{"id":3253,"date":"2024-05-20T11:53:36","date_gmt":"2024-05-20T11:53:36","guid":{"rendered":"https:\/\/artiwise.com\/tr\/?p=3253"},"modified":"2026-02-27T08:20:52","modified_gmt":"2026-02-27T08:20:52","slug":"metin-madenciligi-ve-metin-siniflandirma-teknikleri","status":"publish","type":"post","link":"https:\/\/artiwise.com\/tr\/2024\/05\/20\/metin-madenciligi-ve-metin-siniflandirma-teknikleri\/","title":{"rendered":"Metin Madencili\u011fi ve Metin S\u0131n\u0131fland\u0131rma Teknikleri"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3253\" class=\"elementor elementor-3253\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6e97f16 e-con-full e-flex e-con e-parent\" data-id=\"6e97f16\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1865987 elementor-widget elementor-widget-text-editor\" data-id=\"1865987\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b>G\u00fcn\u00fcm\u00fcz\u00fcn dijital \u00e7a\u011f\u0131nda, \u015firketler i\u00e7in en de\u011ferli varl\u0131k haline gelen \u015fey nedir diye sorsak, muhtemelen veri cevab\u0131n\u0131 al\u0131r\u0131z.\u00a0<\/b><\/p><p><span style=\"font-weight: 400;\">Veri, \u015firketlerin pazar trendlerini belirlemesine, m\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131 anlamas\u0131na ve stratejik kararlar almas\u0131na yard\u0131mc\u0131 oluyor. Ancak, bu de\u011ferli varl\u0131kla ba\u015fa \u00e7\u0131kmak ve onu etkili bir \u015fekilde y\u00f6netmek, beraberinde baz\u0131 zorluklar\u0131 da getiriyor.<\/span><\/p><p><span style=\"font-weight: 400;\">\u015eirketlerin kar\u015f\u0131la\u015ft\u0131\u011f\u0131 en b\u00fcy\u00fck zorluklardan biri, veri miktar\u0131n\u0131n h\u0131zla artmas\u0131 ve bu verinin \u00e7e\u015fitlili\u011fi. \u0130nternet, <\/span><span style=\"font-weight: 400;\">sosyal medya<\/span><span style=\"font-weight: 400;\">, mobil cihazlar ve di\u011fer dijital platformlar arac\u0131l\u0131\u011f\u0131yla \u00fcretilen veri miktar\u0131 ola\u011fan\u00fcst\u00fc boyutlara ula\u015ft\u0131.\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2bf4a3a elementor-widget elementor-widget-image\" data-id=\"2bf4a3a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"534\" src=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/1-1-1024x683.jpg\" class=\"attachment-large size-large wp-image-3256\" alt=\"Metin madencili\u011fi\" srcset=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/1-1-1024x683.jpg 1024w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/1-1-300x200.jpg 300w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/1-1-768x512.jpg 768w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/1-1.jpg 1200w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1ed4c46 elementor-widget elementor-widget-text-editor\" data-id=\"1ed4c46\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Veriler, yap\u0131land\u0131r\u0131lm\u0131\u015f ve yap\u0131land\u0131r\u0131lmam\u0131\u015f olarak \u00e7e\u015fitli formatlarda ve kaynaklardan gelir. <\/span><span style=\"font-weight: 400;\">Yap\u0131land\u0131r\u0131lmam\u0131\u015f veriler<\/span><span style=\"font-weight: 400;\"> asl\u0131nda \u015firketlerin kullanabilece\u011fi ve ihtiyac\u0131 olan bir\u00e7ok bilgiyi i\u00e7inde bar\u0131nd\u0131r\u0131r. Bu y\u00fczden metinlerin analiz edilerek ihtiya\u00e7 duyulan <\/span><span style=\"font-weight: 400;\">verilerin ay\u0131klanmas\u0131 <\/span><span style=\"font-weight: 400;\">gerekir. Metinlerin i\u00e7inden gerekli verilerin al\u0131nmas\u0131 ise ancak metin madencili\u011fi ile ger\u00e7ekle\u015febilir.<\/span><\/p><p><b>Bu blog yaz\u0131m\u0131zda <\/b><b>metin madencili\u011fi ve metin s\u0131n\u0131fland\u0131rma<\/b><b> tekniklerini detayl\u0131 bir \u015fekilde ele alaca\u011f\u0131z.<\/b><\/p><p>\u00a0<\/p><h3><strong>Metin Madencili\u011fi Nedir?<\/strong><\/h3><p><span style=\"font-weight: 400;\">Metin madencili\u011fi<\/span><span style=\"font-weight: 400;\"> ya da \u0130ngilizce olarak <\/span><span style=\"font-weight: 400;\">text mining<\/span><span style=\"font-weight: 400;\"> i\u00e7in belirli bir formatta olmayan, yaz\u0131 tipindeki veriler i\u00e7erisinde gizli olan nitelikli bilginin \u00e7\u0131kar\u0131lmas\u0131, d\u00fczensiz haldeki verinin yap\u0131land\u0131r\u0131lmas\u0131 s\u00fcrecidir diyebiliriz.<\/span><\/p><p><b>Metin madencili\u011fi; <\/b><b>metinlerin s\u0131n\u0131fland\u0131r\u0131lmas\u0131<\/b><b>, k\u00fcmelendirilmesi, metinlerden konu \u00e7\u0131kar\u0131lmas\u0131,<\/b><b> duygu analizi<\/b><b> ve metin \u00f6zetleme gibi \u00e7al\u0131\u015fmalar\u0131 hedefler.<\/b><span style=\"font-weight: 400;\"> Bakt\u0131\u011f\u0131m\u0131zda <\/span><span style=\"font-weight: 400;\">veri madencili\u011finde<\/span><span style=\"font-weight: 400;\"> kullan\u0131lan y\u00f6ntemlerin bir\u00e7o\u011fu <\/span><span style=\"font-weight: 400;\">metin madencili\u011finde<\/span><span style=\"font-weight: 400;\"> de kullan\u0131lmaktad\u0131r.<\/span><\/p><p><br \/><br \/><\/p><h3><strong>Metin Madencili\u011fi Nas\u0131l Yap\u0131l\u0131r?<\/strong><\/h3><p><span style=\"font-weight: 400;\">Metin madencili\u011fi,<\/span><span style=\"font-weight: 400;\"> b\u00fcy\u00fck miktarda metin verisinden anlaml\u0131 bilgiler \u00e7\u0131karmay\u0131 ama\u00e7layan bir disiplindir. Bu disiplinin ba\u015fl\u0131ca s\u00fcre\u00e7leri \u015funlard\u0131r:\u00a0<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Metin Verilerinin Toplanmas\u0131:<\/b><span style=\"font-weight: 400;\"> Metin madencili\u011fi \u00e7al\u0131\u015fmalar\u0131n\u0131n temeli, geni\u015f veri k\u00fcmelerinin toplanmas\u0131yla ba\u015flar. \u0130nternet, sosyal medya platformlar\u0131, belgeler, makaleler gibi kaynaklardan metin verileri toplan\u0131r.<\/span><span style=\"font-weight: 400;\"><br \/><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Metin Verilerinin \u00d6n \u0130\u015flenmesi<\/b><span style=\"font-weight: 400;\">: Toplanan metin verileri, \u00f6ni\u015fleme ad\u0131m\u0131ndan ge\u00e7irilir. Bu ad\u0131mda, metinler temizlenir, tokenize edilir, stop-words ve gereksiz karakterler temizlenir, ard\u0131ndan normalizasyon i\u015flemleri yap\u0131l\u0131r.<\/span><span style=\"font-weight: 400;\"><br \/><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Metin Verilerinin Temsili:<\/b><span style=\"font-weight: 400;\"> Metinler, makine \u00f6\u011frenimi algoritmalar\u0131 taraf\u0131ndan i\u015flenebilir hale getirilir. Bu a\u015famada, metinler vekt\u00f6rlere d\u00f6n\u00fc\u015ft\u00fcr\u00fcl\u00fcr ve say\u0131sal bir temsil elde edilir. Bu i\u015flem, metin verilerinin matematiksel olarak i\u015flenebilmesini sa\u011flar.<\/span><span style=\"font-weight: 400;\"><br \/><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Metin Verilerinin Analizi<\/b><b>:<\/b><span style=\"font-weight: 400;\"> Son a\u015famada, metin verileri analiz edilir ve anlaml\u0131 bilgiler \u00e7\u0131kar\u0131lmaya \u00e7al\u0131\u015f\u0131l\u0131r. Metin s\u0131n\u0131fland\u0131rma, duygu analizi, konu modelleme gibi y\u00f6ntemler kullan\u0131larak metin verileri anlamland\u0131r\u0131l\u0131r.<\/span><\/li><\/ul><p>\u00a0<\/p><h3><strong>Metin S\u0131n\u0131fland\u0131rma<\/strong><span style=\"font-weight: 400;\">\u00a0<\/span><\/h3><p><b>Metin s\u0131n\u0131fland\u0131rma, metin verilerini belirli kategorilere veya s\u0131n\u0131flara ay\u0131rmak i\u00e7in kullan\u0131lan bir tekniktir.<\/b><span style=\"font-weight: 400;\"> Bu s\u00fcre\u00e7 \u015fu ad\u0131mlar\u0131 i\u00e7erir:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u00d6ni\u015fleme ve \u00d6znitelik \u00c7\u0131karma: <\/b><span style=\"font-weight: 400;\">Metin verileri \u00f6ni\u015fleme ad\u0131m\u0131ndan ge\u00e7irilir ve \u00f6znitelikler \u00e7\u0131kar\u0131l\u0131r. Bu ad\u0131mda, metinlerin \u015fekli ve yap\u0131s\u0131 analiz edilir ve say\u0131sal bir temsil elde edilir.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Model Se\u00e7imi ve E\u011fitimi:<\/b><span style=\"font-weight: 400;\"> \u00c7e\u015fitli <\/span><span style=\"font-weight: 400;\">s\u0131n\u0131fland\u0131rma algoritmalar\u0131<\/span><span style=\"font-weight: 400;\"> kullan\u0131larak metin verileri e\u011fitilir. Bu algoritmalar aras\u0131nda Naive Bayes, Destek Vekt\u00f6r Makineleri ve Derin \u00d6\u011frenme y\u00f6ntemleri bulunur.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>De\u011ferlendirme ve Do\u011frulama:<\/b><span style=\"font-weight: 400;\"> E\u011fitilen model, test veri setleri \u00fczerinde de\u011ferlendirilir ve performans\u0131 \u00f6l\u00e7\u00fcl\u00fcr. Modelin do\u011frulu\u011fu, hassasiyeti, geri \u00e7a\u011f\u0131rma oran\u0131 gibi metrikler kullan\u0131larak de\u011ferlendirilir.<\/span><\/li><\/ul><p>\u00a0<\/p><h3><strong>Metin S\u0131n\u0131fland\u0131rma Y\u00f6ntemleri<\/strong><\/h3><p><b>\u0130kili s\u0131n\u0131fland\u0131rma (Binary classification)<\/b><b> problemlerinde,<\/b><span style=\"font-weight: 400;\"> sadece cevab\u0131 evet ya da hay\u0131r olan bir soru sorulmal\u0131d\u0131r. E\u011fer verilecek cevap ikiden fazla de\u011fer i\u00e7inden se\u00e7ilerek cevaplanacaksa buna \u00e7ok <\/span><span style=\"font-weight: 400;\">s\u0131n\u0131fl\u0131 s\u0131n\u0131fland\u0131rma (multi-class classification) <\/span><span style=\"font-weight: 400;\">problemi denir.<\/span><\/p><p><span style=\"font-weight: 400;\">E\u011fer tespit etmeye \u00e7al\u0131\u015ft\u0131\u011f\u0131m\u0131z s\u0131n\u0131f birden fazla s\u0131n\u0131fa sahip bir k\u00fcmeden geliyorsa ve bu s\u0131n\u0131flardan birden fazlas\u0131n\u0131 ayn\u0131 anda se\u00e7me ihtiyac\u0131 varsa buna <\/span><span style=\"font-weight: 400;\">\u00e7oklu etiketli s\u0131n\u0131fland\u0131rma (multi-label classification)<\/span><span style=\"font-weight: 400;\"> ad\u0131n\u0131 verilir.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00d6rne\u011fin, bir resimde hem k\u00f6pek hem \u00e7imen hem de do\u011fan\u0131n ayn\u0131 anda g\u00f6r\u00fcld\u00fc\u011f\u00fc ve bunlardan herhangi birini se\u00e7menin, di\u011ferlerinin olmad\u0131\u011f\u0131 anlam\u0131na gelmesinin yanl\u0131\u015f oldu\u011fu durumlarda en do\u011fru \u00e7\u0131kt\u0131y\u0131 \u00e7oklu etiketli s\u0131n\u0131fland\u0131r\u0131c\u0131lar vermektedir.\u00a0<\/span><\/p><p><b>S\u0131n\u0131fland\u0131rma problemlerinin \u00e7ok b\u00fcy\u00fck b\u00f6l\u00fcm\u00fc birden fazla etiket ile s\u0131n\u0131fland\u0131rma ihtiyac\u0131na sahip problemlerdir. <\/b><span style=\"font-weight: 400;\">\u00c7oklu etiketli s\u0131n\u0131fland\u0131rman\u0131n amac\u0131, tek bir \u00f6rnek i\u00e7in bir dizi ilgili etiket atamas\u0131 yapabilmektir. Bununla birlikte, yayg\u0131n olarak bilinen algoritmalar\u0131n \u00e7o\u011fu \u00e7ok s\u0131n\u0131fl\u0131 s\u0131n\u0131fland\u0131rma problemleri (\u00e7oklu etiketli de\u011fil) i\u00e7in tasarlanm\u0131\u015ft\u0131r.\u00a0<\/span><\/p><p><b>Gelin \u015fimdi metin s\u0131n\u0131fland\u0131rmada kullan\u0131lan di\u011fer teknikleri inceleyelim.\u00a0<\/b><\/p><p>\u00a0<\/p><h3><strong>Makine \u00d6\u011frenmesi (Machine Learning)\u00a0<\/strong><\/h3><p><span style=\"font-weight: 400;\">Klasik makine \u00f6\u011frenmesi algoritmalar\u0131 olan istatistiksel ve olas\u0131l\u0131ksal modeller ile \u00e7oklu etiketli s\u0131n\u0131fland\u0131rma problemlerine \u00e7\u00f6z\u00fcm yollar\u0131 \u00fcretmek m\u00fcmk\u00fcnd\u00fcr. <\/span><b>Mevcut algoritmalar\u0131n evrilerek bu probleme uyarlanmas\u0131nda \u00e7e\u015fitli y\u00f6ntemler kullan\u0131lmaktad\u0131r:<\/b><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Problem d\u00f6n\u00fc\u015ft\u00fcrme y\u00f6ntemleri<\/b> <b>(problem transformation methods)<\/b><span style=\"font-weight: 400;\">, \u00e7oklu etiketli s\u0131n\u0131fland\u0131rma problemini bir veya daha fazla geleneksel \u00e7ok s\u0131n\u0131fl\u0131 s\u0131n\u0131fland\u0131rma (multi-class) problemine b\u00f6ler.<\/span><span style=\"font-weight: 400;\"><br \/><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Problem uyarlama y\u00f6ntemleri<\/b> <b>(problem adaptation methods)<\/b><span style=\"font-weight: 400;\">, \u00e7oklu etiketli verilerle do\u011frudan ba\u015fa \u00e7\u0131kmak i\u00e7in \u00e7oklu s\u0131n\u0131f s\u0131n\u0131fland\u0131rma algoritmalar\u0131n\u0131 genelle\u015ftirir. \u00d6rne\u011fin, tek bir \u00e7oklu s\u0131n\u0131f s\u0131n\u0131fland\u0131r\u0131c\u0131s\u0131n\u0131n \u00fcretti\u011fi \u00e7\u0131kt\u0131lardaki ihtimallere uygulanacak e\u015fik de\u011feri ile birden fazla s\u0131n\u0131f etiketi se\u00e7ilebilir.<\/span><span style=\"font-weight: 400;\"><br \/><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Topluluk y\u00f6ntemleri (ensemble methods)<\/b><span style=\"font-weight: 400;\">, \u00f6nceki iki yakla\u015f\u0131mdan da faydalanarak bir \u00e7\u00f6z\u00fcm \u00fcretir. \u00d6rne\u011fin yukar\u0131daki iki farkl\u0131 metodolojinin kullan\u0131ld\u0131\u011f\u0131 \u00e7\u00f6z\u00fcm \u00e7\u0131kt\u0131lar\u0131 bir kural ya da \u00f6ng\u00f6r\u00fc ile birle\u015ftirilerek nihai sonu\u00e7 \u00fcretilebilir.<\/span><\/li><\/ul><p>\u00a0<\/p><h3><strong>Derin \u00d6\u011frenme (Deep Learning) \u00a0<\/strong><\/h3><p><span style=\"font-weight: 400;\">\u015eu ana kadar en son teknoloji (state-of-the-art) \u00e7\u00f6z\u00fcmlerin pabucunu dama atmakta olan derin \u00f6\u011frenme y\u00f6ntemlerinin boy g\u00f6stermesi ile <\/span><span style=\"font-weight: 400;\">do\u011fal dil i\u015fleme (NLP)<\/span><span style=\"font-weight: 400;\"> algoritmalar\u0131 alt\u0131n \u00e7a\u011f\u0131na girmi\u015ftir.<\/span><\/p><p><b>Derin \u00f6\u011frenme, do\u011fal dilin \u00e7oklu temsil seviyelerini \u00f6\u011frenmenin bir\u00e7ok faydas\u0131n\u0131 getirir.<\/b><span style=\"font-weight: 400;\"> NLP problemleri i\u00e7in derin \u00f6\u011frenmeyi kullanman\u0131n bir\u00e7ok faydas\u0131 vard\u0131r:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Verilerden veya problemden<\/b><span style=\"font-weight: 400;\"> do\u011frudan s\u0131n\u0131fland\u0131r\u0131c\u0131 t\u00fcretilebildi\u011fi gibi, el yap\u0131m\u0131 bir \u00f6zelli\u011fin eksikli\u011fini veya a\u015f\u0131r\u0131 spesifikasyonunu da iyile\u015ftirir.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u00d6zelliklerin elle \u00e7\u0131kart\u0131lmas\u0131 (feature engineering)<\/b><span style=\"font-weight: 400;\"> genellikle \u00e7ok zaman al\u0131r ve her g\u00f6rev veya etki alan\u0131na \u00f6zg\u00fc sorun i\u00e7in tekrar tekrar \u00e7\u0131kart\u0131lmas\u0131 gerekebilir. Bir alandan \u00f6\u011frenilen \u00f6zellikler genellikle di\u011fer alanlara veya etki alanlar\u0131na kar\u015f\u0131 \u00e7ok az genelleme yetene\u011fi g\u00f6sterir. Aksine, derin \u00f6\u011frenme verilerden gelen bilgileri ve bir\u00e7ok seviyede temsili \u00f6\u011frenir, burada alt seviye, do\u011frudan veya ince ayarlardan sonra di\u011fer alanlar taraf\u0131ndan kullan\u0131labilen daha genel bilgilere kar\u015f\u0131l\u0131k gelir.<\/span><\/li><\/ul><p>\u00a0<\/p><p><span style=\"font-weight: 400;\">S\u0131n\u0131flar\u0131n \u00f6zelliklerine tamamen ayr\u0131k gibi davranmayan modeller ile \u00f6\u011frenmek, en yak\u0131n kom\u015fu veya k\u00fcmeleme benzeri modellere g\u00f6re \u00e7ok daha verimli olabilir. Kelimeler ba\u011f\u0131ms\u0131z olarak ele al\u0131nd\u0131\u011f\u0131nda, NLP sistemleri inan\u0131lmaz derecede k\u0131r\u0131lgan olabilir.<\/span><\/p><p><b>Derin \u00f6\u011frenmede denetimsiz \u00f6\u011frenmenin katk\u0131lar\u0131ndan faydalanarak s\u0131n\u0131fland\u0131rma benzeri denetimli g\u00f6revlere destek sunulabilir.<\/b><span style=\"font-weight: 400;\">\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Hali haz\u0131rda \u00e7ok b\u00fcy\u00fck miktarda i\u015faretlenmemi\u015f veri k\u00fcmeleri bulunmaktad\u0131r. Bunlar \u00fczerinden e\u011fitilecek olan denetimsiz bir \u00f6\u011frenici ile dil modeli, kelimelerin semantik mesafeleri vb \u00e7\u0131kt\u0131lar \u00fcretilebilir. Bu \u00e7\u0131kt\u0131lar s\u0131n\u0131fland\u0131rma probleminde girdiler ile beraber kullan\u0131larak, dile veya \u00e7al\u0131\u015fma alan\u0131na dair \u00f6n bilgiler de de\u011ferlendirmede yard\u0131mc\u0131 olabilir.\u00a0<\/span><\/p><p><b>Bir \u00f6rnek vermek gerekirse,<\/b><span style=\"font-weight: 400;\"> klasik makine \u00f6\u011frenmesi y\u00f6ntemleri ile olu\u015fturulan bir s\u0131n\u0131fland\u0131r\u0131c\u0131da veri seti \u00fczerinden olu\u015fturulan s\u00f6zl\u00fckte (vocabulary) g\u00f6r\u00fclmeyen bir s\u00f6zc\u00fck ile kar\u015f\u0131la\u015f\u0131ld\u0131\u011f\u0131nda, tahminleme esnas\u0131nda bu kelime hi\u00e7 hesaba kat\u0131lamaz.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Ancak derin \u00f6\u011frenmenin getirdi\u011fi dile dair \u00f6n bilgilerin kullan\u0131m\u0131 ile o kelime hi\u00e7 g\u00f6r\u00fclmemi\u015f olsa bile, vekt\u00f6rel g\u00f6sterimi ile e\u011fitim setinden kar\u015f\u0131la\u015f\u0131lm\u0131\u015f olan ve benzeri anlama gelen kelimelerden bir fikir y\u00fcr\u00fct\u00fclerek tahminlemede bu s\u00f6zc\u00fck de kullan\u0131labilmektedir.\u00a0<\/span><\/p><p><b>Bu derin \u00f6\u011frenmenin en \u00f6nemli avantajlar\u0131ndan biridir, \u00f6\u011frenilen bilgiler kompozisyon yoluyla seviye baz\u0131nda in\u015fa edilir. <\/b><span style=\"font-weight: 400;\">Daha d\u00fc\u015f\u00fck temsil d\u00fczeyi genellikle g\u00f6revler aras\u0131nda payla\u015f\u0131labilir. \u0130nsan dilinin \u00f6zyinelemesini do\u011fal olarak ele al\u0131r. \u0130nsan c\u00fcmleleri belirli bir yap\u0131ya sahip kelimelerden ve ifadelerden olu\u015fur.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Yani insanlar bir c\u00fcmleyi kurarken asl\u0131nda kelimelerin dizilimi \u00e7ok fazla bilgi bar\u0131nd\u0131rmaktad\u0131r ve bilgi bu diziler \u00fczerinden akmaktad\u0131r.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Klasik makine \u00f6\u011frenmesi y\u00f6ntemlerinde \u00e7ok pop\u00fcler olan kelime \u00e7antas\u0131 (bag-of-words) y\u00f6nteminde bu bilgi ak\u0131\u015f\u0131n\u0131 temsil etmek ne yaz\u0131k ki m\u00fcmk\u00fcn olmamaktad\u0131r. <\/span><b>Derin \u00f6\u011frenme, \u00f6zellikle tekrarlayan sinir a\u011flar\u0131, dizi bilgisini \u00e7ok daha iyi bir \u015fekilde yakalayabilir.<\/b><\/p><p>\u00a0<\/p><h3><strong>Makine \u00d6\u011frenmesi Kurgusu (Show me the code)<\/strong><\/h3><p><b>Veriyi ilk olarak \u00f6n i\u015fleme ile haz\u0131rlamam\u0131z gerekmektedir.<\/b> <span style=\"font-weight: 400;\">NLP (Natural Language Processing)<\/span><span style=\"font-weight: 400;\"> g\u00f6revlerinin genelinde kelimlerin benzersizli\u011fini azaltmak i\u00e7in k\u00f6ke indirgeyici (stemmer) kullan\u0131l\u0131r. B\u00f6ylece \u201cgitmek\u201d,\u201dgidiyor\u201d, ve \u201cgidecek\u201d kelimeleri \u2018git\u2019 k\u00f6k\u00fcne indirgenerek yaz\u0131lacakt\u0131r.<\/span><\/p><p><span style=\"font-weight: 400;\">Bu i\u015flem par\u00e7alar\u0131 biraz anlams\u0131zla\u015ft\u0131rabilir, kelimenin hangi durumda oldu\u011fu bilgisini kaybettirebilir ama yine de sonu\u00e7lar k\u0131sm\u0131na bakt\u0131\u011f\u0131m\u0131zda<\/span><b> k\u00f6ke indirgeyicinin s\u0131n\u0131fland\u0131rmaya b\u00fcy\u00fck katk\u0131 sundu\u011funu g\u00f6rebiliriz.\u00a0<\/b><\/p><p><span style=\"font-weight: 400;\">Ancak k\u00f6ke indirgemede optimizasyon di\u011fer t\u00fcm problemlerde oldu\u011fu gibi \u00f6nemlidir. \u00c7\u00fcnk\u00fc k\u00f6ke indirgemede ama\u00e7 ortak temisili artt\u0131r\u0131rken, bilgi kayb\u0131n\u0131 \u00f6nlemek olmal\u0131d\u0131r.\u00a0<\/span><\/p><p><b>\u00d6rne\u011fin, basit\u00e7e, bir kelimenin ilk 4 karakteri k\u00f6k\u00fcn\u00fc temsil eder varsay\u0131m\u0131<\/b><span style=\"font-weight: 400;\"> ile ortaya konacak k\u00f6ke indirgeyici ortak g\u00f6sterimi y\u00fcksek oranda artt\u0131racakt\u0131r ancak \u00f6yle \u00f6rneklerde de bilgi kayb\u0131na sebep olacakt\u0131r.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Mesela \u201cdenir\u201d ve \u201cdeniz\u201d kelimeleri bu varsay\u0131ma g\u00f6re ayn\u0131 \u201cdeni\u201d k\u00f6k\u00fcnde temsil edilecektir. <\/span><b>Oysa her iki kelime birbirinden \u00e7ok uzak kavramlar\u0131 ifade etmektedir.<\/b><\/p><p>\u00a0<\/p><h3><strong>Derin \u00d6\u011frenme Mimarisi (Deep Learning Model Architecture)<\/strong><\/h3><p><b>Dikkat mekanizmalar\u0131 ile birlikte hangi kelimelerin sonucun \u00fcretilmesinde daha etkili oldu\u011funa karar verip ona g\u00f6re o kelimelerin a\u011f\u0131rl\u0131klar\u0131n\u0131 g\u00fcnceller. <\/b><span style=\"font-weight: 400;\">Ayr\u0131ca g\u00f6rselle\u015ftirmeye izin vererek modelin kararlar\u0131n\u0131n daha anla\u015f\u0131l\u0131r olmas\u0131n\u0131 sa\u011flayan bir tekniktir.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Bahsedilen modelde kullan\u0131lan dikkat mekanizmas\u0131n\u0131n (attention mechanism) sayesinde, metnin hangi b\u00f6l\u00fcmlerinde atama yap\u0131lan s\u0131n\u0131fa dair daha fazla bilgi oldu\u011fu da g\u00f6rselle\u015ftirilebilmektedir (highlighting).<\/span><\/p><h2>\u00a0<\/h2><h3><strong>Artiwise M\u00fc\u015fterinin Sesi (VoC) Platformu ile Veri Analizinin Potansiyelinden Yararlan\u0131n!<\/strong><\/h3><p><b>Artiwise, \u00e7e\u015fitli ileti\u015fim kanallar\u0131ndan gelen m\u00fc\u015fteri verilerini anl\u0131k bir \u015fekilde takip ve analiz eden kapsaml\u0131 bir<\/b> <b>VoC (M\u00fc\u015fterinin Sesi) platformudur.<\/b><\/p><p><span style=\"font-weight: 400;\">Artiwise\u2019\u0131n<\/span><span style=\"font-weight: 400;\"> yapay zeka <\/span><span style=\"font-weight: 400;\">destekli veri ve<\/span><span style=\"font-weight: 400;\"> metin analizi <\/span><span style=\"font-weight: 400;\">yetenekleri m\u00fc\u015fteri sesli ya da yaz\u0131l\u0131 m\u00fc\u015fteri geri bildirimlerinin detayl\u0131 bir \u015fekilde ay\u0131klanmas\u0131n\u0131, kategorize edilmesini ve bu geri bildirimlerin aksiyon al\u0131nabilir i\u00e7 g\u00f6r\u00fclere d\u00f6n\u00fc\u015fmesini sa\u011flar.<\/span><\/p><p><span style=\"font-weight: 400;\">M\u00fc\u015fteri verilerini do\u011fru bir \u015fekilde analiz edip <\/span><span style=\"font-weight: 400;\">s\u00fcrd\u00fcr\u00fclebilir m\u00fc\u015fteri memnuniyeti<\/span><span style=\"font-weight: 400;\"> sa\u011flamak istiyorsan\u0131z hemen <\/span><a href=\"https:\/\/artiwise.com\/platform-overview\/\"><span style=\"font-weight: 400;\">bizimle ileti\u015fime ge\u00e7in<\/span><\/a><span style=\"font-weight: 400;\">. <\/span><b>\u00dccretsiz POC servisimizle, Artiwise\u2019\u0131n yeteneklerini ke\u015ffetmenizi sa\u011flayal\u0131m!<\/b><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>G\u00fcn\u00fcm\u00fcz\u00fcn dijital \u00e7a\u011f\u0131nda, \u015firketler i\u00e7in en de\u011ferli varl\u0131k haline gelen \u015fey nedir diye sorsak, muhtemelen veri cevab\u0131n\u0131 al\u0131r\u0131z.\u00a0 Veri, \u015firketlerin pazar trendlerini belirlemesine, m\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131 anlamas\u0131na ve stratejik kararlar almas\u0131na yard\u0131mc\u0131 oluyor. Ancak, bu de\u011ferli varl\u0131kla ba\u015fa \u00e7\u0131kmak ve onu etkili bir \u015fekilde y\u00f6netmek, beraberinde baz\u0131 zorluklar\u0131 da getiriyor. \u015eirketlerin kar\u015f\u0131la\u015ft\u0131\u011f\u0131 en b\u00fcy\u00fck zorluklardan biri, [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":3254,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[110],"tags":[],"sektor":[133],"class_list":["post-3253","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-post","sektor-cx-genel"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Metin Madencili\u011fi ve Metin S\u0131n\u0131fland\u0131rma | Artiwise<\/title>\n<meta name=\"description\" content=\"Metin Madencili\u011fi ve Metin S\u0131n\u0131fland\u0131rma tekniklerini \u00f6\u011frenmek ister misiniz? 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