{"id":1262,"date":"2026-09-21T16:11:21","date_gmt":"2026-09-21T13:11:21","guid":{"rendered":"https:\/\/www.verigom.com\/blog\/?p=1262"},"modified":"2026-09-21T16:11:21","modified_gmt":"2026-09-21T13:11:21","slug":"veri-madenciligi-nedir","status":"publish","type":"post","link":"https:\/\/www.verigom.com\/blog\/veri-madenciligi-nedir\/","title":{"rendered":"Veri Madencili\u011fi Nedir?"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Veri madencili\u011fi, b\u00fcy\u00fck miktardaki veri i\u00e7erisinde bulunan anlaml\u0131 ili\u015fkileri, \u00f6r\u00fcnt\u00fcleri ve e\u011filimleri ortaya \u00e7\u0131karmak amac\u0131yla kullan\u0131lan analiz s\u00fcrecidir. Ham verilerin tek ba\u015f\u0131na g\u00f6r\u00fclmesi zor olan ba\u011flant\u0131lar\u0131 \u00e7e\u015fitli istatistiksel y\u00f6ntemler, algoritmalar ve makine \u00f6\u011frenmesi teknikleri kullan\u0131larak belirlenebilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">G\u00fcn\u00fcm\u00fczde web sitelerinden e-ticaret platformlar\u0131na, finans kurulu\u015flar\u0131ndan \u00fcretim sistemlerine kadar \u00e7ok say\u0131da kaynak s\u00fcrekli veri \u00fcretir. Verilerin saklanmas\u0131 ve i\u015flenmesi i\u00e7in kullan\u0131lan <\/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;\"> ve sunucu altyap\u0131lar\u0131n\u0131n geli\u015fmesi de i\u015fletmelerin daha b\u00fcy\u00fck veri k\u00fcmeleri \u00fczerinde analiz ger\u00e7ekle\u015ftirebilmesini kolayla\u015ft\u0131rmaktad\u0131r.<\/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\/veri-madenciligi-nedir\/#Veri_Madenciligi_Ne_Ise_Yarar\" >Veri Madencili\u011fi Ne \u0130\u015fe Yarar?<\/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\/veri-madenciligi-nedir\/#Veri_Madenciligi_Nasil_Yapilir\" >Veri Madencili\u011fi Nas\u0131l Yap\u0131l\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\/veri-madenciligi-nedir\/#Veri_Madenciligi_Yontemleri_Nelerdir\" >Veri Madencili\u011fi Y\u00f6ntemleri Nelerdir?<\/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\/veri-madenciligi-nedir\/#Siniflandirma\" >S\u0131n\u0131fland\u0131rma<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.verigom.com\/blog\/veri-madenciligi-nedir\/#Kumeleme\" >K\u00fcmeleme<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.verigom.com\/blog\/veri-madenciligi-nedir\/#Regresyon\" >Regresyon<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.verigom.com\/blog\/veri-madenciligi-nedir\/#Birliktelik_Analizi\" >Birliktelik Analizi<\/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\/veri-madenciligi-nedir\/#Veri_Madenciligi_Nerelerde_Kullanilir\" >Veri Madencili\u011fi Nerelerde Kullan\u0131l\u0131r?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.verigom.com\/blog\/veri-madenciligi-nedir\/#Veri_Madenciligi_ile_Makine_Ogrenmesi_Arasindaki_Fark_Nedir\" >Veri Madencili\u011fi ile Makine \u00d6\u011frenmesi Aras\u0131ndaki Fark Nedir?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.verigom.com\/blog\/veri-madenciligi-nedir\/#Veri_Madenciligi_ile_Buyuk_Veri_Arasindaki_Iliski_Nedir\" >Veri Madencili\u011fi ile B\u00fcy\u00fck Veri Aras\u0131ndaki \u0130li\u015fki Nedir?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.verigom.com\/blog\/veri-madenciligi-nedir\/#Veri_Madenciliginin_Avantajlari_Nelerdir\" >Veri Madencili\u011finin Avantajlar\u0131 Nelerdir?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.verigom.com\/blog\/veri-madenciligi-nedir\/#Veri_Madenciliginde_Hangi_Araclar_Kullanilir\" >Veri Madencili\u011finde Hangi Ara\u00e7lar Kullan\u0131l\u0131r?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.verigom.com\/blog\/veri-madenciligi-nedir\/#Veri_Madenciligi_Neden_Onemlidir\" >Veri Madencili\u011fi Neden \u00d6nemlidir?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/www.verigom.com\/blog\/veri-madenciligi-nedir\/#Veri_Madenciligi_Ne_Amacla_Kullanilir\" >Veri Madencili\u011fi Ne Ama\u00e7la Kullan\u0131l\u0131r?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/www.verigom.com\/blog\/veri-madenciligi-nedir\/#Veri_Madenciligi_Nerelerde_Kullanilir-2\" >Veri Madencili\u011fi Nerelerde Kullan\u0131l\u0131r?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/www.verigom.com\/blog\/veri-madenciligi-nedir\/#Veri_Madenciligi_Icin_Hangi_Programlar_Kullanilir\" >Veri Madencili\u011fi \u0130\u00e7in Hangi Programlar Kullan\u0131l\u0131r?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/www.verigom.com\/blog\/veri-madenciligi-nedir\/#Veri_Madenciligi_ile_Veri_Analizi_Ayni_Sey_mi\" >Veri Madencili\u011fi ile Veri Analizi Ayn\u0131 \u015eey mi?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/www.verigom.com\/blog\/veri-madenciligi-nedir\/#Veri_Madenciligi_ile_Yapay_Zeka_Arasindaki_Iliski_Nedir\" >Veri Madencili\u011fi ile Yapay Zeka Aras\u0131ndaki \u0130li\u015fki Nedir?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/www.verigom.com\/blog\/veri-madenciligi-nedir\/#Veri_Madenciligi_Yapmak_Icin_Guclu_Bir_Sunucu_Gerekir_mi\" >Veri Madencili\u011fi Yapmak \u0130\u00e7in G\u00fc\u00e7l\u00fc Bir Sunucu Gerekir mi?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Veri_Madenciligi_Ne_Ise_Yarar\"><\/span><span style=\"font-weight: 400;\">Veri Madencili\u011fi Ne \u0130\u015fe Yarar?<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Veri madencili\u011finin temel amac\u0131, mevcut veriyi karar alma s\u00fcre\u00e7lerinde kullan\u0131labilecek bilgiye d\u00f6n\u00fc\u015ft\u00fcrmektir. B\u00fcy\u00fck veri k\u00fcmeleri i\u00e7erisindeki ili\u015fkilerin analiz edilmesi sayesinde ge\u00e7mi\u015fte ger\u00e7ekle\u015fen olaylar de\u011ferlendirilebilir, belirli davran\u0131\u015f kal\u0131plar\u0131 tespit edilebilir ve gelece\u011fe ili\u015fkin tahmin modelleri olu\u015fturulabilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00d6rne\u011fin bir e-ticaret i\u015fletmesi m\u00fc\u015fterilerin sat\u0131n alma ge\u00e7mi\u015flerini analiz ederek hangi \u00fcr\u00fcnlerin s\u0131kl\u0131kla birlikte tercih edildi\u011fini belirleyebilir. Finans kurulu\u015flar\u0131 ise i\u015flem verilerindeki ola\u011fan d\u0131\u015f\u0131 hareketleri inceleyerek doland\u0131r\u0131c\u0131l\u0131k ihtimali bulunan i\u015flemlerin tespitinde veri madencili\u011fi y\u00f6ntemlerinden yararlanabilir.<\/span><\/p>\n<p>Veri madencili\u011fi uygulamalar\u0131nda i\u015flenecek veri miktar\u0131 b\u00fcy\u00fcd\u00fck\u00e7e kullan\u0131lan <span style=\"color: #ff6600;\"><a style=\"color: #ff6600;\" href=\"https:\/\/www.verigom.com\/sunucu\/\"><strong data-start=\"1055\" data-end=\"1065\">sunucu<\/strong><\/a><\/span> altyap\u0131s\u0131n\u0131n i\u015flemci, bellek ve depolama kapasitesi de \u00f6nem kazan\u0131r.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Veri_Madenciligi_Nasil_Yapilir\"><\/span><span style=\"font-weight: 400;\">Veri Madencili\u011fi Nas\u0131l Yap\u0131l\u0131r?<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Veri madencili\u011fi yaln\u0131zca bir algoritman\u0131n veri \u00fczerinde \u00e7al\u0131\u015ft\u0131r\u0131lmas\u0131ndan ibaret de\u011fildir. Analizden anlaml\u0131 sonu\u00e7 al\u0131nabilmesi i\u00e7in verinin haz\u0131rlanmas\u0131 ve uygun y\u00f6ntemin se\u00e7ilmesi gerekir. S\u00fcre\u00e7 genel olarak \u015fu a\u015famalardan olu\u015fur;<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Verilerin toplanmas\u0131:<\/b><span style=\"font-weight: 400;\"> Analizde kullan\u0131lacak veriler farkl\u0131 kaynaklardan elde edilir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Verilerin temizlenmesi:<\/b><span style=\"font-weight: 400;\"> Eksik, hatal\u0131 veya tekrarlanan kay\u0131tlar belirlenerek veri kalitesi art\u0131r\u0131l\u0131r.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Verilerin haz\u0131rlanmas\u0131:<\/b><span style=\"font-weight: 400;\"> Veriler kullan\u0131lacak analiz y\u00f6ntemine uygun hale getirilir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Modelleme ve analiz:<\/b><span style=\"font-weight: 400;\"> Veri k\u00fcmesine uygun algoritmalar uygulanarak ili\u015fkiler ve \u00f6r\u00fcnt\u00fcler ara\u015ft\u0131r\u0131l\u0131r.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Sonu\u00e7lar\u0131n de\u011ferlendirilmesi:<\/b><span style=\"font-weight: 400;\"> Ortaya \u00e7\u0131kan sonu\u00e7lar\u0131n anlaml\u0131 ve kullan\u0131labilir olup olmad\u0131\u011f\u0131 incelenir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Bilginin kullan\u0131lmas\u0131:<\/b><span style=\"font-weight: 400;\"> Elde edilen \u00e7\u0131kt\u0131lar karar destek, tahmin veya optimizasyon s\u00fcre\u00e7lerinde de\u011ferlendirilir.<\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">\u00d6zellikle b\u00fcy\u00fck veri k\u00fcmelerinin i\u015flendi\u011fi projelerde i\u015flemci, RAM, depolama performans\u0131 ve \u00f6l\u00e7eklenebilirlik \u00f6nem kazan\u0131r. \u0130\u015f y\u00fck\u00fcne ba\u011fl\u0131 olarak <\/span><span style=\"color: #ff6600;\"><a style=\"color: #ff6600;\" href=\"https:\/\/www.verigom.com\/vds-server\/\"><b>VDS Server<\/b><\/a><\/span><span style=\"font-weight: 400;\"> gibi ayr\u0131lm\u0131\u015f kaynaklar sunabilen altyap\u0131lar veri i\u015fleme uygulamalar\u0131n\u0131n \u00e7al\u0131\u015ft\u0131r\u0131lmas\u0131nda tercih edilebilir.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Veri_Madenciligi_Yontemleri_Nelerdir\"><\/span><span style=\"font-weight: 400;\">Veri Madencili\u011fi Y\u00f6ntemleri Nelerdir?<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Veri madencili\u011finde kullan\u0131lacak y\u00f6ntem, ula\u015f\u0131lmak istenen sonuca g\u00f6re de\u011fi\u015fir. En yayg\u0131n y\u00f6ntemler aras\u0131nda s\u0131n\u0131fland\u0131rma, k\u00fcmeleme, regresyon ve birliktelik analizi bulunur.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1264\" src=\"https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/veri-madenciligi-yontemleri.webp\" alt=\"Veri Madencili\u011fi Y\u00f6ntemleri\" width=\"655\" height=\"437\" srcset=\"https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/veri-madenciligi-yontemleri.webp 1536w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/veri-madenciligi-yontemleri-300x200.webp 300w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/veri-madenciligi-yontemleri-1024x683.webp 1024w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/veri-madenciligi-yontemleri-768x512.webp 768w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/veri-madenciligi-yontemleri-414x276.webp 414w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/veri-madenciligi-yontemleri-470x313.webp 470w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/veri-madenciligi-yontemleri-640x426.webp 640w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/veri-madenciligi-yontemleri-130x86.webp 130w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/veri-madenciligi-yontemleri-187x124.webp 187w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/veri-madenciligi-yontemleri-990x660.webp 990w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/veri-madenciligi-yontemleri-1320x880.webp 1320w\" sizes=\"auto, (max-width: 655px) 100vw, 655px\" \/><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Siniflandirma\"><\/span><span style=\"font-weight: 400;\">S\u0131n\u0131fland\u0131rma<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Verilerin \u00f6nceden belirlenmi\u015f kategorilerden birine atanmas\u0131n\u0131 ama\u00e7lar. \u00d6rne\u011fin bir e-postan\u0131n spam olup olmad\u0131\u011f\u0131n\u0131n belirlenmesi s\u0131n\u0131fland\u0131rma problemine \u00f6rnek g\u00f6sterilebilir.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Kumeleme\"><\/span><span style=\"font-weight: 400;\">K\u00fcmeleme<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Benzer \u00f6zelliklere sahip verilerin \u00f6nceden tan\u0131mlanm\u0131\u015f etiketler olmadan grupland\u0131r\u0131lmas\u0131d\u0131r. M\u00fc\u015fterilerin davran\u0131\u015flar\u0131na g\u00f6re farkl\u0131 segmentlere ayr\u0131lmas\u0131 bu y\u00f6ntemin kullan\u0131m alanlar\u0131ndan biridir.<\/span><\/p>\n<div style=\"background-color: #fff7ed; border: 1px solid #fed7aa; border-left: 5px solid #ea580c; padding: 20px; border-radius: 6px; margin: 20px 0; font-family: sans-serif;\">\n<p style=\"margin: 0 0 8px 0; color: #9a3412; font-weight: bold; font-size: 16px; display: flex; align-items: center; gap: 8px;\">\u26a0\ufe0f Altyap\u0131 \u0130htiyac\u0131 ve Kaynak Planlamas\u0131<\/p>\n<p style=\"margin: 0; color: #431407; font-size: 16px; line-height: 1.5;\">Veri madencili\u011fi uygulamalar\u0131nda i\u015flenecek veri miktar\u0131 b\u00fcy\u00fcd\u00fck\u00e7e kullan\u0131lan sunucu altyap\u0131s\u0131n\u0131n i\u015flemci, bellek ve depolama kapasitesi de \u00f6nem kazan\u0131r. \u00d6zellikle b\u00fcy\u00fck veri k\u00fcmelerinin i\u015flendi\u011fi projelerde <span style=\"color: #0000ff;\"><strong>VDS Server gibi<\/strong><\/span> ayr\u0131lm\u0131\u015f kaynaklar sunabilen altyap\u0131lar tercih edilmelidir.<\/p>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"Regresyon\"><\/span><span style=\"font-weight: 400;\">Regresyon<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">De\u011fi\u015fkenler aras\u0131ndaki ili\u015fkilerden yararlanarak say\u0131sal bir de\u011ferin tahmin edilmesinde kullan\u0131l\u0131r. Sat\u0131\u015f miktar\u0131 veya talep tahmini gibi \u00e7al\u0131\u015fmalar regresyon y\u00f6ntemlerinden yararlanabilir.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Birliktelik_Analizi\"><\/span><span style=\"font-weight: 400;\">Birliktelik Analizi<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Veriler i\u00e7erisinde birlikte ger\u00e7ekle\u015fme e\u011filimi g\u00f6steren olaylar\u0131 veya \u00f6\u011feleri belirlemeye yard\u0131mc\u0131 olur. Birlikte sat\u0131n al\u0131nan \u00fcr\u00fcnlerin tespit edilmesi en bilinen kullan\u0131m \u00f6rneklerinden biridir.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Veri_Madenciligi_Nerelerde_Kullanilir\"><\/span><span style=\"font-weight: 400;\">Veri Madencili\u011fi Nerelerde Kullan\u0131l\u0131r?<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Veri madencili\u011finin kullan\u0131m alan\u0131 olduk\u00e7a geni\u015ftir. \u00d6zellikle b\u00fcy\u00fck miktarda veri \u00fcreten sekt\u00f6rlerde analiz ve karar destek s\u00fcre\u00e7lerinin \u00f6nemli bir par\u00e7as\u0131 haline gelmi\u015ftir.<\/span><\/p>\n<div style=\"margin: 30px 0; font-family: sans-serif; overflow-x: auto;\">\n<table style=\"width: 100%; border-collapse: collapse; background-color: #ffffff; border: 1px solid #fed7aa; border-radius: 8px; overflow: hidden; text-align: left; font-size: 15px;\">\n<thead>\n<tr style=\"background-color: #ea580c; color: #ffffff;\">\n<th style=\"padding: 16px 20px; font-weight: bold; width: 30%;\">Alan<\/th>\n<th style=\"padding: 16px 20px; font-weight: bold; width: 70%;\">Kullan\u0131m \u00d6rne\u011fi<\/th>\n<\/tr>\n<\/thead>\n<tbody style=\"color: #431407;\">\n<tr style=\"border-bottom: 1px solid #ffedd5;\">\n<td style=\"padding: 14px 20px; font-weight: bold; color: #ea580c;\">E-ticaret<\/td>\n<td style=\"padding: 14px 20px;\">M\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131n ve sat\u0131n alma e\u011filimlerinin analizi.<\/td>\n<\/tr>\n<tr style=\"border-bottom: 1px solid #ffedd5; background-color: #fff7ed;\">\n<td style=\"padding: 14px 20px; font-weight: bold; color: #ea580c;\">Finans<\/td>\n<td style=\"padding: 14px 20px;\">Risk analizi ve \u015f\u00fcpheli i\u015flemlerin tespiti.<\/td>\n<\/tr>\n<tr style=\"border-bottom: 1px solid #ffedd5;\">\n<td style=\"padding: 14px 20px; font-weight: bold; color: #ea580c;\">Pazarlama<\/td>\n<td style=\"padding: 14px 20px;\">M\u00fc\u015fteri segmentasyonu ve kampanya analizi.<\/td>\n<\/tr>\n<tr style=\"border-bottom: 1px solid #ffedd5; background-color: #fff7ed;\">\n<td style=\"padding: 14px 20px; font-weight: bold; color: #ea580c;\">Telekom\u00fcnikasyon<\/td>\n<td style=\"padding: 14px 20px;\">Kullan\u0131m davran\u0131\u015flar\u0131n\u0131n ve m\u00fc\u015fteri kayb\u0131 e\u011filimlerinin incelenmesi.<\/td>\n<\/tr>\n<tr style=\"border-bottom: 1px solid #ffedd5;\">\n<td style=\"padding: 14px 20px; font-weight: bold; color: #ea580c;\">\u00dcretim<\/td>\n<td style=\"padding: 14px 20px;\">Ar\u0131za, kalite ve \u00fcretim verilerinin analizi.<\/td>\n<\/tr>\n<tr style=\"background-color: #fff7ed;\">\n<td style=\"padding: 14px 20px; font-weight: bold; color: #ea580c;\">Siber g\u00fcvenlik<\/td>\n<td style=\"padding: 14px 20px;\">Ola\u011fan d\u0131\u015f\u0131 trafik ve davran\u0131\u015flar\u0131n belirlenmesi.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"Veri_Madenciligi_ile_Makine_Ogrenmesi_Arasindaki_Fark_Nedir\"><\/span><span style=\"font-weight: 400;\">Veri Madencili\u011fi ile Makine \u00d6\u011frenmesi Aras\u0131ndaki Fark Nedir?<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Veri madencili\u011fi ve makine \u00f6\u011frenmesi birbiriyle yak\u0131ndan ili\u015fkili olsa da ayn\u0131 kavram de\u011fildir. Veri madencili\u011fi temel olarak mevcut veri i\u00e7erisindeki anlaml\u0131 \u00f6r\u00fcnt\u00fcleri ve ili\u015fkileri ke\u015ffetmeye odaklan\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Makine \u00f6\u011frenmesi ise verilerden \u00f6\u011frenerek tahmin veya karar \u00fcretebilen modeller geli\u015ftirmeyi ama\u00e7lar. Veri madencili\u011fi \u00e7al\u0131\u015fmalar\u0131nda makine \u00f6\u011frenmesi algoritmalar\u0131ndan yararlan\u0131labilir; ancak veri madencili\u011fi istatistiksel analiz, veri haz\u0131rlama ve \u00f6r\u00fcnt\u00fc ke\u015ffi gibi daha geni\u015f bir s\u00fcreci kapsayabilir.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Veri_Madenciligi_ile_Buyuk_Veri_Arasindaki_Iliski_Nedir\"><\/span><span style=\"font-weight: 400;\">Veri Madencili\u011fi ile B\u00fcy\u00fck Veri Aras\u0131ndaki \u0130li\u015fki Nedir?<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">B\u00fcy\u00fck veri; hacmi, \u00fcretim h\u0131z\u0131 veya \u00e7e\u015fitlili\u011fi nedeniyle geleneksel y\u00f6ntemlerle i\u015flenmesi zorla\u015fabilen veri k\u00fcmelerini ifade eder. Veri madencili\u011fi ise bu verilerin i\u00e7erisinde anlaml\u0131 ili\u015fkiler ve \u00f6r\u00fcnt\u00fcler ke\u015ffetmek i\u00e7in kullan\u0131labilecek y\u00f6ntemleri kapsar.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Dolay\u0131s\u0131yla b\u00fcy\u00fck veri bir veri \u00f6l\u00e7e\u011fi ve i\u015fleme problemiyle ili\u015fkiliyken veri madencili\u011fi, veriden anlaml\u0131 bilgi elde etmeye y\u00f6nelik analiz s\u00fcrecidir. B\u00fcy\u00fck veri projelerinde veri madencili\u011fi teknikleri s\u0131kl\u0131kla kullan\u0131labilir.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Veri_Madenciliginin_Avantajlari_Nelerdir\"><\/span><span style=\"font-weight: 400;\">Veri Madencili\u011finin Avantajlar\u0131 Nelerdir?<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Do\u011fru veri ve y\u00f6ntemlerle ger\u00e7ekle\u015ftirilen veri madencili\u011fi \u00e7al\u0131\u015fmalar\u0131 i\u015fletmelere \u00e7e\u015fitli avantajlar sa\u011flayabilir:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">B\u00fcy\u00fck veri k\u00fcmelerindeki gizli ili\u015fkilerin ortaya \u00e7\u0131kar\u0131lmas\u0131n\u0131 sa\u011flar.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">M\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131n daha iyi anla\u015f\u0131lmas\u0131na yard\u0131mc\u0131 olur.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Tahmin ve karar destek s\u00fcre\u00e7lerini geli\u015ftirebilir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Risklerin ve ola\u011fan d\u0131\u015f\u0131 davran\u0131\u015flar\u0131n daha erken tespit edilmesini sa\u011flayabilir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Operasyonel s\u00fcre\u00e7lerde iyile\u015ftirme f\u0131rsatlar\u0131n\u0131n belirlenmesine yard\u0131mc\u0131 olabilir.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Bununla birlikte elde edilen sonu\u00e7lar\u0131n do\u011frulu\u011fu kullan\u0131lan verinin kalitesine, se\u00e7ilen y\u00f6nteme ve modelin do\u011fru yorumlanmas\u0131na ba\u011fl\u0131d\u0131r.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Veri_Madenciliginde_Hangi_Araclar_Kullanilir\"><\/span><span style=\"font-weight: 400;\">Veri Madencili\u011finde Hangi Ara\u00e7lar Kullan\u0131l\u0131r?<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Veri madencili\u011fi \u00e7al\u0131\u015fmalar\u0131nda Python ve R gibi programlama dillerinin yan\u0131 s\u0131ra SQL tabanl\u0131 veri sistemleri ve farkl\u0131 analiz platformlar\u0131 kullan\u0131labilir. Python taraf\u0131nda \u00f6zellikle veri i\u015fleme ve makine \u00f6\u011frenmesine y\u00f6nelik k\u00fct\u00fcphaneler geni\u015f bir kullan\u0131m alan\u0131na sahiptir.<\/span><\/p>\n<div style=\"background-color: #fff7ed; border: 1px solid #fed7aa; border-left: 5px solid #ea580c; padding: 20px; border-radius: 6px; margin: 20px 0; font-family: sans-serif;\">\n<p style=\"margin: 0 0 8px 0; color: #9a3412; font-weight: bold; font-size: 16px; display: flex; align-items: center; gap: 8px;\">\ud83d\udca1 Do\u011fru Ara\u00e7 ve Donan\u0131m Se\u00e7imi<\/p>\n<p style=\"margin: 0; color: #431407; font-size: 16px; line-height: 1.5;\">Kullan\u0131lacak ara\u00e7tan daha \u00f6nemli olan nokta veri miktar\u0131, analiz amac\u0131 ve ihtiya\u00e7 duyulan i\u015flem kapasitesidir. K\u00fc\u00e7\u00fck veri k\u00fcmeleri standart sistemlerde i\u015flenebilirken b\u00fcy\u00fck \u00f6l\u00e7ekli analizlerde daha y\u00fcksek i\u015flem ve bellek kapasitesine sahip altyap\u0131lara ihtiya\u00e7 duyulabilir.<\/p>\n<\/div>\n<p><span style=\"font-weight: 400;\">Kullan\u0131lacak ara\u00e7tan daha \u00f6nemli olan nokta ise veri miktar\u0131, analiz amac\u0131 ve ihtiya\u00e7 duyulan i\u015flem kapasitesidir. K\u00fc\u00e7\u00fck veri k\u00fcmeleri standart sistemlerde i\u015flenebilirken b\u00fcy\u00fck \u00f6l\u00e7ekli analizlerde daha y\u00fcksek i\u015flem ve bellek kapasitesine sahip altyap\u0131lara ihtiya\u00e7 duyulabilir.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1263\" src=\"https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/veri-madenciligi-araclari.webp\" alt=\"Veri Madencili\u011fi Ara\u00e7lar\u0131\" width=\"691\" height=\"461\" srcset=\"https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/veri-madenciligi-araclari.webp 1536w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/veri-madenciligi-araclari-300x200.webp 300w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/veri-madenciligi-araclari-1024x683.webp 1024w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/veri-madenciligi-araclari-768x512.webp 768w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/veri-madenciligi-araclari-414x276.webp 414w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/veri-madenciligi-araclari-470x313.webp 470w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/veri-madenciligi-araclari-640x426.webp 640w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/veri-madenciligi-araclari-130x86.webp 130w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/veri-madenciligi-araclari-187x124.webp 187w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/veri-madenciligi-araclari-990x660.webp 990w, https:\/\/www.verigom.com\/blog\/wp-content\/uploads\/2026\/09\/veri-madenciligi-araclari-1320x880.webp 1320w\" sizes=\"auto, (max-width: 691px) 100vw, 691px\" \/><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Veri_Madenciligi_Neden_Onemlidir\"><\/span><span style=\"font-weight: 400;\">Veri Madencili\u011fi Neden \u00d6nemlidir?<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Dijital sistemlerin \u00fcretti\u011fi veri miktar\u0131 artt\u0131k\u00e7a bu verileri yaln\u0131zca saklamak yeterli de\u011fildir. Verinin analiz edilerek anlaml\u0131 bilgiye d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi, i\u015fletmelerin m\u00fc\u015fteri davran\u0131\u015flar\u0131ndan operasyonel sorunlara kadar bir\u00e7ok konuda daha veriye dayal\u0131 kararlar almas\u0131na yard\u0131mc\u0131 olur.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Veri madencili\u011fi de b\u00fcy\u00fck veri k\u00fcmelerindeki ili\u015fkileri g\u00f6r\u00fcn\u00fcr hale getirerek ham verinin kullan\u0131labilir bilgiye d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesinde \u00f6nemli bir rol \u00fcstlenir.<\/span><\/p>\n<style>#sp-ea-1266 .spcollapsing { height: 0; overflow: hidden; transition-property: height;transition-duration: 300ms;}#sp-ea-1266.sp-easy-accordion>.sp-ea-single {margin-bottom: 10px; border: 1px solid #e2e2e2; }#sp-ea-1266.sp-easy-accordion>.sp-ea-single>.ea-header a {color: #444;}#sp-ea-1266.sp-easy-accordion>.sp-ea-single>.sp-collapse>.ea-body {background: #fff; color: #444;}#sp-ea-1266.sp-easy-accordion>.sp-ea-single {background: #eee;}#sp-ea-1266.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-1789996191\"><div id=\"sp-ea-1266\" 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=\"Veri_Madenciligi_Ne_Amacla_Kullanilir\"><\/span><a class=\"collapsed\" id=\"ea-header-12660\" role=\"button\" data-sptoggle=\"spcollapse\" data-sptarget=\"#collapse12660\" aria-controls=\"collapse12660\" href=\"#\" aria-expanded=\"true\" tabindex=\"0\"><i aria-hidden=\"true\" role=\"presentation\" class=\"ea-expand-icon eap-icon-ea-expand-minus\"><\/i> Veri Madencili\u011fi Ne Ama\u00e7la Kullan\u0131l\u0131r?<\/a><span class=\"ez-toc-section-end\"><\/span><\/h3><div class=\"sp-collapse spcollapse collapsed show\" id=\"collapse12660\" data-parent=\"#sp-ea-1266\" role=\"region\" aria-labelledby=\"ea-header-12660\"> <div class=\"ea-body\"><p class=\"PDq2pG_selectionAnchorContainer\" dir=\"auto\" data-start=\"69\" data-end=\"316\">Veri madencili\u011fi, b\u00fcy\u00fck veri k\u00fcmeleri i\u00e7erisindeki ili\u015fkileri, e\u011filimleri ve tekrar eden \u00f6r\u00fcnt\u00fcleri ortaya \u00e7\u0131karmak i\u00e7in kullan\u0131l\u0131r. Elde edilen sonu\u00e7lar tahmin, risk analizi, m\u00fc\u015fteri segmentasyonu ve karar destek s\u00fcre\u00e7lerinde de\u011ferlendirilebilir.<\/p><\/div><\/div><\/div><div class=\"ea-card sp-ea-single\"><h3 class=\"ea-header\"><span class=\"ez-toc-section\" id=\"Veri_Madenciligi_Nerelerde_Kullanilir-2\"><\/span><a class=\"collapsed\" id=\"ea-header-12661\" role=\"button\" data-sptoggle=\"spcollapse\" data-sptarget=\"#collapse12661\" aria-controls=\"collapse12661\" href=\"#\" aria-expanded=\"false\" tabindex=\"0\"><i aria-hidden=\"true\" role=\"presentation\" class=\"ea-expand-icon eap-icon-ea-expand-plus\"><\/i> Veri Madencili\u011fi Nerelerde Kullan\u0131l\u0131r?<\/a><span class=\"ez-toc-section-end\"><\/span><\/h3><div class=\"sp-collapse spcollapse \" id=\"collapse12661\" data-parent=\"#sp-ea-1266\" role=\"region\" aria-labelledby=\"ea-header-12661\"> <div class=\"ea-body\"><p>Veri madencili\u011fi; e-ticaret, finans, telekom\u00fcnikasyon, \u00fcretim, pazarlama ve siber g\u00fcvenlik gibi bir\u00e7ok alanda kullan\u0131labilir. Kullan\u0131m amac\u0131 sekt\u00f6re ve analiz edilen verinin t\u00fcr\u00fcne g\u00f6re de\u011fi\u015fir.<\/p><\/div><\/div><\/div><div class=\"ea-card sp-ea-single\"><h3 class=\"ea-header\"><span class=\"ez-toc-section\" id=\"Veri_Madenciligi_Icin_Hangi_Programlar_Kullanilir\"><\/span><a class=\"collapsed\" id=\"ea-header-12662\" role=\"button\" data-sptoggle=\"spcollapse\" data-sptarget=\"#collapse12662\" aria-controls=\"collapse12662\" href=\"#\" aria-expanded=\"false\" tabindex=\"0\"><i aria-hidden=\"true\" role=\"presentation\" class=\"ea-expand-icon eap-icon-ea-expand-plus\"><\/i> Veri Madencili\u011fi \u0130\u00e7in Hangi Programlar Kullan\u0131l\u0131r?<\/a><span class=\"ez-toc-section-end\"><\/span><\/h3><div class=\"sp-collapse spcollapse \" id=\"collapse12662\" data-parent=\"#sp-ea-1266\" role=\"region\" aria-labelledby=\"ea-header-12662\"> <div class=\"ea-body\"><p class=\"PDq2pG_selectionAnchorContainer\" dir=\"auto\" data-start=\"612\" data-end=\"837\">Veri madencili\u011finde Python, R ve SQL ba\u015fta olmak \u00fczere farkl\u0131 programlama dilleri ve veri analiz ara\u00e7lar\u0131 kullan\u0131labilir. Tercih edilecek ara\u00e7; veri miktar\u0131, analiz y\u00f6ntemi ve projenin teknik gereksinimlerine g\u00f6re belirlenir.<\/p><\/div><\/div><\/div><div class=\"ea-card sp-ea-single\"><h3 class=\"ea-header\"><span class=\"ez-toc-section\" id=\"Veri_Madenciligi_ile_Veri_Analizi_Ayni_Sey_mi\"><\/span><a class=\"collapsed\" id=\"ea-header-12663\" role=\"button\" data-sptoggle=\"spcollapse\" data-sptarget=\"#collapse12663\" aria-controls=\"collapse12663\" href=\"#\" aria-expanded=\"false\" tabindex=\"0\"><i aria-hidden=\"true\" role=\"presentation\" class=\"ea-expand-icon eap-icon-ea-expand-plus\"><\/i> Veri Madencili\u011fi ile Veri Analizi Ayn\u0131 \u015eey mi?<\/a><span class=\"ez-toc-section-end\"><\/span><\/h3><div class=\"sp-collapse spcollapse \" id=\"collapse12663\" data-parent=\"#sp-ea-1266\" role=\"region\" aria-labelledby=\"ea-header-12663\"> <div class=\"ea-body\"><p>Hay\u0131r. Veri analizi, verilerin incelenmesi ve yorumlanmas\u0131n\u0131 kapsayan daha geni\u015f bir s\u00fcre\u00e7ken veri madencili\u011fi \u00f6zellikle b\u00fcy\u00fck veri k\u00fcmelerindeki \u00f6r\u00fcnt\u00fclerin ve ili\u015fkilerin ke\u015ffedilmesine odaklan\u0131r.<\/p><\/div><\/div><\/div><div class=\"ea-card sp-ea-single\"><h3 class=\"ea-header\"><span class=\"ez-toc-section\" id=\"Veri_Madenciligi_ile_Yapay_Zeka_Arasindaki_Iliski_Nedir\"><\/span><a class=\"collapsed\" id=\"ea-header-12664\" role=\"button\" data-sptoggle=\"spcollapse\" data-sptarget=\"#collapse12664\" aria-controls=\"collapse12664\" href=\"#\" aria-expanded=\"false\" tabindex=\"0\"><i aria-hidden=\"true\" role=\"presentation\" class=\"ea-expand-icon eap-icon-ea-expand-plus\"><\/i> Veri Madencili\u011fi ile Yapay Zeka Aras\u0131ndaki \u0130li\u015fki Nedir?<\/a><span class=\"ez-toc-section-end\"><\/span><\/h3><div class=\"sp-collapse spcollapse \" id=\"collapse12664\" data-parent=\"#sp-ea-1266\" role=\"region\" aria-labelledby=\"ea-header-12664\"> <div class=\"ea-body\"><p>Veri madencili\u011fi mevcut veriler i\u00e7erisinden anlaml\u0131 bilgiler ve ili\u015fkiler \u00e7\u0131karmaya odaklan\u0131r. Yapay zeka ise \u00f6\u011frenme, tahmin, s\u0131n\u0131fland\u0131rma ve karar verme gibi daha geni\u015f ama\u00e7lara y\u00f6nelik sistem ve y\u00f6ntemleri kapsar.<\/p><\/div><\/div><\/div><div class=\"ea-card sp-ea-single\"><h3 class=\"ea-header\"><span class=\"ez-toc-section\" id=\"Veri_Madenciligi_Yapmak_Icin_Guclu_Bir_Sunucu_Gerekir_mi\"><\/span><a class=\"collapsed\" id=\"ea-header-12665\" role=\"button\" data-sptoggle=\"spcollapse\" data-sptarget=\"#collapse12665\" aria-controls=\"collapse12665\" href=\"#\" aria-expanded=\"false\" tabindex=\"0\"><i aria-hidden=\"true\" role=\"presentation\" class=\"ea-expand-icon eap-icon-ea-expand-plus\"><\/i> Veri Madencili\u011fi Yapmak \u0130\u00e7in G\u00fc\u00e7l\u00fc Bir Sunucu Gerekir mi?<\/a><span class=\"ez-toc-section-end\"><\/span><\/h3><div class=\"sp-collapse spcollapse \" id=\"collapse12665\" data-parent=\"#sp-ea-1266\" role=\"region\" aria-labelledby=\"ea-header-12665\"> <div class=\"ea-body\"><p>Her veri madencili\u011fi \u00e7al\u0131\u015fmas\u0131 y\u00fcksek donan\u0131m g\u00fcc\u00fc gerektirmez. Ancak veri miktar\u0131 ve kullan\u0131lan algoritmalar\u0131n i\u015flem y\u00fck\u00fc artt\u0131k\u00e7a daha y\u00fcksek CPU, RAM ve depolama performans\u0131na sahip <strong data-start=\"1615\" data-end=\"1625\">sunucu<\/strong> altyap\u0131lar\u0131na ihtiya\u00e7 duyulabilir.<\/p><\/div><\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Veri madencili\u011fi, b\u00fcy\u00fck miktardaki veri i\u00e7erisinde bulunan anlaml\u0131 ili\u015fkileri, \u00f6r\u00fcnt\u00fcleri ve e\u011filimleri ortaya \u00e7\u0131karmak amac\u0131yla kullan\u0131lan analiz s\u00fcrecidir. Ham verilerin tek ba\u015f\u0131na g\u00f6r\u00fclmesi zor olan ba\u011flant\u0131lar\u0131 \u00e7e\u015fitli istatistiksel y\u00f6ntemler, algoritmalar ve makine \u00f6\u011frenmesi teknikleri kullan\u0131larak belirlenebilir. G\u00fcn\u00fcm\u00fczde web sitelerinden e-ticaret platformlar\u0131na, finans kurulu\u015flar\u0131ndan \u00fcretim sistemlerine kadar \u00e7ok say\u0131da kaynak s\u00fcrekli veri \u00fcretir. Verilerin saklanmas\u0131 ve [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":1265,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[10,9],"tags":[],"class_list":["post-1262","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-nasil-yapilir","category-teknoloji"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Veri Madencili\u011fi Nedir? Ne \u0130\u015fe Yarar ve Nas\u0131l Yap\u0131l\u0131r?<\/title>\n<meta name=\"description\" content=\"Veri madencili\u011fi nedir, ne i\u015fe yarar ve nas\u0131l yap\u0131l\u0131r? 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