{"id":1285,"date":"2024-01-12T14:41:57","date_gmt":"2024-01-12T14:41:57","guid":{"rendered":"https:\/\/artiwise.cloud\/tr\/2024\/01\/12\/isimlendirilmis-varlik-tespiti-named-entity-recognition\/"},"modified":"2026-02-27T08:22:14","modified_gmt":"2026-02-27T08:22:14","slug":"isimlendirilmis-varlik-tespiti-named-entity-recognition","status":"publish","type":"post","link":"https:\/\/artiwise.com\/tr\/2024\/01\/12\/isimlendirilmis-varlik-tespiti-named-entity-recognition\/","title":{"rendered":"\u0130simlendirilmi\u015f Varl\u0131k Tespiti (Named Entity Recognition)"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"1285\" class=\"elementor elementor-1285\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-dc30681 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"dc30681\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-22c9cbf0\" data-id=\"22c9cbf0\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-58122df1 elementor-widget elementor-widget-text-editor\" data-id=\"58122df1\" 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><\/p>\n<p>Yapay Zeka, makinelerin insan gibi yeteneklere sahip olmas\u0131n\u0131 hedefleyen teknolojidir. Bir Yapay Zeka alan\u0131 olarak Do\u011fal Dil \u0130\u015fleme&#8217;nin (NLP) amac\u0131; do\u011fal dilleri makinelerle i\u015flemek, anlamak ve analiz etmektir. <strong><a href=\"https:\/\/tr.wikipedia.org\/wiki\/Do%C4%9Fal_dil#:~:text=Dil%20bilimi%2C%20dil%20felsefesi%20ve,olmaks%C4%B1z%C4%B1n%20tekrar%20edilerek%20evrilmi%C5%9F%20dildir.&amp;text=%C4%B0ngilizce%20ve%20T%C3%BCrk%C3%A7e%20gibi%20insan%20dilleri%20do%C4%9Fal%20dil%20%C3%B6rnekleridir.\">Do\u011fal diller, bilin\u00e7li planlama veya \u00f6nceden tasarlama olmaks\u0131z\u0131n insanlar\u0131n do\u011fal \u015fekillerde kullan\u0131m\u0131 ve tekrar\u0131 yoluyla evrimle\u015fmi\u015f dillerdir.<\/a><\/strong> \u0130simlendirilmi\u015f Varl\u0131k Tespiti (NER), NLP alan\u0131nda yap\u0131lan bir \u00e7al\u0131\u015fmad\u0131r ve bu yaz\u0131m\u0131zda \u0130simlendirilmi\u015f Varl\u0131k Tespiti ile ilgili konulara de\u011finece\u011fiz.<\/p>\n<p><\/p>\n<p><\/p>\n<p>\u0130simlendirilmi\u015f Varl\u0131k Tespiti, metinlerdeki varl\u0131klar\u0131n makineler taraf\u0131ndan belirlenmesi ve kategorize edilmesi i\u015flemidir. Varl\u0131klar NER sayesinde sahip olduklar\u0131 anlamlara g\u00f6re \u00f6nceden tan\u0131mlanm\u0131\u015f olan kategorilere ayr\u0131l\u0131r. Bu kategoriler ki\u015fileri, mekanlar\u0131, zaman\u0131 ya da gerekli di\u011fer varl\u0131klar\u0131 ifade edebilir.<\/p>\n<p><\/p>\n\n<p><\/p>\n<p>NER modeli metindeki varl\u0131klar\u0131 tespit eder ve ilgili kategorilere ay\u0131r\u0131r.<\/p>\n<p><\/p>\n<p><\/p>\n<p>NER modeli varl\u0131klar\u0131 fark ettik\u00e7e, sistem metnin anlam\u0131 hakk\u0131nda daha fazla bilgi al\u0131r, \u00e7\u00fcnk\u00fc konu\u015fulanlar\u0131n fark\u0131nda olmak anlat\u0131lan\u0131 anlamaya yard\u0131mc\u0131 olur.\u00a0 Sistem hem zekaya hem de bilgiye (e\u011fitim verisi) sahip olan ve bu sayede istenen sonucu verme becerisinde olan yap\u0131d\u0131r.<\/p>\n<p><\/p>\n<p><\/p>\n<p>Bir metin anlama sistemi yaln\u0131zca Do\u011fal Dil \u0130\u015fleme taraf\u0131ndan geli\u015ftirilebilir. Do\u011fal Dil \u0130\u015fleme, do\u011fal bir dili anlaman\u0131n zekas\u0131n\u0131 \u00f6\u011frenen bir sistemdir.<\/p>\n<p><\/p>\n<p><\/p>\n<p>NER, bir NLP \u00e7al\u0131\u015fmas\u0131 olarak metinlerdeki bilgilerin \u00e7\u0131kar\u0131lmas\u0131na yard\u0131mc\u0131 olur ve bu \u00e7al\u0131\u015fma &#8220;Bilgi \u00c7\u0131kar\u0131m\u0131&#8221; olarak adland\u0131r\u0131l\u0131r. Bilgi \u00c7\u0131kar\u0131m\u0131, yap\u0131land\u0131r\u0131lmam\u0131\u015f metinlerden (\u00f6rne\u011fin tweet\u2019lerden) yap\u0131land\u0131r\u0131lm\u0131\u015f bilgiler \u00e7\u0131karmay\u0131 ama\u00e7lar.<\/p>\n<p><\/p>\n<p><\/p>\n<p><em>NER bilgileri iki ad\u0131mda \u00e7\u0131kar\u0131r;<\/em><\/p>\n<p><strong><span style=\"color: inherit; font-family: inherit; font-size: inherit; font-style: inherit;\">1- Varl\u0131klar\u0131 Tan\u0131mlama<\/span><\/strong><\/p>\n<p><\/p>\n<p><\/p>\n<p>Yapay Zeka iki \u00f6nemli tamamlay\u0131c\u0131yla \u00e7al\u0131\u015f\u0131r: Programlama ve E\u011fitim Verileri. NER modelleri, herhangi bir metindeki varl\u0131klar\u0131 fark etmek i\u00e7in bir\u00e7ok farkl\u0131 metni tan\u0131mal\u0131 ve &#8220;metinlerdeki hangi kelimelerin konuyla ilgili oldu\u011funu ve bunlar\u0131 kategorilere nas\u0131l ay\u0131raca\u011f\u0131n\u0131&#8221; \u00f6\u011frenmelidir. NER modelleri bu \u015fekilde varl\u0131klar\u0131n metinlerdeki \u00f6zelliklerinin ne oldu\u011funu \u00f6\u011frenir.<\/p>\n<p><\/p>\n<p><\/p>\n<p><strong>2- Varl\u0131klar\u0131 S\u0131n\u0131fland\u0131rma<\/strong><\/p>\n<p><\/p>\n<p><\/p>\n<p>Varl\u0131klar\u0131 s\u0131n\u0131fland\u0131rmak i\u00e7in \u00f6nce kategoriler belirlenmelidir. Kategoriler a\u015fa\u011f\u0131daki gibi olabilir;<\/p>\n<p><\/p>\n<p><\/p>\n<ul class=\"wp-block-list\">\n<li><em><strong>Ki\u015fi:<\/strong> <\/em>Mustafa Kemal Atat\u00fcrk, Nikola Tesla<\/li>\n<li><em><strong>Kurulu\u015f:<\/strong><\/em> Artiwise, Google<\/li>\n<li><em><strong>Yer:<\/strong> <\/em>\u0130stanbul, Times Meydan\u0131<\/li>\n<li><em><strong>Saat: <\/strong><\/em>\u0130lkbahar, 14.00<\/li>\n<li><em><strong>Kurum: <\/strong><\/em>\u0130ktisadi ve \u0130dari Bilimler Fak\u00fcltesi, Dokuz Eyl\u00fcl \u00dcniversitesi<\/li>\n<\/ul>\n<p><\/p>\n<p><\/p>\n<p>Kategorilerinizi, verilerinize ve bu verilerden \u00e7\u0131karmak istedi\u011finiz bilgilere g\u00f6re belirlemeniz \u00f6nemlidir. Sadece kamu maliyesine a\u015fina olan bir NER modeli, bankac\u0131l\u0131k sekt\u00f6r\u00fc i\u00e7in yeterli olmayabilir.<\/p>\n<p><\/p>\n<p><\/p>\n<p>Kategoriler belirlendikten sonra ilgili veriler i\u015faretlenerek e\u011fitim verisi olu\u015fturulmal\u0131 ve bir algoritma e\u011fitilmelidir. B\u00f6ylelikle NER modeli sizin istekleriniz do\u011frultusunda sonu\u00e7 verebilecektir.<\/p>\n<p><\/p>\n<p><\/p>\n<p><em>NER modellerinin verdi\u011fi sonu\u00e7lar sayesinde;<\/em><\/p>\n<p><\/p>\n<p><\/p>\n<ul class=\"wp-block-list\">\n<li>Verilerinizi tek tek okuman\u0131za gerek kalmadan s\u0131n\u0131fland\u0131r\u0131rs\u0131n\u0131z<\/li>\n<li>Verilerinizde ge\u00e7en varl\u0131klar\u0131, tan\u0131mlad\u0131\u011f\u0131n\u0131z kategorilere ayr\u0131lm\u0131\u015f \u015fekilde g\u00f6r\u00fcrs\u00fcn\u00fcz<\/li>\n<li>\u0130lgili verileri kolayca bulursunuz<\/li>\n<\/ul>\n<p><\/p>\n<p><\/p>\n<p>&nbsp;<\/p>\n<p><strong>NER&#8217;in Zorluklar\u0131<\/strong><\/p>\n<p><\/p>\n<p><\/p>\n<p>Do\u011fal diller bilin\u00e7sizce olu\u015fur ve \u015fekillenir, bu nedenle metinlerdeki varl\u0131klar\u0131 tespit etmek karma\u015f\u0131k bir hal alabilir;<\/p>\n<p><\/p>\n<p><\/p>\n<ul class=\"wp-block-list\">\n<li>Ba\u015fka bir varl\u0131\u011f\u0131 da i\u00e7erebilecek bir varl\u0131\u011f\u0131 tespit etme<\/li>\n<\/ul>\n<p><\/p>\n\n\n<p><\/p>\n<p>\u201c\u0130stanbul Teknik \u00dcniversitesi\u201d, \u201c\u0130stanbul\u201dun ba\u015fka bir varl\u0131k oldu\u011fu g\u00f6z ard\u0131 edilerek tek bir varl\u0131\u011f\u0131 belirtir. NER modelleri, NLP sayesinde metinlerdeki s\u00f6ylemleri anlar ve i\u00e7 i\u00e7e ge\u00e7mi\u015f varl\u0131klar\u0131 da fark eder.<\/p>\n<p><\/p>\n<p><\/p>\n<ul class=\"wp-block-list\">\n<li>S\u00f6ylemi birden \u00e7ok varl\u0131k t\u00fcr\u00fcne i\u015faret edebilen varl\u0131klar\u0131 tespit etme<\/li>\n<\/ul>\n<p><\/p>\n\n\n<p><\/p>\n<p>Program olarak tespit edilen s\u00f6ylem; bir meslek olarak \u0130\u015fletme M\u00fchendisli\u011fi\u2019ni de\u011fil, akademik bir program\u0131 i\u015faret etmektedir. NER modelleri c\u00fcmle yap\u0131lar\u0131ndan yola \u00e7\u0131karak varl\u0131k t\u00fcrlerini do\u011fru \u00e7\u0131karabilir.<\/p>\n<p><\/p>\n<p><\/p>\n<ul class=\"wp-block-list\">\n<li>E\u015fsesli kelimeler i\u00e7eren varl\u0131k t\u00fcrlerini tespit etme<\/li>\n<\/ul>\n<p><\/p>\n\n\n<p><\/p>\n<p>Bu c\u00fcmlelerdeki &#8220;\u00e7ay&#8221; ayn\u0131 varl\u0131k t\u00fcr\u00fcnden de\u011fildir. NER modelleri, varl\u0131klar\u0131 metnin genel anlam\u0131ndan yola \u00e7\u0131karak tespit edebilmek i\u00e7in \u0130li\u015fki \u00c7\u0131kar\u0131m\u0131\u2019n\u0131 kullan\u0131r.<\/p>\n<p><\/p>\n<p><\/p>\n<p>&nbsp;<\/p>\n<p><strong>Kullan\u0131m Alanlar\u0131<\/strong><\/p>\n<p><\/p>\n<p><\/p>\n<p><strong><em>Haberler<\/em><\/strong><\/p>\n<p><\/p>\n<p><\/p>\n<p>NER modelleri; haberlerdeki kurulu\u015flar\u0131, \u00fcnl\u00fcleri, para birimlerini vb. tespit edebilmektedir. Arama motorlar\u0131, haberlerdeki varl\u0131klar\u0131 bulman\u0131z gerekti\u011finde e\u015fsesli kelimeleri ya da s\u00f6ylemlerdeki farkl\u0131l\u0131klar\u0131 ay\u0131rt etmekte yetersiz kalabilir. Bu nedenle arad\u0131\u011f\u0131n\u0131z\u0131 bulmak i\u00e7in haberleri tek tek okuman\u0131z gerekebilir. NER modelleri, haberlerde ge\u00e7en varl\u0131klar\u0131 \u00f6nceden belirlenen kategorilere g\u00f6re bulur, bu sayede ilgili haberleri kolayca s\u0131n\u0131fland\u0131rabilir ve listeleyebilirsiniz.<\/p>\n<p><\/p>\n<p><\/p>\n<p><strong><em>Chatbot\u2019lar<\/em><\/strong><\/p>\n<p><\/p>\n<p><\/p>\n<p>Chatbot\u2019lar genellikle kurallarla \u00e7al\u0131\u015f\u0131r ve y\u00fcksek d\u00fczeydeki ihtiya\u00e7lar\u0131 kar\u015f\u0131lamakta zorlan\u0131r. NER ile \u00e7al\u0131\u015fan Chatbot\u2019lar kullan\u0131c\u0131lar\u0131n ne hakk\u0131nda konu\u015ftu\u011funu anlayabilir ve buna g\u00f6re yan\u0131tlar olu\u015fturabilir. Kullan\u0131c\u0131lar\u0131n ne hakk\u0131nda konu\u015ftu\u011funu g\u00f6rd\u00fck\u00e7e, \u00f6nceliklerinizi \u015fekillendirebilir ve s\u00fcre\u00e7lerinizi verimli \u015fekillerde y\u00f6netebilirsiniz.<\/p>\n<p><\/p>\n<p><\/p>\n<p>Chatbot\u2019lar kullan\u0131c\u0131lar hakk\u0131nda bilgi almak i\u00e7in hazinedir, \u00e7\u00fcnk\u00fc gelen t\u00fcm veriler do\u011frudan kullan\u0131c\u0131lar\u0131n kendilerinden al\u0131n\u0131r. Sohbet onlar hakk\u0131nda alt\u0131n bilgiler i\u00e7erir, bu nedenle i\u00e7eri\u011fi do\u011fru g\u00f6rmek ve anlamland\u0131rmak son derece \u00f6nemlidir. NER, sohbet robotlar\u0131ndan bilgi \u00e7\u0131karman\u0131z\u0131 ve anlaml\u0131 sonu\u00e7lara ula\u015fman\u0131z\u0131 sa\u011flar.<\/p>\n<p><\/p>\n<p><\/p>\n<p><strong><em>Makine \u00c7evirisi<\/em><\/strong><\/p>\n<p><\/p>\n<p><\/p>\n<p>Ba\u015fka bir dile \u00e7evrilecek metinlerdeki varl\u0131klar\u0131 tespit etmek ve tespit edilen varl\u0131klar\u0131n ba\u015fka dillerdeki anlam\u0131n\u0131 bilmek tam \u00e7eviri yapmaya yard\u0131mc\u0131 olur. NER sadece belirli varl\u0131klar i\u00e7in de\u011fil; ayn\u0131 zamanda \u00f6zel isimler, e\u015fanlaml\u0131lar ve deyimler i\u00e7in de kullan\u0131labilir. \u00d6rne\u011fin, NER modeli bir \u00f6zel isim fark etti\u011finde onu alg\u0131lamal\u0131 ve terc\u00fcme etmemelidir.<\/p>\n<p><\/p>\n\n\n<p><\/p>\n<p>NER modeli \u201cMustafa Kemal Atat\u00fcrk\u201d\u00fcn \u00f6zel bir isim oldu\u011funu alg\u0131lam\u0131\u015f ve \u00e7evirisini yapmam\u0131\u015ft\u0131r.<\/p>\n<p><\/p>\n<p><\/p>\n<p>NER modelleri ayn\u0131 zamanda, bir varl\u0131\u011f\u0131 do\u011fru bir \u015fekilde tespit etmek i\u00e7in o varl\u0131\u011f\u0131n t\u00fcm kelimelerini fark etmelidir; bu nedenle varl\u0131\u011f\u0131n ba\u015flang\u0131\u00e7 ve biti\u015f kelimelerini de belirlemelidir. Yukar\u0131daki \u00f6rnekteki varl\u0131klar BILOU format\u0131na g\u00f6re belirlenmi\u015ftir, ancak farkl\u0131 veri etiketleme formatlar\u0131 da vard\u0131r.<\/p>\n<p><\/p>\n<p><\/p>\n<p>B &#8211; Varl\u0131\u011f\u0131n ilk kelimesini g\u00f6sterir.<\/p>\n<p><\/p>\n<p><\/p>\n<p>I &#8211; Varl\u0131\u011f\u0131n ad\u0131n\u0131n devam etti\u011fini g\u00f6sterir.<\/p>\n<p><\/p>\n<p><\/p>\n<p>L &#8211; Varl\u0131\u011f\u0131n son kelimesini g\u00f6sterir.<\/p>\n<p><\/p>\n<p><\/p>\n<p>O &#8211; Herhangi bir kategoriye ait olmayan varl\u0131k kelimelerini belirtir.<\/p>\n<p><\/p>\n<p><\/p>\n<p>U &#8211; Tek kelimelik varl\u0131k adlar\u0131n\u0131 belirtir.<\/p>\n<p><\/p>\n<p><\/p>\n<p>Google Translate makine \u00e7evirisi i\u00e7in iyi bir \u00f6rnektir, istenildi\u011fi zaman kullan\u0131labilir ve an\u0131nda sonu\u00e7 al\u0131nabilir. Makine \u00e7evirisi ayn\u0131 zamanda Youtube&#8217;da altyaz\u0131larda da g\u00f6r\u00fclebilir; Yapay Zeka \u00f6ncelikle konu\u015fulan dili ve s\u00f6ylenenleri alg\u0131lar, sonra ise onu ba\u015fka bir dile \u00e7evirir.<\/p>\n<p><\/p>\n<p><\/p>\n<p><strong><em>Sa\u011fl\u0131k Hizmetleri<\/em><\/strong><\/p>\n<p><\/p>\n<p><\/p>\n<p>Yapay Zeka, tahlil sonu\u00e7lar\u0131n\u0131 e\u011fitim verisi olarak kulland\u0131\u011f\u0131nda sonu\u00e7lar\u0131 anlamland\u0131rabilir. NER; sa\u011fl\u0131k sorunlar\u0131n\u0131 tan\u0131mlama, analiz etme ve iyile\u015ftirme s\u00fcrecini h\u0131zland\u0131ran kolayla\u015ft\u0131r\u0131c\u0131 bir y\u00f6ntemdir. NER kullan\u0131m\u0131n\u0131n, varl\u0131klar\u0131 etiketlemek ve varl\u0131klar aras\u0131nda ili\u015fki \u00e7\u0131karmak yoluyla biyomedikal bilgi \u00e7\u0131kar\u0131m\u0131 i\u00e7in faydal\u0131 oldu\u011funu s\u00f6yleyebiliriz.<\/p>\n<p><\/p>\n<p><\/p>\n<p><strong><em>CRM ve ERM<\/em><\/strong><\/p>\n<p><\/p>\n<p><\/p>\n<p>Tespit etme yetene\u011fi, verilerde anlat\u0131lan varl\u0131klar\u0131 ger\u00e7ek zamanl\u0131 olarak i\u015flemek yoluyla s\u00fcre\u00e7leri h\u0131zland\u0131rmaya ve verimli olarak \u015fekillendirmeye yard\u0131mc\u0131 olur. NER modelleri kullan\u0131c\u0131lar\u0131n yorumlar\u0131n\u0131 analiz edip tan\u0131mlanm\u0131\u015f varl\u0131klara g\u00f6re sonu\u00e7lar verebilir. Bu sayede y\u00f6neticiler ihtiya\u00e7lara g\u00f6re daha h\u0131zl\u0131 aksiyon alabilmektedir.<\/p>\n<p><\/p>\n<p><\/p>\n<p>NER, iletilerdeki varl\u0131klar\u0131 fark etmede \u00f6nemli bir yetene\u011fe sahiptir. Sorular\u0131 ger\u00e7ekten sorulana g\u00f6re cevaplar ve y\u00f6neticileri ihtiya\u00e7lar ve isteklere g\u00f6re bir sonuca g\u00f6t\u00fcr\u00fcr.<\/p>\n<p><\/p>\n<p><\/p>\n<p><strong><em>Akademi \/ Edebiyat<\/em> <\/strong><\/p>\n<p>Tek bir konuda y\u00fczlerce makale\/eser olabilir ve bir insan olarak bu kadar veride belirli bir i\u00e7eri\u011fi bulmak zorla\u015fabilir. NER, verileri kategorize etmek ve yap\u0131land\u0131rmak i\u00e7in en iyi se\u00e7enektir; \u00e7\u00fcnk\u00fc i\u00e7erikleri varl\u0131klara g\u00f6re s\u0131n\u0131fland\u0131rmak literat\u00fcrde belirli bir i\u00e7eri\u011fi bulmay\u0131 kolayla\u015ft\u0131r\u0131r.<\/p>\n<p><\/p>\n<p><\/p>\n<p>&nbsp;<\/p>\n<p><strong>Artiwise ile NER<\/strong><\/p>\n<p><\/p>\n<p><\/p>\n<p><strong><em><u>Haberler<\/u><\/em><\/strong><\/p>\n<p><\/p>\n<p><\/p>\n<p>Artiwise ile, haber verilerindeki \u00fcnl\u00fcler, futbol tak\u0131mlar\u0131, \u015fehirler gibi varl\u0131klar\u0131 tespit edebilir, bu sayede bu varl\u0131klara ili\u015fkin haber etiketlemeleri ve listelemelerini kolayca yapabilirsiniz.<\/p>\n<p><\/p>\n<p><\/p>\n<p>Geleneksel arama motorlar\u0131 ihtiya\u00e7 duydu\u011funuz belirli bir kelimeyi bulmakta yetersiz kalabilir, \u00e7\u00fcnk\u00fc bir kelimenin farkl\u0131 anlamlar\u0131 olabilir ve bu nedenle farkl\u0131 varl\u0131klar\u0131 i\u015faret edebilir. Artiwise, yapay zeka ile ihtiyac\u0131n\u0131z olana ula\u015fman\u0131za yard\u0131mc\u0131 olur.<\/p>\n<p><\/p>\n<p><\/p>\n<p><strong><em><u>Chatbot\u2019lar<\/u><\/em><\/strong><\/p>\n<p><\/p>\n<p><\/p>\n<p>Chatbot\u2019lar, ger\u00e7ek kullan\u0131c\u0131larla do\u011fal dillerde ileti\u015fim kuran dijital asistanlard\u0131r. Artiwise Analytics, chatbot verilerindeki her bir i\u00e7eri\u011fi an\u0131nda s\u0131n\u0131fland\u0131rabilir ve ilgili yakla\u015f\u0131m\u0131 etiketleyebilir. Mesajlar\u0131 h\u0131zl\u0131 bir \u015fekilde tan\u0131mlayabilece\u011finiz i\u00e7in zaman kaybetmeden \u00f6nceliklerinizi \u015fekillendirirsiniz.<\/p>\n<p><\/p>\n<p><\/p>\n<p><em>Artiwise, NER sayesinde Chatbot verilerinde a\u015fa\u011f\u0131daki i\u015flemleri ger\u00e7ekle\u015ftirebilir;<\/em><\/p>\n<p><\/p>\n<p><\/p>\n<ul class=\"wp-block-list\">\n<li>Kullan\u0131c\u0131lardan talep edilebilecek parametrelerin tespiti<\/li>\n<li>Gerekirse kullan\u0131c\u0131ya soru sorulmas\u0131<\/li>\n<li>Kullan\u0131c\u0131lar\u0131n girdi\u011fi do\u011fal dil girdisinden gerekli parametrelerin \u00e7\u0131kar\u0131lmas\u0131<\/li>\n<\/ul>\n<p><\/p>\n<p><\/p>\n<p><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Yapay Zeka, makinelerin insan gibi yeteneklere sahip olmas\u0131n\u0131 hedefleyen teknolojidir. Bir Yapay Zeka alan\u0131 olarak Do\u011fal Dil \u0130\u015fleme&#8217;nin (NLP) amac\u0131; do\u011fal dilleri makinelerle i\u015flemek, anlamak ve analiz etmektir. Do\u011fal diller, bilin\u00e7li planlama veya \u00f6nceden tasarlama olmaks\u0131z\u0131n insanlar\u0131n do\u011fal \u015fekillerde kullan\u0131m\u0131 ve tekrar\u0131 yoluyla evrimle\u015fmi\u015f dillerdir. \u0130simlendirilmi\u015f Varl\u0131k Tespiti (NER), NLP alan\u0131nda yap\u0131lan bir \u00e7al\u0131\u015fmad\u0131r ve [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[110],"tags":[20],"sektor":[133],"class_list":["post-1285","post","type-post","status-publish","format-standard","hentry","category-blog-post","tag-nlp","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>\u0130simlendirilmi\u015f Varl\u0131k Tespiti (NER) | Artiwise Blog<\/title>\n<meta name=\"description\" content=\"\u0130simlendirilmi\u015f varl\u0131klar\u0131n (NER) tan\u0131nmas\u0131 ve s\u0131n\u0131fland\u0131r\u0131lmas\u0131 s\u00fcrecini ke\u015ffedin. 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