{"id":22404,"date":"2025-05-28T13:30:14","date_gmt":"2025-05-28T10:30:14","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/temel-dogal-dil-isleme-nlp\/"},"modified":"2025-05-28T13:30:14","modified_gmt":"2025-05-28T10:30:14","slug":"temel-dogal-dil-isleme-nlp","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/temel-dogal-dil-isleme-nlp\/","title":{"rendered":"Temel Do\u011fal Dil \u0130\u015fleme (NLP)"},"content":{"rendered":"<p><body><\/p>\n<p>Temel Do\u011fal Dil \u0130\u015fleme (NLP)<\/p>\n<p>Merhaba! Ben Fatih Soysal ve bug\u00fcn sizlerle do\u011fal dil i\u015fleme (NLP) d\u00fcnyas\u0131na temel bir giri\u015f yapaca\u011f\u0131z.  NLP, bilgisayarlar\u0131n insan dilini anlamas\u0131n\u0131 ve i\u015flemesini sa\u011flayan bir yapay zeka dal\u0131d\u0131r.  Bu alanda, bilgisayarlar metin ve konu\u015fmay\u0131 analiz ederek, anlaml\u0131 bilgiler \u00e7\u0131karabilir ve \u00e7e\u015fitli g\u00f6revleri yerine getirebilirler.  \u00d6rne\u011fin, bir e-postan\u0131n spam olup olmad\u0131\u011f\u0131n\u0131 tespit edebilir, m\u00fc\u015fteri yorumlar\u0131n\u0131 analiz ederek \u00fcr\u00fcn geli\u015ftirme s\u00fcre\u00e7lerine katk\u0131da bulunabilir veya  otomatik \u00e7eviri yapabilirler.<\/p>\n<h2>NLP&#8217;nin Temel Kavramlar\u0131<\/h2>\n<p>NLP&#8217;nin temelinde, bilgisayarlar\u0131n insan dilini i\u015fleyebilmesi i\u00e7in gereken bir\u00e7ok teknik bulunur.  Bunlardan baz\u0131lar\u0131 \u015funlard\u0131r:<\/p>\n<ul>\n<li><strong>Tokenle\u015ftirme:<\/strong> Metni anlaml\u0131 birimlere (kelime, c\u00fcmle vb.) ay\u0131rma i\u015flemidir.  \u00d6rne\u011fin, &#8220;Merhaba d\u00fcnya!&#8221; c\u00fcmlesi &#8220;Merhaba&#8221;, &#8220;d\u00fcnya&#8221;, &#8220;!&#8221; tokenlerine ayr\u0131labilir.  Bu i\u015flem, metnin daha kolay analiz edilmesini sa\u011flar.<\/li>\n<li><strong>\u00d6n \u0130\u015fleme:<\/strong>  G\u00fcr\u00fclt\u00fcy\u00fc (\u00f6rne\u011fin, noktalama i\u015faretleri, say\u0131lar) temizleme, k\u00fc\u00e7\u00fck harflere \u00e7evirme ve k\u00f6k bulma gibi ad\u0131mlar\u0131 i\u00e7erir.  Bu ad\u0131m, analiz do\u011frulu\u011funu art\u0131r\u0131r.<\/li>\n<li><strong>Kelime G\u00f6mme (Word Embedding):<\/strong> Kelimeleri, anlamlar\u0131n\u0131 yans\u0131tan say\u0131sal vekt\u00f6rlere d\u00f6n\u00fc\u015ft\u00fcrme i\u015flemidir.  Word2Vec ve GloVe gibi pop\u00fcler y\u00f6ntemler kullan\u0131l\u0131r.  Bu sayede, bilgisayarlar kelimeler aras\u0131ndaki benzerlikleri ve ili\u015fkileri hesaplayabilirler.<\/li>\n<li><strong>S\u00f6zc\u00fcksel Analiz (Part-of-Speech Tagging):<\/strong>  Her kelimenin c\u00fcmle i\u00e7indeki g\u00f6revini (isim, fiil, s\u0131fat vb.) belirleme i\u015flemidir.<\/li>\n<li><strong>Anlambilim Analizi (Semantic Analysis):<\/strong>  Metnin anlam\u0131n\u0131 anlamaya y\u00f6nelik i\u015flemlerdir.  Bu, kelime anlamlar\u0131n\u0131, c\u00fcmle yap\u0131lar\u0131n\u0131 ve ba\u011flam\u0131 dikkate al\u0131r.<\/li>\n<\/ul>\n<h2>NLP&#8217;nin Uygulamalar\u0131<\/h2>\n<p>NLP, g\u00fcn\u00fcm\u00fczde bir\u00e7ok alanda kullan\u0131lmaktad\u0131r.  Baz\u0131 \u00f6nemli uygulamalar \u015funlard\u0131r:<\/p>\n<ul>\n<li><strong>Otomatik \u00c7eviri:<\/strong> Google Translate gibi uygulamalar, NLP tekniklerini kullanarak farkl\u0131 diller aras\u0131nda \u00e7eviri yaparlar.<\/li>\n<li><strong>Duygu Analizi:<\/strong>  Sosyal medya g\u00f6nderilerindeki, m\u00fc\u015fteri yorumlar\u0131ndaki veya haberlerdeki duygular\u0131 (olumlu, olumsuz, n\u00f6tr) belirlemek i\u00e7in kullan\u0131l\u0131r.<\/li>\n<li><strong>Metin \u00d6zetleme:<\/strong> Uzun metinleri, anlamlar\u0131n\u0131 koruyarak daha k\u0131sa \u00f6zetlere d\u00f6n\u00fc\u015ft\u00fcrme i\u015flemidir.<\/li>\n<li><strong>Soru-Cevap Sistemleri:<\/strong> Kullan\u0131c\u0131 sorular\u0131na otomatik olarak cevap veren sistemlerdir.  Siri ve Alexa gibi sanal asistanlar buna \u00f6rnektir.<\/li>\n<li><strong>Spam Tespiti:<\/strong> E-postalar\u0131n istenmeyen mesajlar olup olmad\u0131\u011f\u0131n\u0131 tespit etmek i\u00e7in kullan\u0131l\u0131r.<\/li>\n<\/ul>\n<h2>NLP&#8217;nin Gelece\u011fi<\/h2>\n<p>NLP, h\u0131zla geli\u015fen bir aland\u0131r.  B\u00fcy\u00fck veri k\u00fcmeleri ve geli\u015fmi\u015f algoritmalar sayesinde, NLP sistemlerinin do\u011frulu\u011fu ve performans\u0131 s\u00fcrekli artmaktad\u0131r.  Gelecekte, NLP&#8217;nin daha karma\u015f\u0131k dil g\u00f6revlerini yerine getirmesi ve insan-bilgisayar etkile\u015fimini d\u00f6n\u00fc\u015ft\u00fcrmesi beklenmektedir.  \u00d6rne\u011fin, daha ak\u0131c\u0131 ve do\u011fal diyaloglar, daha geli\u015fmi\u015f \u00e7eviriler ve daha sofistike metin anlama yetenekleri \u00f6ng\u00f6r\u00fclmektedir.<\/p>\n<p>Bu makale, NLP&#8217;nin temel kavramlar\u0131n\u0131 ve uygulamalar\u0131n\u0131 ele ald\u0131.  Daha detayl\u0131 bilgi edinmek i\u00e7in <a href=\"https:\/\/fatihsoysal.com\">web sitemi<\/a> ziyaret edebilirsiniz.  NLP d\u00fcnyas\u0131 olduk\u00e7a geni\u015f ve heyecan verici; umar\u0131m bu giri\u015f, bu alana olan ilginizi art\u0131rm\u0131\u015ft\u0131r.<\/p>\n<p>Umar\u0131m bu makale faydal\u0131 olmu\u015ftur.  Herhangi bir sorunuz veya \u00f6neriniz varsa, l\u00fctfen bana bildirin.<\/p>\n<h3>#Etiketler<\/h3>\n<p>#Do\u011falDil\u0130\u015fleme #NLP #TemelNLP #YapayZeka #Makine\u00d6\u011frenmesi #Do\u011falDilAnlama #Uygulamalar\u0131 #Gelece\u011fi #WordEmbedding #Tokenle\u015ftirme #\u00d6n\u0130\u015fleme #S\u00f6zc\u00fckselAnaliz #AnlambilimAnalizi<\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Temel Do\u011fal Dil \u0130\u015fleme (NLP) Merhaba! Ben Fatih Soysal ve bug\u00fcn sizlerle do\u011fal dil i\u015fleme (NLP) d\u00fcnyas\u0131na temel&hellip;","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_page_header_type":"","csco_page_load_nextpost":"","csco_page_subscribe_form":"","csco_page_contact_form":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-22404","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.5 (Yoast SEO v25.3.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Temel Do\u011fal Dil \u0130\u015fleme (NLP)<\/title>\n<meta name=\"description\" content=\"Merhaba! Ben Fatih Soysal ve bug\u00fcn sizlerle do\u011fal dil i\u015fleme (NLP) d\u00fcnyas\u0131na temel bir giri\u015f yapaca\u011f\u0131z. NLP, bilgisayarlar\u0131n insan dilini anlamas\u0131n\u0131 ve i\u015flemesini sa\u011flayan bir yapay zeka dal\u0131d\u0131r. Bu alanda, bilgisayarlar metin ve konu\u015fmay\u0131 analiz ederek, anlaml\u0131 bilgiler \u00e7\u0131karabilir ve \u00e7e\u015fitli g\u00f6revleri yerine getirebilirler. \u00d6rne\u011fin, bir e-postan\u0131n spam olup olmad\u0131\u011f\u0131n\u0131 tespit edebilir, m\u00fc\u015fteri yorumlar\u0131n\u0131 analiz ederek \u00fcr\u00fcn geli\u015ftirme s\u00fcre\u00e7lerine katk\u0131da bulunabilir veya otomatik \u00e7eviri yapabilirler.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fatihsoysal.com\/blog\/temel-dogal-dil-isleme-nlp\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Temel Do\u011fal Dil \u0130\u015fleme (NLP)\" \/>\n<meta property=\"og:description\" content=\"Merhaba! 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Bu alanda, bilgisayarlar metin ve konu\u015fmay\u0131 analiz ederek, anlaml\u0131 bilgiler \u00e7\u0131karabilir ve \u00e7e\u015fitli g\u00f6revleri yerine getirebilirler. \u00d6rne\u011fin, bir e-postan\u0131n spam olup olmad\u0131\u011f\u0131n\u0131 tespit edebilir, m\u00fc\u015fteri yorumlar\u0131n\u0131 analiz ederek \u00fcr\u00fcn geli\u015ftirme s\u00fcre\u00e7lerine katk\u0131da bulunabilir veya otomatik \u00e7eviri yapabilirler.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/temel-dogal-dil-isleme-nlp\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-05-28T10:30:14+00:00\" \/>\n<meta name=\"author\" content=\"Fatih Soysal\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Fatih Soysal\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/temel-dogal-dil-isleme-nlp\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/temel-dogal-dil-isleme-nlp\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Temel Do\u011fal Dil \u0130\u015fleme (NLP)\",\"datePublished\":\"2025-05-28T10:30:14+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/temel-dogal-dil-isleme-nlp\/\"},\"wordCount\":554,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/temel-dogal-dil-isleme-nlp\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/temel-dogal-dil-isleme-nlp\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/temel-dogal-dil-isleme-nlp\/\",\"name\":\"Temel Do\u011fal Dil \u0130\u015fleme (NLP)\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-05-28T10:30:14+00:00\",\"description\":\"Merhaba! 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