsaml\u0131 ele al\u0131nmas\u0131na yard\u0131mc\u0131 olabilir.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ancak bu terimlerin yaln\u0131zca analiz arac\u0131nda \u00f6nerildi\u011fi i\u00e7in metne eklenmesi yerine ger\u00e7ekten kullan\u0131c\u0131ya bilgi sa\u011flamas\u0131 gerekir.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1287\" src=\"https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/tf-idf-analizi.webp\" alt=\"TF IDF Analizi\" width=\"681\" height=\"454\" srcset=\"https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/tf-idf-analizi.webp 1536w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/tf-idf-analizi-300x200.webp 300w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/tf-idf-analizi-1024x683.webp 1024w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/tf-idf-analizi-768x512.webp 768w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/tf-idf-analizi-414x276.webp 414w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/tf-idf-analizi-470x313.webp 470w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/tf-idf-analizi-640x426.webp 640w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/tf-idf-analizi-130x86.webp 130w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/tf-idf-analizi-187x124.webp 187w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/tf-idf-analizi-990x660.webp 990w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/tf-idf-analizi-1320x880.webp 1320w\" sizes=\"auto, (max-width: 681px) 100vw, 681px\" \/><\/p>\n<h2><span class=\"ez-toc-section\" id=\"TF_IDF_ile_Anahtar_Kelime_Yogunlugu_Ayni_Sey_mi\"><\/span><span style=\"font-weight: 400;\">TF IDF ile Anahtar Kelime Yo\u011funlu\u011fu Ayn\u0131 \u015eey mi?<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">TF-IDF ile anahtar kelime yo\u011funlu\u011fu <\/span><span style=\"color: #0000ff;\"><b>ayn\u0131 kavram de\u011fildir.<\/b><\/span><span style=\"font-weight: 400;\"> Anahtar kelime yo\u011funlu\u011fu, belirli bir kelimenin i\u00e7erikte toplam kelime say\u0131s\u0131na oranla ne kadar kullan\u0131ld\u0131\u011f\u0131na odaklan\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">TF-IDF ise kelimenin incelenen dok\u00fcmandaki kullan\u0131m\u0131n\u0131n yan\u0131 s\u0131ra di\u011fer dok\u00fcmanlardaki yayg\u0131nl\u0131\u011f\u0131n\u0131 da hesaba katar. Bu nedenle bir kelimenin i\u00e7erikte \u00e7ok s\u0131k ge\u00e7mesi tek ba\u015f\u0131na y\u00fcksek TFIDF de\u011ferine sahip olaca\u011f\u0131 anlam\u0131na gelmez.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"TF_IDF_Kullanirken_Nelere_Dikkat_Edilmeli\"><\/span><span style=\"font-weight: 400;\">TF IDF Kullan\u0131rken Nelere Dikkat Edilmeli?<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">TF-IDF analizi i\u00e7erik haz\u0131rlarken yard\u0131mc\u0131 bir veri kayna\u011f\u0131 olarak de\u011ferlendirilebilir ancak i\u00e7erik stratejisinin tamam\u0131n\u0131 belirlememelidir. Kullan\u0131c\u0131n\u0131n arama niyeti ve konunun ger\u00e7ekten gerektirdi\u011fi bilgiler her zaman \u00f6ncelikli olmal\u0131d\u0131r. \u00d6zellikle \u015fu noktalara dikkat edilmelidir;<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u00d6nerilen her kelime i\u00e7eri\u011fe zorla eklenmemelidir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Kelime tekrar\u0131n\u0131 art\u0131rmak amac\u0131yla kullan\u0131lmamal\u0131d\u0131r.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Rakip sayfalardaki terimler do\u011frudan kopyalanmamal\u0131d\u0131r.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Terimler yaln\u0131zca konuyla ger\u00e7ekten ili\u015fkiliyse kullan\u0131lmal\u0131d\u0131r.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0130\u00e7eri\u011fin okunabilirli\u011fi kelime kullan\u0131m\u0131na feda edilmemelidir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Analiz sonu\u00e7lar\u0131 konu kapsam\u0131n\u0131 geli\u015ftirmek amac\u0131yla de\u011ferlendirilmelidir.<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"SEO_Icin_Hala_Onemli_mi\"><\/span><span style=\"font-weight: 400;\">SEO \u0130\u00e7in Hala \u00d6nemli mi?<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">TF-IDF, metinleri ve dok\u00fcmanlar aras\u0131ndaki terim da\u011f\u0131l\u0131m\u0131n\u0131 analiz etmek i\u00e7in kullan\u0131labilecek y\u00f6ntemlerden biridir. Ancak modern arama motorlar\u0131n\u0131n i\u00e7erikleri nas\u0131l de\u011ferlendirdi\u011fini yaln\u0131zca bu y\u00f6ntem ile a\u00e7\u0131klamak m\u00fcmk\u00fcn de\u011fildir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu nedenle SEO \u00e7al\u0131\u015fmalar\u0131nda TF-IDF de\u011ferini y\u00fckseltmeyi ba\u015fl\u0131 ba\u015f\u0131na bir s\u0131ralama stratejisi haline getirmek yerine arama niyetini kar\u015f\u0131layan, konuyu yeterli kapsamda ele alan ve kullan\u0131c\u0131ya do\u011frudan fayda sa\u011flayan i\u00e7erikler haz\u0131rlamak daha sa\u011fl\u0131kl\u0131 bir yakla\u015f\u0131md\u0131r.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Sikca_Sorulan_Sorular\"><\/span><span style=\"font-weight: 400;\">S\u0131k\u00e7a Sorulan Sorular<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<style>#sp-ea-1286 .spcollapsing { height: 0; overflow: hidden; transition-property: height;transition-duration: 300ms;}#sp-ea-1286.sp-easy-accordion>.sp-ea-single {margin-bottom: 10px; border: 1px solid #e2e2e2; }#sp-ea-1286.sp-easy-accordion>.sp-ea-single>.ea-header a {color: #444;}#sp-ea-1286.sp-easy-accordion>.sp-ea-single>.sp-collapse>.ea-body {background: #fff; color: #444;}#sp-ea-1286.sp-easy-accordion>.sp-ea-single {background: #eee;}#sp-ea-1286.sp-easy-accordion>.sp-ea-single>.ea-header a .ea-expand-icon { float: left; color: #444;font-size: 16px;}<\/style><div id=\"sp_easy_accordion-1790328650\"><div id=\"sp-ea-1286\" class=\"sp-ea-one sp-easy-accordion\" data-ea-active=\"ea-click\" data-ea-mode=\"vertical\" data-preloader=\"\" data-scroll-active-item=\"\" data-offset-to-scroll=\"0\"><div class=\"ea-card ea-expand sp-ea-single\"><h3 class=\"ea-header\"><span class=\"ez-toc-section\" id=\"TF_IDF_Skoru_Nedir\"><\/span><a class=\"collapsed\" id=\"ea-header-12860\" role=\"button\" data-sptoggle=\"spcollapse\" data-sptarget=\"#collapse12860\" aria-controls=\"collapse12860\" href=\"#\" aria-expanded=\"true\" tabindex=\"0\"><i aria-hidden=\"true\" role=\"presentation\" class=\"ea-expand-icon eap-icon-ea-expand-minus\"><\/i> TF IDF Skoru Nedir?<\/a><span class=\"ez-toc-section-end\"><\/span><\/h3><div class=\"sp-collapse spcollapse collapsed show\" id=\"collapse12860\" data-parent=\"#sp-ea-1286\" role=\"region\" aria-labelledby=\"ea-header-12860\"> <div class=\"ea-body\"><p><span style=\"font-weight: 400\">TF-IDF skoru bir terimin belirli bir dok\u00fcman a\u00e7\u0131s\u0131ndan ne \u00f6l\u00e7\u00fcde ay\u0131rt edici oldu\u011funu g\u00f6steren say\u0131sal de\u011ferdir. Hesaplama y\u00f6ntemi kullan\u0131lan form\u00fcle ve incelenen dok\u00fcman k\u00fcmesine g\u00f6re farkl\u0131l\u0131k g\u00f6sterebilir.<\/span><\/p><\/div><\/div><\/div><div class=\"ea-card sp-ea-single\"><h3 class=\"ea-header\"><span class=\"ez-toc-section\" id=\"TF_IDF_Anahtar_Kelime_Bulmak_Icin_Kullanilir_mi\"><\/span><a class=\"collapsed\" id=\"ea-header-12861\" role=\"button\" data-sptoggle=\"spcollapse\" data-sptarget=\"#collapse12861\" aria-controls=\"collapse12861\" href=\"#\" aria-expanded=\"false\" tabindex=\"0\"><i aria-hidden=\"true\" role=\"presentation\" class=\"ea-expand-icon eap-icon-ea-expand-plus\"><\/i> TF IDF Anahtar Kelime Bulmak \u0130\u00e7in Kullan\u0131l\u0131r m\u0131?<\/a><span class=\"ez-toc-section-end\"><\/span><\/h3><div class=\"sp-collapse spcollapse \" id=\"collapse12861\" data-parent=\"#sp-ea-1286\" role=\"region\" aria-labelledby=\"ea-header-12861\"> <div class=\"ea-body\"><p><span style=\"font-weight: 400\">TF-IDF analizi belirli bir konu etraf\u0131nda s\u0131k kullan\u0131lan ve ay\u0131rt edici olabilecek terimleri ke\u015ffetmeye yard\u0131mc\u0131 olabilir. Ancak bulunan her terimin SEO anahtar kelimesi olarak hedeflenmesi gerekmez.<\/span><\/p><\/div><\/div><\/div><div class=\"ea-card sp-ea-single\"><h3 class=\"ea-header\"><span class=\"ez-toc-section\" id=\"TF_IDF_Degeri_Kac_Olmali\"><\/span><a class=\"collapsed\" id=\"ea-header-12862\" role=\"button\" data-sptoggle=\"spcollapse\" data-sptarget=\"#collapse12862\" aria-controls=\"collapse12862\" href=\"#\" aria-expanded=\"false\" tabindex=\"0\"><i aria-hidden=\"true\" role=\"presentation\" class=\"ea-expand-icon eap-icon-ea-expand-plus\"><\/i> TF IDF De\u011feri Ka\u00e7 Olmal\u0131?<\/a><span class=\"ez-toc-section-end\"><\/span><\/h3><div class=\"sp-collapse spcollapse \" id=\"collapse12862\" data-parent=\"#sp-ea-1286\" role=\"region\" aria-labelledby=\"ea-header-12862\"> <div class=\"ea-body\"><p><span style=\"font-weight: 400\">SEO a\u00e7\u0131s\u0131ndan b\u00fct\u00fcn i\u00e7erikler i\u00e7in ge\u00e7erli ideal bir TF-IDF de\u011feri bulunmaz. De\u011fer, incelenen kelimeye, dok\u00fcmana ve kar\u015f\u0131la\u015ft\u0131rma yap\u0131lan dok\u00fcman k\u00fcmesine g\u00f6re de\u011fi\u015fir.<\/span><\/p><\/div><\/div><\/div><div class=\"ea-card sp-ea-single\"><h3 class=\"ea-header\"><span class=\"ez-toc-section\" id=\"TF_IDF_Siralamayi_Yukseltir_mi\"><\/span><a class=\"collapsed\" id=\"ea-header-12863\" role=\"button\" data-sptoggle=\"spcollapse\" data-sptarget=\"#collapse12863\" aria-controls=\"collapse12863\" href=\"#\" aria-expanded=\"false\" tabindex=\"0\"><i aria-hidden=\"true\" role=\"presentation\" class=\"ea-expand-icon eap-icon-ea-expand-plus\"><\/i> TF IDF S\u0131ralamay\u0131 Y\u00fckseltir mi?<\/a><span class=\"ez-toc-section-end\"><\/span><\/h3><div class=\"sp-collapse spcollapse \" id=\"collapse12863\" data-parent=\"#sp-ea-1286\" role=\"region\" aria-labelledby=\"ea-header-12863\"> <div class=\"ea-body\"><p><span style=\"font-weight: 400\">TF-IDF kullan\u0131m\u0131n\u0131n tek ba\u015f\u0131na y\u00fcksek Google s\u0131ralamas\u0131 sa\u011flayaca\u011f\u0131 s\u00f6ylenemez. Analiz, i\u00e7eri\u011fin konu kapsam\u0131n\u0131 de\u011ferlendirmeye yard\u0131mc\u0131 olabilir ancak arama niyeti, i\u00e7erik kalitesi, teknik SEO ve di\u011fer bir\u00e7ok unsur da organik g\u00f6r\u00fcn\u00fcrl\u00fc\u011f\u00fc etkiler.<\/span><\/p><\/div><\/div><\/div><div class=\"ea-card sp-ea-single\"><h3 class=\"ea-header\"><span class=\"ez-toc-section\" id=\"TF_IDF_Acilimi_Nedir\"><\/span><a class=\"collapsed\" id=\"ea-header-12864\" role=\"button\" data-sptoggle=\"spcollapse\" data-sptarget=\"#collapse12864\" aria-controls=\"collapse12864\" href=\"#\" aria-expanded=\"false\" tabindex=\"0\"><i aria-hidden=\"true\" role=\"presentation\" class=\"ea-expand-icon eap-icon-ea-expand-plus\"><\/i> TF IDF A\u00e7\u0131l\u0131m\u0131 Nedir?<\/a><span class=\"ez-toc-section-end\"><\/span><\/h3><div class=\"sp-collapse spcollapse \" id=\"collapse12864\" data-parent=\"#sp-ea-1286\" role=\"region\" aria-labelledby=\"ea-header-12864\"> <div class=\"ea-body\"><p><span style=\"font-weight: 400\">TF-IDF, <\/span><b>Term Frequency\u2013Inverse Document Frequency<\/b><span style=\"font-weight: 400\"> ifadesinin k\u0131saltmas\u0131d\u0131r. Bir terimin belirli bir dok\u00fcman i\u00e7erisindeki \u00f6nemini, dok\u00fcman koleksiyonundaki yayg\u0131nl\u0131\u011f\u0131yla birlikte de\u011ferlendiren istatistiksel bir y\u00f6ntemdir.<\/span><\/p><\/div><\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>TF-IDF (Term Frequency\u2013Inverse Document Frequency) bir kelimenin belirli bir dok\u00fcman i\u00e7erisindeki \u00f6nemini de\u011ferlendirmek i\u00e7in kullan\u0131lan istatistiksel bir y\u00f6ntemdir. Temel olarak bir kelimenin dok\u00fcmanda ne s\u0131kl\u0131kta ge\u00e7ti\u011fini ve ayn\u0131 kelimenin di\u011fer dok\u00fcmanlarda ne kadar yayg\u0131n oldu\u011funu birlikte de\u011ferlendirir. TF-IDF, SEO alan\u0131na ek olarak bilgi eri\u015fimi, metin analizi, dok\u00fcman s\u0131n\u0131fland\u0131rma ve do\u011fal dil i\u015fleme gibi farkl\u0131 alanlarda [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":1288,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[8,9],"tags":[],"class_list":["post-1285","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dijital-pazarlama","category-teknoloji"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>TF IDF Nedir? SEO\u2019da TF-IDF Nas\u0131l Kullan\u0131l\u0131r?<\/title>\n<meta name=\"description\" content=\"TF IDF nedir, nas\u0131l hesaplan\u0131r ve SEO\u2019da nas\u0131l kullan\u0131l\u0131r? 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TF-IDF analiziyle i\u00e7eriklerdeki \u00f6nemli terimleri belirleme y\u00f6ntemlerini \u00f6\u011frenin!\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.verigom.com\/blog\/tf-idf-nedir\/\" \/>\n<meta property=\"og:site_name\" content=\"Domain, Hosting Ve Teknoloji Blogu - Verigom\" \/>\n<meta property=\"article:published_time\" content=\"2026-09-25T09:36:08+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-09-25T09:38:02+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/tf-idf.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1536\" \/>\n\t<meta property=\"og:image:height\" content=\"1024\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"Kamil Yusuf\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Kamil Yusuf\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.verigom.com\\\/blog\\\/tf-idf-nedir\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.verigom.com\\\/blog\\\/tf-idf-nedir\\\/\"},\"author\":{\"name\":\"Kamil Yusuf\",\"@id\":\"https:\\\/\\\/www.verigom.com\\\/blog\\\/#\\\/schema\\\/person\\\/2a95692fd2165b1b87493f900de59f87\"},\"headline\":\"TF IDF Nedir? 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