{"id":1933,"date":"2021-11-15T07:13:00","date_gmt":"2021-11-15T07:13:00","guid":{"rendered":"https:\/\/artiwise.com\/tr\/?p=1933"},"modified":"2026-02-27T08:22:14","modified_gmt":"2026-02-27T08:22:14","slug":"dogal-dil-isleme-teknolojisi","status":"publish","type":"post","link":"https:\/\/artiwise.com\/tr\/2021\/11\/15\/dogal-dil-isleme-teknolojisi\/","title":{"rendered":"Do\u011fal Dil \u0130\u015fleme (Natural Language Processing) Teknolojisi Hakk\u0131nda Her \u015eey"},"content":{"rendered":"\r\n

G\u00fcn\u00fcm\u00fczde bir\u00e7ok \u015firket do\u011fal dil i\u015flemenin \u00f6nemini kavram\u0131\u015f ve do\u011fal dil i\u015fleme<\/a> teknolojisini optimizasyon i\u00e7in kullanmaktad\u0131r. \u015eirketlerin do\u011fal dil i\u015fleme teknolojisini kullanmas\u0131n\u0131n baz\u0131 sebepleri vard\u0131r. \u0130htiya\u00e7 duyduklar\u0131 bilgileri kolayca bularak metin analizinin verimlili\u011fini art\u0131rmak ve sosyal medya izlemeyi geli\u015ftirmek bunlardan sadece baz\u0131lar\u0131d\u0131r.<\/p>\r\n\r\n\r\n\r\n

Bankalar m\u00fc\u015fteri deste\u011fini art\u0131rmak i\u00e7in do\u011fal dil i\u015fleme algoritmalar\u0131n\u0131 uygulayabilir. B\u00fcy\u00fck bir t\u00fcketici \u00fcr\u00fcnleri markas\u0131, bilgi y\u00f6netimi stratejilerini ve sosyal medya izlemelerini geli\u015ftirmek i\u00e7in do\u011fal dil i\u015flemeyi ve anlamsal analizi birle\u015ftirebilir. Bunlar gibi \u00e7e\u015fitli avantajlar\u0131yla \u015firketler i\u00e7in hayati denebilecek bir \u00f6neme sahip olan do\u011fal dil i\u015fleme, b\u00fcy\u00fck f\u0131rsatlar bar\u0131nd\u0131rmaktad\u0131r. Peki tam olarak do\u011fal dil i\u015fleme (Natural Language Processing) teknolojisi nedir?<\/p>\r\n\r\n\r\n\r\n

Bu yaz\u0131m\u0131zda sizler i\u00e7in do\u011fal dil i\u015fleme teknolojisi hakk\u0131nda merak edilen t\u00fcm sorulara cevap verece\u011fiz.<\/p>\r\n

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Do\u011fal Dil \u0130\u015fleme (Natural Language Processing) Nedir?<\/strong><\/h3>\r\n\r\n\r\n\r\n

Do\u011fal dil i\u015fleme genel olarak NLP (Natural Language Processing) olarak bilinmektedir. Do\u011fal dil i\u015fleme, konu\u015fma dillerinin i\u015flenmesi ve makinelerce kullan\u0131lmas\u0131 i\u00e7in yap\u0131lan \u00e7al\u0131\u015fmalar\u0131 kapsamaktad\u0131r. Ayn\u0131 zamanda do\u011fal dil i\u015fleme<\/a> i\u00e7in insanlar ve do\u011fal dili \u00e7\u00f6z\u00fcmleyen bilgisayarlar aras\u0131ndaki ili\u015fkiyi anlamland\u0131ran bir yapay zeka fonksiyonudur diyebiliriz.<\/p>\r\n\r\n\r\n\r\n

Do\u011fal dil i\u015fleme teknolojisi denildi\u011finde her ne kadar yak\u0131n tarihli bir uygulama olarak alg\u0131lansa da asl\u0131nda k\u00f6kleri 1600\u2019l\u00fc y\u0131llara kadar dayanmaktad\u0131r. Do\u011fal dil i\u015fleme teknolojisi, s\u00f6zc\u00fckleri diller aras\u0131nda ili\u015fkilendirebilecek kodlar \u00f6neren Ren\u00e9 Descartes ve Gottfried Wilhelm Leibniz taraf\u0131ndan teoriye d\u00f6k\u00fclm\u00fc\u015ft\u00fcr. Ancak, do\u011fal dil i\u015flemenin uygulanabilir \u00f6rneklerinin ortaya \u00e7\u0131kmas\u0131 i\u00e7in yakla\u015f\u0131k 3 as\u0131rl\u0131k teknolojik geli\u015fmelerin beklenmesi gerekti.<\/p>\r\n\r\n\r\n\r\n

Bakt\u0131\u011f\u0131m\u0131zda do\u011fal dil i\u015flemede 1954\u2019te ger\u00e7ekle\u015ftirilen Georgetown-IBM deneyi bu alandaki ilk \u00f6nemli at\u0131l\u0131md\u0131r. T\u00fcr\u00fcn\u00fcn ilk \u00f6rne\u011fi olan bu deney, 60\u2019tan fazla Rus\u00e7a c\u00fcmlenin bilgisayarlar taraf\u0131ndan otomatik olarak terc\u00fcme edilmesini i\u00e7eriyordu. Ger\u00e7ekle\u015ftirilen bu ilk \u00f6rne\u011fin ard\u0131ndan do\u011fal dil i\u015fleme teknolojisi g\u00fcn ge\u00e7tik\u00e7e geli\u015fip, ilerleyerek g\u00fcn\u00fcm\u00fczdeki halini alm\u0131\u015ft\u0131r ve g\u00fcn\u00fcm\u00fczde de s\u00fcrekli olarak geli\u015fmeye ve ilerlemeye devam etmektedir.<\/p>\r\n

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Do\u011fal Dil \u0130\u015fleme (Natural Language Processing) Nas\u0131l Yap\u0131l\u0131r?<\/strong><\/h3>\r\n\r\n\r\n\r\n

Do\u011fal dil i\u015flemede yap\u0131land\u0131r\u0131lmam\u0131\u015f dil verilerinin makina taraf\u0131ndan bir forma d\u00f6n\u00fc\u015ft\u00fcr\u00fclecek \u015fekilde do\u011fal dil kurallar\u0131na g\u00f6re tan\u0131mlamak ve \u00e7\u00f6z\u00fcmlemek i\u00e7in \u00e7e\u015fitli algoritmalar\u0131n uygulanmas\u0131 ad\u0131mlar\u0131n\u0131 i\u00e7erir.<\/p>\r\n\r\n\r\n\r\n

Temel do\u011fal dil i\u015fleme g\u00f6revleri aras\u0131nda belirleme ve ayr\u0131\u015ft\u0131rma, k\u00f6klendirme, konu\u015fma par\u00e7as\u0131 etiketleme, dil alg\u0131lama ve anlamsal ili\u015fkilerin tan\u0131mlanmas\u0131 yer al\u0131r.<\/p>\r\n\r\n\r\n\r\n

Genel anlamda do\u011fal dil i\u015fleme ise dili daha k\u0131sa, temel par\u00e7alara b\u00f6ler ve par\u00e7alar aras\u0131ndaki ili\u015fkileri anlamaya \u00e7al\u0131\u015f\u0131r. Par\u00e7alar\u0131n anlam yaratmak i\u00e7in birlikte nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 ke\u015ffeder.<\/p>\r\n

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Do\u011fal Dil \u0130\u015fleme Algoritmas\u0131 Nas\u0131l \u00c7al\u0131\u015f\u0131r?<\/strong><\/h3>\r\n\r\n\r\n\r\n

Do\u011fal dil i\u015fleme algoritmas\u0131nda bilgisayar \u00f6ncelikle kelimenin k\u00f6k\u00fc \u00fczerine gelen ekler ile birlikte d\u00f6n\u00fc\u015f\u00fcme bakar, buna kelime bilimi (lexical) denir.<\/p>\r\n\r\n\r\n\r\n

Daha sonra ise c\u00fcmledeki kelimelerin dizilimine g\u00f6re ne anlama geldi\u011fini kavramaya \u00e7al\u0131\u015f\u0131r, buna da s\u00f6zdizimi (syntactic) denir.<\/p>\r\n\r\n\r\n\r\n

Ard\u0131ndan c\u00fcmlenin \u00f6z\u00fcnde ne anlatmaya \u00e7al\u0131\u015ft\u0131\u011f\u0131na bakar, buna semantic (dilimize tam olarak \u00e7evrilmemesine ra\u011fmen anlamsal a\u011f diyebiliriz) denir.<\/p>\r\n\r\n\r\n\r\n

Son olarak c\u00fcmlelerin bir araya gelerek ne ifade etmek istedi\u011fine bakar, buna da s\u00f6ylev (pragmatics) denir.<\/p>\r\n\r\n\r\n\r\n

K\u0131saca bilgisayar kelime k\u00f6k\u00fcn\u00fc ayr\u0131, kelimelerin dizilmesini ayr\u0131, c\u00fcmlenin ve s\u00f6ylevin anlam\u0131n\u0131 ayr\u0131 ayr\u0131 inceleyerek konu\u015fman\u0131n ba\u011flam\u0131n\u0131 \u00f6\u011frenir ve bu konu\u015fmadan bir anlam \u00e7\u0131kar\u0131r.<\/p>\r\n\r\n\r\n\r\n

Tabii ki bu i\u015flemler esnas\u0131nda bilgisayar zekas\u0131 ba\u015far\u0131s\u0131z olabilir. Ba\u015far\u0131s\u0131z bir sonu\u00e7 al\u0131nd\u0131\u011f\u0131nda ise genellikle ard\u0131\u015f\u0131k d\u00fczen olu\u015fturmak gerekir.<\/p>\r\n

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Do\u011fal Dil \u0130\u015fleme Duygu Analizi Nas\u0131l Yap\u0131l\u0131r?<\/strong><\/h3>\r\n\r\n\r\n\r\n

Duygu analizi (Sentiment Analysis), do\u011fal dil i\u015fleme \u00e7al\u0131\u015fmalar\u0131n\u0131n bir alt ara\u015ft\u0131rma alan\u0131d\u0131r. Fikir madencili\u011fi (Opinion Mining) olarak da bilinen duygu analizi, belirli bir konu hakk\u0131ndaki s\u00f6zl\u00fc veya yaz\u0131l\u0131 metinlerin i\u00e7erisinden \u00f6znel dil \u00f6geleri anlamland\u0131r\u0131labilmektedir.<\/p>\r\n

Duygu analizi, do\u011fal dil i\u015fleme alan\u0131nda s\u0131k s\u0131k kullan\u0131lan bir y\u00f6ntemdir. Herhangi bir resim, yaz\u0131 veya ses dosyalar\u0131ndaki g\u00f6r\u00fc\u015f ve duygular\u0131n analiz edilmesidir. Bakt\u0131\u011f\u0131m\u0131zda \u00f6zellikle \u015firketlerin karar verme s\u00fcre\u00e7lerinde ciddi olarak yard\u0131mc\u0131 olmaktad\u0131r.<\/p>\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n

Duygu analizi yapmak isterseniz halkla yap\u0131lan r\u00f6portajlar, anketler ve Twitter, Facebook, Instagram gibi sosyal medya platformlar\u0131nda bolca duygu analizi yapabilece\u011finiz kaynak vard\u0131r.<\/p>\r\n\r\n\r\n\r\n

K\u0131saca duygu analizi \u015fu ad\u0131mlar ile yap\u0131l\u0131r;<\/p>\r\n\r\n\r\n\r\n

Gerekli k\u00fct\u00fcphanenin y\u00fcklenmesi<\/p>\r\n\r\n\r\n\r\n

Verinin g\u00f6rselle\u015ftirilmesi<\/p>\r\n\r\n\r\n\r\n

Verinin temizlenmesi<\/p>\r\n\r\n\r\n\r\n

Kategorik Verilerin Say\u0131sal Verilere \u00c7evrilmesi.<\/p>\r\n\r\n\r\n\r\n

Makine \u00f6\u011frenimi modeli ve test verilerinin tahmini<\/p>\r\n\r\n\r\n\r\n

Bu ad\u0131mlar uygulanarak do\u011fal dil i\u015fleme duygu analizi yap\u0131lmaktad\u0131r.<\/p>\r\n\r\n\r\n\r\n

\u0130lgili \u0130\u00e7erik: Veri Etiketleme (Data Annotation) | Artiwise<\/a><\/p>\r\n

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Do\u011fal Dil \u0130\u015fleme (Natural Language Processing) Y\u00f6ntemleri<\/strong><\/h3>\r\n\r\n\r\n\r\n

Do\u011fal dil i\u015fleme, bilgisayarlar\u0131n metinleri daha iyi anlamas\u0131na yard\u0131mc\u0131 olmak i\u00e7in iki teknik uygular. Bunlar, s\u00f6zdizimsel analiz ve anlamsal analizidir.<\/p>\r\n\r\n\r\n\r\n

S\u00f6zdizimsel Analiz: S\u00f6zdizimsel analiz ya da ayr\u0131\u015ft\u0131rma, c\u00fcmle yap\u0131s\u0131na, kelimelerin nas\u0131l d\u00fczenlendi\u011fini ve kelimelerin birbirleriyle olan ili\u015fkisini tespit etmek i\u00e7in temel dilbilgisi kurallar\u0131ndan yararlanarak metni analiz eder. G\u00f6revlerinden baz\u0131lar\u0131 ise simgele\u015ftirme, konu\u015fma etiketlemenin par\u00e7as\u0131 ve lemmatizasyon ve k\u00f6kten t\u00fcretmedir.<\/p>\r\n

Anlamsal Analiz: Anlamsal analiz, metnin anlam\u0131n\u0131 bulmaya odaklan\u0131r. \u0130lk olarak, her bir kelimenin anlam\u0131n\u0131 inceler (s\u00f6zc\u00fcksel anlam bilim). Daha sonra ise kelimelerin kombinasyonuna ve ba\u011flam i\u00e7inde ne anlama geldiklerini bakar. Anlamsal analizin ana alt g\u00f6revleri vard\u0131r. Bunlar kelime anlam\u0131ndaki belirsizli\u011fi giderme ve ili\u015fki \u00e7\u0131karma \u015feklindedir.<\/p>\r\n

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Yapay Zekayla Do\u011fal Dil \u0130\u015fleme Kullan\u0131m Alanlar\u0131<\/strong><\/h3>\r\n\r\n\r\n\r\n

Yapay zekayla do\u011fal dil i\u015fleme s\u00fcrecinin yaratt\u0131\u011f\u0131 faydalar ve imkanlar olduk\u00e7a fazlad\u0131r. Bu konu hakk\u0131nda birka\u00e7 \u00f6rnek verecek olursak;<\/p>\r\n\r\n\r\n\r\n

Makine \u00e7evirisi, en \u00e7ok bilinen ve s\u0131k s\u0131k kullan\u0131lan do\u011fal dil i\u015fleme uygulamalar\u0131ndan biridir. Google gibi \u00e7e\u015fitli arama motorlar\u0131nda bir \u015feyler ararken, bilgiler girerek onlar\u0131 verilerle besliyorsunuz. Bir arama yapt\u0131\u011f\u0131n\u0131zda ise sistem sizin i\u00e7in buldu\u011fu sonu\u00e7lar\u0131 s\u0131ralar ve do\u011frulu\u011funu kontrol edebilmek ad\u0131na \u2018\u2018bunu mu demek istediniz?\u2019\u2019 tarz\u0131nda sorular ya da d\u00fczeltmeler sunarak onay\u0131n\u0131z\u0131 ister. \u0130leride girilecek benzer kelimeler ya da c\u00fcmleler i\u00e7in bu bilgilerden faydalan\u0131r.<\/p>\r\n

Chatbotlarda ayn\u0131 mant\u0131kla \u00e7al\u0131\u015fmaktad\u0131r. Siri ve Alexa gibi sesli asistanlar da \u2018\u2018Hey, Siri\u2019\u2019 gibi ifadeleri duyduklar\u0131nda hemen dili d\u00f6n\u00fc\u015ft\u00fcrerek uyan\u0131rlar.<\/p>\r\n

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Python \u0130le Do\u011fal Dil \u0130\u015fleme (NLP) Nas\u0131l Yap\u0131l\u0131r?<\/strong><\/h3>\r\n\r\n\r\n\r\n

Python basit s\u00f6z dizilimi, \u015feffaf semanti\u011fi, a\u00e7\u0131k kaynak kodlu olmas\u0131 ve topluluk deste\u011fi gibi bir\u00e7ok \u00f6zelli\u011fi sayesinde do\u011fal dil i\u015flemede kullan\u0131lmaktad\u0131r. Python, makine \u00f6\u011frenimi ve derin \u00f6\u011frenme gibi do\u011fal dil i\u015fleme \u00fczerinde uygulanacak i\u015flemler ve kullan\u0131labilecek ara\u00e7lar i\u00e7in adeta bi\u00e7ilmi\u015f bir kaftand\u0131r. \u00c7ok say\u0131da teknoloji ile uyum i\u00e7inde \u00e7al\u0131\u015fabilmesi ve \u00f6\u011frenim kolayl\u0131\u011f\u0131 ile Python di\u011fer dillerden bir ad\u0131m \u00f6ne \u00e7\u0131kmaktad\u0131r.<\/p>\r\n\r\n\r\n\r\n

Python ve \u00e7e\u015fitli k\u00fct\u00fcphaneleri geldi\u011fi bu son noktada geli\u015ftiricilere \u00e7ok fazla se\u00e7enek sunmaktad\u0131r. Bunlara \u00f6rnekler verecek olursak;<\/p>\r\n\r\n\r\n\r\n

SpaCy: Do\u011fal dil i\u015flemede son teknolojilerden biridir. Python\u2019a ba\u011fl\u0131 olan ancak C programlama diline benzer bir s\u00f6z dizimi olan, Ptyhon\u2019dan daha h\u0131zl\u0131 olmas\u0131 i\u00e7in tasarlanm\u0131\u015f Cython dili ile yaz\u0131ld\u0131\u011f\u0131 i\u00e7in olduk\u00e7a h\u0131zl\u0131d\u0131r. Bu sayede b\u00fcy\u00fck hacimli metinlerde \u00e7al\u0131\u015f\u0131lmas\u0131na olanak sa\u011flar. SpaCy i\u00e7in piyasada bulunan en h\u0131zl\u0131 s\u00f6z dizimi ayr\u0131\u015ft\u0131r\u0131c\u0131s\u0131 diyebiliriz. SpaCy 49 dilde tokenization i\u015flemini desteklemektedir.<\/p>\r\n

NLTK (Natural Language Toolk\u0131t): NLTK\u2019y\u0131 dilimize Do\u011fal Dil Ara\u00e7 Seti olarak \u00e7evirebiliriz. Do\u011fal dil i\u015fleme alan\u0131nda en \u00e7ok bilinen k\u00fct\u00fcphanedir. \u0130ngilizce i\u00e7in geli\u015ftirilmi\u015f sembolik ve istatistiksel bir do\u011fal dil i\u015fleme k\u00fct\u00fcphanesidir. Do\u011fal dil i\u015flemeye giri\u015fte kullan\u0131lan ve olduk\u00e7a pratik olan bir k\u00fct\u00fcphanedir. NLTK ile birlikte c\u00fcmle tespiti, tokenle\u015ftirme, k\u00f6k bulma gibi do\u011fal dil i\u015fleminin temel i\u015flevlerini \u00e7ok kolay bir \u015fekikde kullan\u0131ma sunulur. SemCor, WordNet ve Web Text Corpus gibi 50\u2019den fazla corpora\u2019ya sahiptir.<\/p>\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n

Gensim: Vekt\u00f6r uzay\u0131 modelleme ve konu modellemede kullan\u0131lan ara\u00e7lara sahip olan bir Python k\u00fct\u00fcphanesidir. Numpy k\u00fct\u00fcphanesinden de yard\u0131m ile elde edilmi\u015f \u00e7ok iyi bir bellek kullan\u0131m optimizasyonuna ve i\u015flem h\u0131z\u0131na sahiptir. G\u00f6zetimsiz \u00f6\u011frenme i\u00e7in s\u0131k s\u0131k kullan\u0131lmaktad\u0131r.<\/p>\r\n\r\n\r\n\r\n

Bu \u00f6rneklerin d\u0131\u015f\u0131nda TextBlob, CoreNLP, polyglot, scikit-learn, PyText ve Pattern gibi bir\u00e7ok Python k\u00fct\u00fcphanesi \u00f6rne\u011fi verebiliriz.<\/p>\r\n

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Natural Language Processing (NLP) Geli\u015fimi Neler Getirecek?<\/strong><\/h3>\r\n\r\n\r\n\r\n

Teknoloji her ne kadar geli\u015fmi\u015f olursa olsun bilgisayarlar hala daha duygu, ak\u0131l y\u00fcr\u00fctme, b\u00f6lgesel konu\u015fma kal\u0131plar\u0131, argo, konu\u015fma dili, sekt\u00f6re \u00f6zg\u00fc terminoloji veya bilgi gerektiren ifadeler ve konu\u015fma kal\u0131plar\u0131n\u0131 anlamakta zorlan\u0131yor. Sohbet botlar\u0131n\u0131n bunlar\u0131 anlayabilecek seviyeler gelebilmeleri i\u00e7in yapay zeka ve makine \u00f6\u011frenimi alanlar\u0131ndaki kullan\u0131lan do\u011fal dil i\u015fleme uygulamalar\u0131na ihtiyac\u0131 vard\u0131r.<\/p>\r\n

Natural Language Processing (NLP) geli\u015fimi ile karma\u015f\u0131k konu\u015fmalar yapabilen, kendi kendine geli\u015ftirebilen ve daha \u00f6nce e\u011fitilmemi\u015f g\u00f6revleri nas\u0131l yerine getirebilece\u011fini \u00f6\u011frenebilen yeni nesil bot ve robotlar g\u00f6rmemiz m\u00fcmk\u00fcn olabilecektir.<\/p>\r\n

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T\u00fcrk\u00e7e Do\u011fal Dil \u0130\u015fleme \u00d6rnekleri<\/strong><\/h3>\r\n\r\n\r\n\r\n

T\u00fcrk\u00e7e do\u011fal dil i\u015fleme \u00e7\u00f6z\u00fcmleri ile metinsel verilerinizi yap\u0131land\u0131rarak b\u00fcy\u00fck veri analizleri yapabilir, i\u015f s\u00fcre\u00e7lerinizi iyile\u015ftirebilir ve otomatikle\u015ftirebilirsiniz. Bakt\u0131\u011f\u0131m\u0131zda do\u011fal dil i\u015fleme g\u00fcnl\u00fck hayat\u0131m\u0131zda s\u0131k s\u0131k duydu\u011fumuz terimler aras\u0131nda yer almasa dahi bir\u00e7ok teknolojik uygulama ile asl\u0131nda hayat\u0131m\u0131z\u0131n i\u00e7indedir.<\/p>\r\n

Do\u011fal dil i\u015flemelere \u00f6rnekler verecek olursak;<\/p>\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n

OK Google, Siri, Cortana ve Alexa gibi ki\u015fisel asistan uygulamalar\u0131<\/p>\r\n\r\n\r\n\r\n

Google, Yandex \u00c7eviri gibi dil \u00e7eviri uygulamalar\u0131<\/p>\r\n\r\n\r\n\r\n

Paraphrasing, Word Spinner gibi c\u00fcmlelerdeki anlamsal b\u00fct\u00fcnl\u00fc\u011f\u00fc bozmadan de\u011fi\u015fiklik yapan kelime i\u015flemcileri<\/p>\r\n\r\n\r\n\r\n

Metinlerin dil bilgisi do\u011frulu\u011funu kontrol etmek i\u00e7in Microsoft Word ve Grammarly gibi uygulamalar<\/p>\r\n\r\n\r\n\r\n

\u0130nsan Kaynaklar\u0131 departman\u0131 i\u015fe al\u0131m s\u00fcre\u00e7lerinde adland\u0131r\u0131lm\u0131\u015f varl\u0131k tan\u0131ma ile bilgi \u00e7\u0131karma ( Named Entity Recognition) tekni\u011fi kullanmaktad\u0131r.<\/p>\r\n\r\n\r\n\r\n

\u00c7a\u011fr\u0131 merkezlerinde kullan\u0131lan Sesli Yan\u0131t (IVR) uygulamalar\u0131 gibi pek \u00e7ok uygulama, do\u011fal dil i\u015fleme \u00f6rnekleri olarak verilebilir.<\/p>\r\n

 <\/p>\r\n\r\n\r\n\r\n

Do\u011fal Dil \u0130\u015fleme Projeleri<\/strong><\/h3>\r\n\r\n\r\n\r\n

G\u00fcn\u00fcm\u00fczde pek \u00e7ok alanda do\u011fal i\u015fleme kullan\u0131lmaktad\u0131r. Baz\u0131 do\u011fal dil i\u015fleme projeleri \u015fu \u015fekildedir;<\/p>\r\n\r\n\r\n\r\n

Adland\u0131r\u0131lm\u0131\u015f Varl\u0131k Tan\u0131ma (Named Entity Recognition) (NER)<\/p>\r\n\r\n\r\n\r\n

Yorum Bulma (Paraphrase Detection)<\/p>\r\n\r\n\r\n\r\n

Metin S\u0131n\u0131fland\u0131rma ve Kategorizasyon (Text Classification and Categorization)<\/p>\r\n\r\n\r\n\r\n

Anlamsal Ayr\u0131\u015ft\u0131rma ve Soru Cevaplama (Semantic Parsing and Question Answering)<\/p>\r\n\r\n\r\n\r\n

Konu\u015fma B\u00f6l\u00fcm\u00fc Etiketleme (Part-of-Speech Tagging)<\/p>\r\n\r\n\r\n\r\n

Dil \u00dcretimi ve \u00c7ok Belgeli \u00d6zetleme (Language Generation and Multi-document Summarization)<\/p>\r\n\r\n\r\n\r\n

Yaz\u0131m Denetimi (Spell Checking)<\/p>\r\n\r\n\r\n\r\n

Dil \u00c7eviri (Machine Translation)<\/p>\r\n\r\n\r\n\r\n

Karakter Tan\u0131ma (Character Recognition)<\/p>\r\n\r\n\r\n\r\n

Ses Tan\u0131ma (Speech Recognition)<\/p>\r\n\r\n\r\n\r\n

Bunlar gibi pek \u00e7ok do\u011fal dil i\u015fleme projeleri mevcuttur.<\/p>\r\n\r\n\r\n\r\n

Bu yaz\u0131m\u0131zda sizler i\u00e7in do\u011fal dil i\u015fleme nedir, do\u011fal dil i\u015fleme nas\u0131l yap\u0131l\u0131r, do\u011fal dil algoritmas\u0131 nas\u0131l \u00e7al\u0131\u015f\u0131r, do\u011fal dil i\u015fleme duygu analizi nas\u0131l yap\u0131l\u0131r, Python ile do\u011fal dil i\u015fleme nas\u0131l yap\u0131l\u0131r ve natural language processing geli\u015fimi neler getirecek sorular\u0131na cevap verdik. Ayr\u0131ca do\u011fal dil i\u015fleme y\u00f6ntemleri, yapay zekayla do\u011fal dil i\u015fleme kullan\u0131m alanlar\u0131, T\u00fcrk\u00e7e do\u011fal dil i\u015fleme \u00f6rnekleri ve do\u011fal dil i\u015fleme projelerinden bahsettik.<\/p>\r\n\r\n\r\n\r\n

E\u011fer sizde do\u011fal dil i\u015fleme gibi pek \u00e7ok yapay zeka destekli \u00fcr\u00fcnleri kullanarak m\u00fc\u015fterilerinizi daha iyi analiz etmek, anlamak ve ileti\u015fim kurmak isterseniz bizimle ileti\u015fime ge\u00e7ebilirsiniz. Artiwise olarak, uzman ekibimiz ile sizlere destek oluyoruz.<\/p>\r\n","protected":false},"excerpt":{"rendered":"

G\u00fcn\u00fcm\u00fczde bir\u00e7ok \u015firket do\u011fal dil i\u015flemenin \u00f6nemini kavram\u0131\u015f ve do\u011fal dil i\u015fleme teknolojisini optimizasyon i\u00e7in kullanmaktad\u0131r. \u015eirketlerin do\u011fal dil i\u015fleme teknolojisini kullanmas\u0131n\u0131n baz\u0131 sebepleri vard\u0131r. \u0130htiya\u00e7 duyduklar\u0131 bilgileri kolayca bularak metin analizinin verimlili\u011fini art\u0131rmak ve sosyal medya izlemeyi geli\u015ftirmek bunlardan sadece baz\u0131lar\u0131d\u0131r. Bankalar m\u00fc\u015fteri deste\u011fini art\u0131rmak i\u00e7in do\u011fal dil i\u015fleme algoritmalar\u0131n\u0131 uygulayabilir. B\u00fcy\u00fck bir t\u00fcketici […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[110],"tags":[],"sektor":[133],"class_list":["post-1933","post","type-post","status-publish","format-standard","hentry","category-blog-post","sektor-cx-genel"],"yoast_head":"\nDo\u011fal Dil \u0130\u015fleme Teknolojisi | Artiwise Blog<\/title>\n<meta name=\"description\" content=\"Do\u011fal dil i\u015fleme teknolojisi hakk\u0131nda detayl\u0131 bilgi edinin. 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