{"id":3169,"date":"2024-05-07T16:27:56","date_gmt":"2024-05-07T16:27:56","guid":{"rendered":"https:\/\/artiwise.com\/tr\/?p=3169"},"modified":"2026-02-27T08:20:52","modified_gmt":"2026-02-27T08:20:52","slug":"dogal-dil-isleme-natural-language-processing-nedir","status":"publish","type":"post","link":"https:\/\/artiwise.com\/tr\/2024\/05\/07\/dogal-dil-isleme-natural-language-processing-nedir\/","title":{"rendered":"Do\u011fal Dil \u0130\u015fleme (Natural Language Processing) Nedir?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3169\" class=\"elementor elementor-3169\" 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<h2><strong>Do\u011fal Dil \u0130\u015fleme (NLP) <\/strong><span style=\"font-weight: 400;\"><strong>Teknolojisine Detayl\u0131 Bir Bak\u0131\u015f<\/strong> <\/span><\/h2><p><b>NLP (Natural Language Processing), <\/b><b>T\u00fcrk\u00e7e ismiyle<\/b><b> Do\u011fal Dil \u0130\u015fleme (DD\u0130)<\/b><b>, g\u00fcn\u00fcm\u00fczde bir \u00e7ok alanda farkl\u0131 ama\u00e7lar ile kullan\u0131lmaktad\u0131r.\u00a0<\/b><\/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\/11-1024x683.jpg\" class=\"attachment-large size-large wp-image-3172\" alt=\"Natural Language Processing\" srcset=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/11-1024x683.jpg 1024w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/11-300x200.jpg 300w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/11-768x512.jpg 768w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/11.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-bca8825 elementor-widget elementor-widget-text-editor\" data-id=\"bca8825\" 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;\">Do\u011fal Dil i\u015fleme Projeleri<\/span><span style=\"font-weight: 400;\">, m\u00fc\u015fteri geri bildirim analizi, <\/span><span style=\"font-weight: 400;\">\u00e7a\u011fr\u0131 kalitesi \u00f6l\u00e7\u00fcm\u00fc<\/span><span style=\"font-weight: 400;\">,<\/span><a href=\"https:\/\/artiwise.com\/tr\/musteri-hizmetleri\/\"><span style=\"font-weight: 400;\"> m\u00fc\u015fteri hizmetlerinin<\/span><\/a><span style=\"font-weight: 400;\"> otomatikle\u015ftirmesi ve <\/span><span style=\"font-weight: 400;\">m\u00fc\u015fterinin sesi<\/span><span style=\"font-weight: 400;\"> operasyonlar\u0131n\u0131n iyile\u015ftirilmesi gibi bir\u00e7ok alanda uygulanabilir. <\/span><span style=\"font-weight: 400;\">Ayni zamanda m\u00fc\u015fteri memnuniyeti sa\u011flamak<\/span><span style=\"font-weight: 400;\">, operasyonel verimlili\u011fi y\u00fckseltme ve rekabet avantaj\u0131 elde etmeyi de sa\u011flayabilir.<\/span><\/p><p><b>Bu yaz\u0131m\u0131zda Do\u011fal Dil \u0130\u015fleme (NLP) teknolojisinin t\u00fcm detaylar\u0131n\u0131 payla\u015faca\u011f\u0131z<\/b><span style=\"font-weight: 400;\">, <\/span><span style=\"font-weight: 400;\">Do\u011fal Dil i\u015fleme analiz y\u00f6ntemleri<\/span><span style=\"font-weight: 400;\"> ve\u00a0 <\/span><span style=\"font-weight: 400;\">Do\u011fal Dil \u0130\u015fleme \u00f6rneklerini<\/span><span style=\"font-weight: 400;\"> ke\u015ffedece\u011fiz.<\/span><\/p><h2>\u00a0<\/h2><h3><strong>Do\u011fal Dil \u0130\u015fleme (NLP) Nedir?<\/strong><\/h3><p><span style=\"font-weight: 400;\">Do\u011fal Dil \u0130\u015fleme (DD\u0130), <\/span><span style=\"font-weight: 400;\">yapay zek\u00e2<\/span><span style=\"font-weight: 400;\">n\u0131n bir alt dal\u0131d\u0131r. Amac\u0131, insanlar\u0131n kulland\u0131\u011f\u0131 do\u011fal dilin analiz edilerek anla\u015f\u0131labilmesi ve \u00e7\u0131kt\u0131lara d\u00f6n\u00fc\u015ft\u00fcr\u00fclebilmesidir. Bu alanda <\/span><span style=\"font-weight: 400;\">metin analiti\u011fi<\/span><span style=\"font-weight: 400;\"> ve ara\u015ft\u0131rma yap\u0131l\u0131r. K\u0131sacas\u0131, <\/span><b>insanlar ve do\u011fal dili \u00e7\u00f6z\u00fcmleyen bilgisayarlar aras\u0131ndaki ili\u015fkiyi anlamland\u0131ran bir <\/b><b>yapay zek\u00e2<\/b><b> fonksiyonudur.<\/b><\/p><p><span style=\"font-weight: 400;\">Dilbilimcilerin dilin yap\u0131s\u0131n\u0131 ve kurallar\u0131n\u0131 a\u00e7\u0131klamak i\u00e7in geli\u015ftirdikleri teoriler, <\/span><span style=\"font-weight: 400;\">yapay zeka do\u011fal dil i\u015fleme<\/span><span style=\"font-weight: 400;\">\u2019nin dildeki desenleri tan\u0131mas\u0131na ve i\u015flemesine yard\u0131mc\u0131 olur. Ayn\u0131 \u015fekilde, NLP&#8217;nin geli\u015fimi, dil bilimindeki ke\u015fiflere dayal\u0131 olarak dilin i\u015flenmesi ve anla\u015f\u0131lmas\u0131 i\u00e7in yeni yakla\u015f\u0131mlar\u0131n geli\u015ftirilmesine katk\u0131da bulunur.<\/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-a642889 elementor-widget elementor-widget-image\" data-id=\"a642889\" 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 decoding=\"async\" width=\"752\" height=\"1024\" src=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/01-752x1024.jpg\" class=\"attachment-large size-large wp-image-3173\" alt=\"\" srcset=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/01-752x1024.jpg 752w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/01-220x300.jpg 220w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/01-768x1046.jpg 768w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/01-1128x1536.jpg 1128w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/01-1504x2048.jpg 1504w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/01-scaled.jpg 1880w\" sizes=\"(max-width: 752px) 100vw, 752px\" \/>\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-ead11e1 elementor-widget elementor-widget-text-editor\" data-id=\"ead11e1\" 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<h3><strong>Do\u011fal Dil \u0130\u015fleme (NLP) Teknikleri\u00a0<\/strong><\/h3><p><span style=\"font-weight: 400;\">Do\u011fal dil i\u015fleme, bilgisayarlar\u0131n metinleri daha iyi anlamas\u0131na yard\u0131mc\u0131 olmak i\u00e7in iki temel tekni\u011fi kullan\u0131r: <\/span><b>s\u00f6zdizimsel analiz<\/b><span style=\"font-weight: 400;\"> ve <\/span><b>anlamsal analiz.\u00a0<\/b><\/p><p><span style=\"font-weight: 400;\">S\u00f6zdizimsel analiz, c\u00fcmle yap\u0131s\u0131n\u0131 belirler ve kelime ili\u015fkilerini incelerken anlamsal analiz, metnin anlam\u0131n\u0131 \u00e7\u00f6zmeye odaklan\u0131r ve kelime anlamlar\u0131n\u0131 ara\u015ft\u0131r\u0131r.<\/span><\/p><p>\u00a0<\/p><h4><strong>S\u00f6zdizimsel Analiz<\/strong><\/h4><p><span style=\"font-weight: 400;\">S\u00f6zdizimsel analiz ya da ayr\u0131\u015ft\u0131rma, c\u00fcmle yap\u0131s\u0131n\u0131, kelimelerin d\u00fczenlenme bi\u00e7imini ve kelimeler aras\u0131ndaki ili\u015fkiyi belirlemek i\u00e7in dilbilgisi kurallar\u0131n\u0131 kullanarak metni inceler. Bu analizin baz\u0131 g\u00f6revleri aras\u0131nda<\/span><b> sembolizasyon, konu\u015fma etiketlemesi<\/b><span style=\"font-weight: 400;\">,<\/span><b> lemmatizasyon<\/b><span style=\"font-weight: 400;\"> ve <\/span><b>k\u00f6kten t\u00fcretme<\/b><span style=\"font-weight: 400;\"> bulunur.<\/span><\/p><h5><span style=\"font-weight: 400;\"><br \/><\/span><strong>Konu\u015fmay\u0131 Yaz\u0131ya D\u00f6n\u00fc\u015ft\u00fcrme (Speech2text)<\/strong><\/h5><p><b>Speech2text<\/b><b>, es kayd\u0131 olarak elde edilen bir ifadenin yaz\u0131l\u0131 bi\u00e7ime d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesidir. <\/b><span style=\"font-weight: 400;\">Yaz\u0131ya d\u00f6n\u00fc\u015ft\u00fcrme algoritmalar\u0131nda NLP alan\u0131n\u0131n deste\u011fi sinyal i\u015fleme algoritmalar\u0131n\u0131n tespit etti\u011fi sesleri dil modeli \u00fczerinde i\u015fleyerek en seslerle olu\u015fturulabilecek en olas\u0131 kelime ve c\u00fcmleleri olu\u015fturmakt\u0131r.\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-f39ced6 elementor-widget elementor-widget-image\" data-id=\"f39ced6\" 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 decoding=\"async\" width=\"800\" height=\"757\" src=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/02-1024x969.jpg\" class=\"attachment-large size-large wp-image-3174\" alt=\"\" srcset=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/02-1024x969.jpg 1024w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/02-300x284.jpg 300w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/02-768x727.jpg 768w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/02-1536x1454.jpg 1536w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/02-2048x1939.jpg 2048w\" 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-4cf0591 elementor-widget elementor-widget-text-editor\" data-id=\"4cf0591\" 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<h5><strong>Dil Tespiti (Language Detection)\u00a0<\/strong><\/h5><p><b>Bir metnin hangi dilde yaz\u0131lm\u0131\u015f oldu\u011funun otomatik tespit edilmesidir. <\/b><span style=\"font-weight: 400;\">Bu i\u015flemin yap\u0131labilmesi i\u00e7in yayg\u0131n kullan\u0131lan \u00e7e\u015fitli y\u00f6ntemlerden baz\u0131lar\u0131 alttaki gibidir:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Dil biliminin \u00e7\u0131kar\u0131msad\u0131\u011f\u0131 dil kurallar\u0131 kullan\u0131larak metnin hangi dil oldu\u011funun kural tabanl\u0131 bir sistemle belirlenmesi<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Bir dile ait \u00e7ok say\u0131da veriden olu\u015fan bir veritaban\u0131nda ngram analizi yap\u0131larak test edilecek veride ge\u00e7en kelime ve kelime gruplar\u0131n\u0131n bu dilde kullan\u0131lanlarla uyumunun \u00f6l\u00e7\u00fclerek skorlanmas\u0131<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Do\u011fal dil i\u015fleme algoritmalar\u0131<\/span><span style=\"font-weight: 400;\"> yard\u0131m\u0131yla her dil bir s\u0131n\u0131f olacak \u015fekilde e\u011fitilen modellerin kullan\u0131m\u0131<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ngram analizi, bir metin i\u00e7inde art arda gelen kelimeler veya harfer dizisinin s\u0131kl\u0131klar\u0131n\u0131 dikkate alarak genellikle metin i\u00e7inde hangi \u00f6r\u00fcnt\u00fclerin s\u0131kl\u0131kla ge\u00e7ti\u011fini belirlemek i\u00e7in yap\u0131lan analizlerde kullan\u0131l\u0131r.<\/span><span style=\"font-weight: 400;\">\u00a0<\/span><\/li><\/ul><h5>\u00a0<\/h5><h5><strong>C\u00fcmle B\u00f6l\u00fcmleme (Sentence Segmentation)<\/strong><\/h5><p><b>Paragraf veya daha b\u00fcy\u00fck bir b\u00fct\u00fcn olarak bulunan metni c\u00fcmlelere veya kullan\u0131m alan\u0131na g\u00f6re fikir belirten daha k\u00fc\u00e7\u00fck b\u00f6lgelere (opinion unit) ay\u0131rma i\u015fidir.<\/b><\/p><p><span style=\"font-weight: 400;\">Bu konuda yap\u0131lan \u00e7al\u0131\u015fmalar ba\u015flang\u0131\u00e7ta kural tabanl\u0131 olarak, noktalama ve b\u00fcy\u00fck harf kullan\u0131m\u0131, s\u00f6z dizimi yap\u0131s\u0131na uyum gibi analizlerle \u00e7\u00f6z\u00fcmler \u00fcretmi\u015ftir. Fakat bu y\u00f6ntemler \u00f6zellikle g\u00fcn\u00fcm\u00fczde git gide artan kurals\u0131z sosyal medya, m\u00fc\u015fteri yorumu gibi verilerde y\u00fcksek ba\u015far\u0131 sa\u011flayamam\u0131\u015ft\u0131r.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Daha g\u00fcncel \u00e7al\u0131\u015fmalar daha \u00e7ok g\u00fcd\u00fcml\u00fc makine \u00f6\u011frenmesi y\u00f6ntemleri ve dil modelleri ile c\u00fcmleyi anlamsal olarak b\u00f6lmeye \u00f6nem veren derin \u00f6\u011frenme modelleri ile yap\u0131lmaktad\u0131r.<\/span><\/p><h3>\u00a0<\/h3><h5><strong>K\u00fc\u00e7\u00fck Harfe D\u00f6n\u00fc\u015ft\u00fcrme (Lowercase Converter)<\/strong><\/h5><p><b>B\u00fcy\u00fck harf kullan\u0131m\u0131n\u0131n \u00f6nemli olmad\u0131\u011f\u0131 durumlarda kelimelerin ortak olmas\u0131n\u0131 daha rahat yakalayabilmek i\u00e7in t\u00fcm harfleri k\u00fc\u00e7\u00fck harfe \u00e7evirir.<\/b><span style=\"font-weight: 400;\"> En basit i\u015flemlerden olan bu ad\u0131mda bile dil parametresine dikkat edilmezse beklenmedik hatalar \u00e7\u0131kabilir.<\/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-1ba56dc elementor-widget elementor-widget-image\" data-id=\"1ba56dc\" 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 loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"440\" src=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/03-1024x563.jpg\" class=\"attachment-large size-large wp-image-3175\" alt=\"\" srcset=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/03-1024x563.jpg 1024w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/03-300x165.jpg 300w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/03-768x422.jpg 768w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/03-1536x845.jpg 1536w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/03-2048x1126.jpg 2048w\" 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-58b7dde elementor-widget elementor-widget-text-editor\" data-id=\"58b7dde\" 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<h5><strong>Terimlere Ay\u0131rma (Tokenization)<\/strong><\/h5><p><b>Metni kullan\u0131m amac\u0131na g\u00f6re i\u015flenebilir birimlere b\u00f6ler. <\/b><span style=\"font-weight: 400;\">Bu b\u00f6l\u00fcmler bazen kelimeler, bazen c\u00fcmleler bazen de paragraflar veya tam ters y\u00f6nde heceler vs olabilir. Kullan\u0131m alanlar\u0131n\u0131n \u00e7o\u011funda anlam kelimelerin kullan\u0131m\u0131 ile belirlendi\u011fi i\u00e7in kelimeler terim olarak kullan\u0131lmaktad\u0131r.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Kelimelere ay\u0131rma i\u015flemi yap\u0131l\u0131rken yine ilgili g\u00f6reve g\u00f6re birle\u015fik kelimelerin ayr\u0131lmas\u0131, alfanumerik olmayan karakterlerin dahil edilmesi gibi durumlarda g\u00f6reve \u00f6zel karar verilmesi gerekebilir.<\/span><\/p><h5>\u00a0<\/h5><h5><strong>Gereksiz Kelime Ay\u0131klama (Stopwords Removal)\u00a0<\/strong><\/h5><p><b>Yap\u0131lacak analizlerde bir katk\u0131 sa\u011flamayan ve \u00e7ok s\u0131k ge\u00e7ti\u011fi i\u00e7in analizlerde \u00f6ne \u00e7\u0131kan kelimelerin ay\u0131klanmas\u0131 i\u015flemidir. (\u00f6r: ve, ama, bir, \u015fey\u2026)<\/b><\/p><p><span style=\"font-weight: 400;\">Bu kelimelerin ay\u0131klanmas\u0131 \u00f6zellikle veri i\u00e7inde kelime bazl\u0131 bilgi \u00e7\u0131kar\u0131lmas\u0131 gerekti\u011fi durumlarda \u00f6nemlidir.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Gereksiz kelimelerin ay\u0131klanmadan analizlere dahil edilmesi durumunda Ngram analizlerinde \u00f6zellikle gereksiz kelimelerin araya gelmesinden dolay\u0131 Ngramlar\u0131n s\u0131kl\u0131klar\u0131 do\u011fru bir \u015fekilde \u00f6l\u00e7\u00fclemeyebilir.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Veya kelimelerin sadece varl\u0131klar\u0131 ile \u00f6\u011frenen modellerde konu ile ilgisi olmayan gereksiz kelimelerin metne eklenmesi atanacak s\u0131n\u0131f\u0131 beklenmedik \u015fekilde de\u011fi\u015ftirebilir.<\/span><\/p><h5>\u00a0<\/h5><h5><strong>\u0130stenmeyen \u00d6r\u00fcnt\u00fc Ay\u0131klama (Unwanted Pattern)<\/strong><\/h5><p><b>Metnin kayna\u011f\u0131na veya i\u00e7eri\u011fine ba\u011fl\u0131 olarak ortaya \u00e7\u0131k\u0131p metinlere anlamsal katk\u0131 sa\u011flamayan \u00f6r\u00fcnt\u00fclerin ay\u0131klanmas\u0131 i\u015flemidir.<\/b><span style=\"font-weight: 400;\"> (web sitesi linkleri, twitter etiketleri, hex karakterler vb.)<\/span><\/p><p><span style=\"font-weight: 400;\">\u00d6zellikle internet sitelerinden otomatik olarak \u00e7ekilen verilerde istenmeyen karakterler s\u0131kl\u0131kla kar\u015f\u0131la\u015f\u0131lan bir durumdur.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Bu verilerin ay\u0131klanmas\u0131 s\u00fcrecinde genellikle belirli \u00f6r\u00fcnt\u00fcleri yakalayan kurallar olu\u015fturmakla beraber terimlerin s\u0131kl\u0131klar\u0131 ve anlamasal analizleri yap\u0131larak bu \u00f6r\u00fcnt\u00fclerin tespitinin de otomatikle\u015ftirildi\u011fi algoritmalar kullan\u0131mdad\u0131r.<\/span><\/p><p>\u00a0<\/p><h5><strong>C\u00fcmle \u00d6gelerini Belirleme (Part of Speech Tagging)<\/strong><\/h5><p><b>C\u00fcmle i\u00e7indeki kelime veya kelime gruplar\u0131n\u0131n c\u00fcmlenin hangi \u00f6\u011fesine hangi g\u00f6revle ba\u011fl\u0131 oldu\u011fu bilgisi ile etiketlenmesidir. <\/b><span style=\"font-weight: 400;\">Bu i\u015flem i\u00e7in dil i\u00e7indeki s\u00f6z dizimi kurallar\u0131 kullan\u0131labildi\u011fi dil modelleri veya kelime vekt\u00f6rlerinin yard\u0131m\u0131yla e\u011fitilen g\u00fcd\u00fcml\u00fc \u00f6\u011frenme algoritmalar\u0131 da s\u0131kl\u0131kla bu i\u015flem i\u00e7in kullan\u0131lmaktad\u0131r.<\/span><\/p><h5>\u00a0<\/h5><h4><strong>Anlamsal Analiz<\/strong><\/h4><p><b>Anlamsal analiz, metnin anlam\u0131n\u0131 \u00e7\u00f6zmeye odaklan\u0131r.<\/b><span style=\"font-weight: 400;\"> \u0130lk olarak, her kelimenin anlam\u0131n\u0131 inceler (s\u00f6zc\u00fcksel anlam bilimi). Daha sonra, kelimelerin bir araya gelmesinin ve ba\u011flam i\u00e7inde ne anlama geldi\u011finin ara\u015ft\u0131r\u0131lmas\u0131na ge\u00e7er. Anlamsal analizin temel alt g\u00f6revleri aras\u0131nda kelime anlam\u0131ndaki belirsizli\u011fin giderilmesi ve ili\u015fki \u00e7\u0131kar\u0131m\u0131 yer al\u0131r.<\/span><\/p><h5>\u00a0<\/h5><h5><strong>Yaz\u0131m D\u00fczeltme (Spelling Correction)<\/strong><\/h5><p><b>Yaz\u0131m hatalar\u0131n\u0131n otomatik olarak tespit edilip d\u00fczeltilmesidir.<\/b><span style=\"font-weight: 400;\"> Bu d\u00fczenlemelerde genellikle benzerlik algoritmalar\u0131 ve dil modelleri kullan\u0131lmaktad\u0131r.<\/span><\/p><p><span style=\"font-weight: 400;\">Dil modelleri (Language Models) bir dilin yapay bir g\u00f6rev ile derin \u00f6\u011frenme methodlar\u0131yla e\u011fitilerek dil i\u00e7indeki kelime, kelime grubu ve c\u00fcmlelerin ak\u0131\u015f\u0131n\u0131n makineye \u00f6\u011fretilmesiyle olu\u015fan haz\u0131r modellerdir. Bu modeller genellikle bir sonraki kelimenin veya bir sonraki c\u00fcmlenin tahmin edilmesi veya c\u00fcmle i\u00e7inde maskelenmi\u015f verilerin tahmin edilmesi gibi g\u00f6revler ile e\u011fitilir.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Bu g\u00f6revlerle yap\u0131lan e\u011fitimlerde sistem g\u00f6revi ba\u015far\u0131yla tamamlamak i\u00e7in t\u00fcm kelime ve c\u00fcmleler aras\u0131ndaki ba\u011flant\u0131lar\u0131 kendince anlam\u0131\u015f olmal\u0131d\u0131r. <\/span><b>Bu yap\u0131 olu\u015fturulduktan sonra pek \u00e7ok NLP g\u00f6revinde yard\u0131mc\u0131 olarak rol alabilir.<\/b><\/p><p><span style=\"font-weight: 400;\">Yaz\u0131m d\u00fczeltme algoritmalar\u0131nda da dil modelleri o zamana kadar gelen kelimelere g\u00f6re bir sonraki muhtemel kelime i\u00e7in \u00f6neriler olu\u015fturabilir. Ve bu \u00f6neriler i\u00e7inden benzerlik algoritmas\u0131yla hatal\u0131 yaz\u0131ma en benzer olan \u00f6neri kullan\u0131labilir.<\/span><\/p><h5><br \/><br \/><\/h5><h5><strong>Karakter D\u00fczeltme (Declassification)<\/strong><\/h5><p><b>T\u00fcrk\u00e7e karakter kullan\u0131lmadan yaz\u0131lm\u0131\u015f ifadelerdeki bu karakterlerin do\u011fru T\u00fcrk\u00e7e versiyonlar\u0131 ile de\u011fi\u015ftirilmesidir. <\/b><span style=\"font-weight: 400;\">Bu i\u015flem yap\u0131l\u0131rken T\u00fcrk\u00e7e\u2019nin yap\u0131sal \u00f6zelliklerinden faydalan\u0131lmaktad\u0131r.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Dilimizde bulunan en temelleri k\u00fc\u00e7\u00fck \u00fcnl\u00fc uyumu, benze\u015fme vb. Olan yap\u0131sal kurallara uyum kontrol edilerek karakterlerde d\u00fczenleme yap\u0131lmas\u0131 en genel y\u00f6ntemdir. Bu kurallara ek olarak metnin ak\u0131\u015f\u0131n\u0131n da dikkate al\u0131nmas\u0131yla yaz\u0131m d\u00fczeltme gibi daha genel kullan\u0131ml\u0131 algoritmalar ortaya \u00e7\u0131kmaktad\u0131r.<\/span><\/p><p>\u00a0<\/p><h5><strong>Kelime Anlam \u00c7\u00f6z\u00fcmlemesi (Word Sense Disambiguation)\u00a0<\/strong><\/h5><p><b>Metinde kullan\u0131lan kelimelerin olas\u0131 anlamlar\u0131 aras\u0131nda do\u011fru anlam\u0131n se\u00e7ilmesi i\u015flemidir.<\/b><span style=\"font-weight: 400;\"> Bu i\u015flemin sa\u011fl\u0131kl\u0131 i\u015fletilebilmesi i\u00e7in kullan\u0131lacak algoritmada sa\u011flam bir dil modeli bulunmas\u0131 \u00f6nemlidir.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Alternatif olarak s\u00f6z dizimleri ile de kelime tipine g\u00f6re se\u00e7im yapan algoritmalar bulunmakla beraber genel ba\u015far\u0131lar\u0131 dil modeli kullanan sistemlere g\u00f6re zay\u0131f kalmaktad\u0131r. \u00d6rnek: Y\u00fcz verdik tepemize \u00e7\u0131kt\u0131lar. Numaram be\u015f y\u00fcz on. Sporcuyu daha h\u0131zl\u0131 y\u00fczs\u00fcn diye y\u00fcreklendirmeye \u00e7al\u0131\u015ft\u0131lar.<\/span><\/p><p><span style=\"font-weight: 400;\">Mesela yukar\u0131daki metinlerde y\u00fcz kelimesi farkl\u0131 anlamlarda kullan\u0131lm\u0131\u015ft\u0131r. Bu anlamlar\u0131n birbirinden ayr\u0131lmas\u0131 kelime anlam \u00e7\u00f6z\u00fcmlemesinin konusudur.<\/span><\/p><h5>\u00a0<\/h5><h5><strong>\u00d6zde\u015fik \u00c7\u00f6z\u00fcmleme (Coreference Resolution)<\/strong><\/h5><p><b>Bir metinde ayn\u0131 varl\u0131\u011fa veya kavrama referans yapan t\u00fcm ifadelerin belirlenmesi ve ili\u015fkilendirilmesi i\u015flemidir. <\/b><span style=\"font-weight: 400;\">Bu teknik, metnin anlam\u0131n\u0131 daha iyi anlamak ve do\u011fru bir \u015fekilde yorumlamak i\u00e7in kullan\u0131l\u0131r. \u00d6zellikle makine \u00e7evirisi, metin \u00f6zetleme veya bilgi \u00e7\u0131karma gibi do\u011fal dil i\u015fleme uygulamalar\u0131nda \u00f6nemli bir rol oynar.<\/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-c794cf0 elementor-widget elementor-widget-image\" data-id=\"c794cf0\" 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 loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"513\" src=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/04-1024x657.jpg\" class=\"attachment-large size-large wp-image-3176\" alt=\"\" srcset=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/04-1024x657.jpg 1024w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/04-300x193.jpg 300w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/04-768x493.jpg 768w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/04-1536x986.jpg 1536w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/04-2048x1314.jpg 2048w\" 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-e73f2d0 elementor-widget elementor-widget-text-editor\" data-id=\"e73f2d0\" 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<h5><strong>Morfolojik Analiz (Morphological Analysis)<\/strong><\/h5><p><b>Kelimeleri tipine g\u00f6re (isim, fiil, s\u0131fat vb) s\u0131n\u0131fland\u0131rarak c\u00fcmledeki olas\u0131 kullan\u0131m g\u00f6revinin tespitine yard\u0131mc\u0131 olur.<\/b><span style=\"font-weight: 400;\"> Bu bilgi \u00f6zellikle varl\u0131k tan\u0131ma gibi kelimenin tipi ile yak\u0131ndan ilgili olan uygulamalarda \u00e7ok \u00f6nemlidir.<\/span><\/p><p><span style=\"font-weight: 400;\">Bu analiz i\u00e7in mevcut pek \u00e7ok kural tabanl\u0131 sistem vard\u0131r. Bu sistemler dil \u00fczerindeki s\u00f6z dizimi kurallar\u0131na ek olarak dile ait s\u00f6zl\u00fcklerden de faydalanarak kelimeleri grupland\u0131rabilmektedir.\u00a0<\/span><\/p><p>\u00a0<\/p><h5><strong>G\u00f6vdeleme (Lemmatization)\u00a0<\/strong><\/h5><p><b>G\u00f6vdeleme (Lemmatization), bir kelimenin \u00e7e\u015fitli \u00e7ekim ekleriyle farkl\u0131 formlara b\u00fcr\u00fcnm\u00fc\u015f halini en geni\u015f k\u00f6k haline d\u00f6n\u00fc\u015ft\u00fcrme i\u015flemidir.<\/b><span style=\"font-weight: 400;\"> Bu i\u015flem s\u0131ras\u0131nda yap\u0131m ekleri \u00e7\u0131kar\u0131l\u0131r, ancak anlam\u0131 de\u011fi\u015ftiren ekler korunur.\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-9b4fce4 elementor-widget elementor-widget-image\" data-id=\"9b4fce4\" 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 loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"466\" src=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/05-1024x596.jpg\" class=\"attachment-large size-large wp-image-3177\" alt=\"\" srcset=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/05-1024x596.jpg 1024w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/05-300x175.jpg 300w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/05-768x447.jpg 768w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/05-1536x893.jpg 1536w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/05-2048x1191.jpg 2048w\" 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-193c602 elementor-widget elementor-widget-text-editor\" data-id=\"193c602\" 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<h5><strong>K\u00f6ke \u0130ndirgeme (Stemming)\u00a0<\/strong><\/h5><p><b>K\u00f6ke \u0130ndirgeme (Stemming) ise kelimenin \u00e7ekim ve yap\u0131m eklerini tamamen \u00e7\u0131kararak ayn\u0131 anlam\u0131 ta\u015f\u0131yan kelimelerin en k\u00fc\u00e7\u00fck ortak k\u00f6klerine indirgeme i\u015flemidir. <\/b><span style=\"font-weight: 400;\">Bu y\u00f6ntemde, kelimenin k\u00f6k\u00fc olu\u015fturan ortak \u00f6\u011feler tespit edilir ve bu \u00f6\u011feler di\u011fer kelimelerden \u00e7\u0131kar\u0131larak temel k\u00f6k elde edilir.\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-08a8142 elementor-widget elementor-widget-image\" data-id=\"08a8142\" 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 loading=\"lazy\" decoding=\"async\" width=\"490\" height=\"1024\" src=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/07-490x1024.jpg\" class=\"attachment-large size-large wp-image-3179\" alt=\"\" srcset=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/07-490x1024.jpg 490w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/07-144x300.jpg 144w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/07-768x1604.jpg 768w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/07-736x1536.jpg 736w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/07-981x2048.jpg 981w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/07-scaled.jpg 1226w\" sizes=\"(max-width: 490px) 100vw, 490px\" \/>\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-f368109 elementor-widget elementor-widget-text-editor\" data-id=\"f368109\" 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<h5><strong>Normalizasyon (Text Normalization)<\/strong><\/h5><p><b>Metin i\u00e7inde ayn\u0131 anlam\u0131 payla\u015fan fakat c\u00fcmle i\u00e7indeki durumuna ba\u011fl\u0131 olarak farkl\u0131 \u00e7ekim ve yap\u0131m eki alm\u0131\u015f kelimelerin kullan\u0131m alan\u0131na g\u00f6re ortakla\u015ft\u0131r\u0131lmas\u0131n\u0131 sa\u011flayan ad\u0131mlard\u0131r.\u00a0<\/b><\/p><p><span style=\"font-weight: 400;\">Burada verilerin ortakla\u015ft\u0131r\u0131lmas\u0131, veri seyrekli\u011fi (data sparsity) nedeniyle algoritmalar\u0131n veriyi yeterince gruplay\u0131p anlamland\u0131ramad\u0131\u011f\u0131 durumlarda uyguland\u0131\u011f\u0131nda olduk\u00e7a faydal\u0131 olmaktad\u0131r.\u00a0<\/span><\/p><h5>\u00a0<\/h5><h3><strong>Do\u011fal Dil \u0130\u015fleme Kullan\u0131m Alanlar\u0131<\/strong><\/h3><p><span style=\"font-weight: 400;\">Do\u011fal dil i\u015fleme, <\/span><span style=\"font-weight: 400;\">metin analizi<\/span><span style=\"font-weight: 400;\">, <\/span><a href=\"https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/\"><span style=\"font-weight: 400;\">duygu analizi<\/span><\/a><span style=\"font-weight: 400;\">, otomatik \u00e7eviri gibi \u015fekilde kullan\u0131l\u0131rken, arama motorlar\u0131, sosyal medya analizi, dil \u00f6\u011frenme uygulamalar\u0131 gibi bir\u00e7ok alanda da kar\u015f\u0131m\u0131za \u00e7\u0131kabilir. Bu teknoloji \u015firketlere\u00a0 <\/span><span style=\"font-weight: 400;\">m\u00fc\u015fteri memnuniyeti ve m\u00fc\u015fteri sadakati <\/span><span style=\"font-weight: 400;\">art\u0131rma konusunda b\u00fcy\u00fck bir avantaj sa\u011flar.<\/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-0de2251 elementor-widget elementor-widget-image\" data-id=\"0de2251\" 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 loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"466\" src=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/06-1024x596.jpg\" class=\"attachment-large size-large wp-image-3178\" alt=\"\" srcset=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/06-1024x596.jpg 1024w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/06-300x175.jpg 300w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/06-768x447.jpg 768w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/06-1536x893.jpg 1536w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/05\/06-2048x1191.jpg 2048w\" 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-36c3786 elementor-widget elementor-widget-text-editor\" data-id=\"36c3786\" 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<h3><strong>Artiwise\u2019\u0131n Do\u011fal Dil \u0130\u015fleme ve Duygu Analizi Yetenekleri ile M\u00fc\u015fteri Deneyimini \u0130yile\u015ftirin!<\/strong><\/h3><p><b>Artiwise <\/b><b>M\u00fc\u015fterinin Sesi <\/b><b>(VoC) Platformu, <\/b><span style=\"font-weight: 400;\">geleneksel anket tabanl\u0131 y\u00f6ntemlerin \u00f6tesine ge\u00e7erek m\u00fc\u015fteri geri bildirimlerini DD\u0130 ve <\/span><span style=\"font-weight: 400;\">duygu analizi <\/span><span style=\"font-weight: 400;\">teknikleriyle i\u015fler.<\/span><\/p><p><span style=\"font-weight: 400;\">Bu da \u015firketlerin, m\u00fc\u015fteri alg\u0131 ve duygular\u0131n\u0131<\/span><span style=\"font-weight: 400;\"> k\u00f6k neden analizi <\/span><span style=\"font-weight: 400;\">\u00e7\u0131kt\u0131lar\u0131 \u00fczerinden anlamas\u0131n\u0131 sa\u011flar. Platformun sekt\u00f6re \u00f6zel sundu\u011fu analiz ve <\/span><span style=\"font-weight: 400;\">yapay zeka<\/span><span style=\"font-weight: 400;\"> temelli aksiyon \u00f6neri modelleri ile kullan\u0131c\u0131lar <\/span><a href=\"https:\/\/artiwise.com\/tr\/musteri-deneyimi\/\"><span style=\"font-weight: 400;\">m\u00fc\u015fteri deneyimini<\/span><\/a><span style=\"font-weight: 400;\"> radikal bir \u015fekilde geli\u015ftirebilirler.\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-5974855 elementor-widget elementor-widget-image\" data-id=\"5974855\" 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 loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"662\" src=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/5-1-1024x847.png\" class=\"attachment-large size-large wp-image-2028\" alt=\"\" srcset=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/5-1-1024x847.png 1024w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/5-1-300x248.png 300w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/5-1-768x636.png 768w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/5-1-1536x1271.png 1536w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/5-1-54x45.png 54w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/5-1-97x80.png 97w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/5-1-366x303.png 366w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/5-1-846x700.png 846w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/5-1-1148x950.png 1148w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/5-1-1305x1080.png 1305w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/5-1.png 1740w\" 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-2eaf973 elementor-widget elementor-widget-text-editor\" data-id=\"2eaf973\" 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;\">Kolay entegrasyon ve g\u00fcvenlik \u00f6nlemleriyle desteklenen platform, \u015firketlere h\u0131zl\u0131 ve verimli bir \u015fekilde m\u00fc\u015fteri memnuniyetini art\u0131rma f\u0131rsat\u0131 da sunar. Artiwise ile <\/span><span style=\"font-weight: 400;\">m\u00fc\u015fteri i\u00e7g\u00f6r\u00fcs\u00fc<\/span><span style=\"font-weight: 400;\"> ve bildirimlerini de\u011ferlendirin ve \u015firketinizi rekabetin \u00f6n\u00fcnde tutun.<\/span><\/p><p><span style=\"font-weight: 400;\">1 haftal\u0131k \u00fccretsiz POC hizmetimizden yararlanmak ve<\/span><span style=\"font-weight: 400;\"> m\u00fc\u015fteri deneyimi<\/span><span style=\"font-weight: 400;\"> operasyonlar\u0131n\u0131zdaki f\u0131rsat ve tehditleri ke\u015ffetmek i\u00e7in <\/span><a href=\"https:\/\/artiwise.com\/poc-contact-us\/\"><span style=\"font-weight: 400;\">bizimle ileti\u015fime ge\u00e7in!<\/span><\/a><\/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>Do\u011fal Dil \u0130\u015fleme (NLP) Teknolojisine Detayl\u0131 Bir Bak\u0131\u015f NLP (Natural Language Processing), T\u00fcrk\u00e7e ismiyle Do\u011fal Dil \u0130\u015fleme (DD\u0130), g\u00fcn\u00fcm\u00fczde bir \u00e7ok alanda farkl\u0131 ama\u00e7lar ile kullan\u0131lmaktad\u0131r.\u00a0 Do\u011fal Dil i\u015fleme Projeleri, m\u00fc\u015fteri geri bildirim analizi, \u00e7a\u011fr\u0131 kalitesi \u00f6l\u00e7\u00fcm\u00fc, m\u00fc\u015fteri hizmetlerinin otomatikle\u015ftirmesi ve m\u00fc\u015fterinin sesi operasyonlar\u0131n\u0131n iyile\u015ftirilmesi gibi bir\u00e7ok alanda uygulanabilir. Ayni zamanda m\u00fc\u015fteri memnuniyeti sa\u011flamak, operasyonel [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":3170,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[110],"tags":[],"sektor":[133],"class_list":["post-3169","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>Do\u011fal Dil \u0130\u015fleme (NLP) Nedir? | Artiwise<\/title>\n<meta name=\"description\" content=\"Do\u011fal Dil \u0130\u015fleme (Natural Language Processing) teknolojisinin t\u00fcm detaylar\u0131n\u0131 \u00f6\u011frenmek ve Do\u011fal Dil i\u015fleme \u00d6rneklerini ke\u015ffetmek i\u00e7in blo\u011fumuza g\u00f6z at\u0131n!\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/artiwise.com\/tr\/2024\/05\/07\/dogal-dil-isleme-natural-language-processing-nedir\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Do\u011fal Dil \u0130\u015fleme (NLP) Nedir? 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