{"id":23803,"date":"2025-06-12T07:00:17","date_gmt":"2025-06-12T04:00:17","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/turkce-metin-islemede-kelime-bolme-ve-buyuk-kucuk-harf-donusumu\/"},"modified":"2025-06-12T07:00:17","modified_gmt":"2025-06-12T04:00:17","slug":"turkce-metin-islemede-kelime-bolme-ve-buyuk-kucuk-harf-donusumu","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/turkce-metin-islemede-kelime-bolme-ve-buyuk-kucuk-harf-donusumu\/","title":{"rendered":"T\u00fcrk\u00e7e Metin \u0130\u015flemede Kelime B\u00f6lme ve B\u00fcy\u00fck\/K\u00fc\u00e7\u00fck Harf D\u00f6n\u00fc\u015f\u00fcm\u00fc"},"content":{"rendered":"<p>T\u00fcrk\u00e7e Metin \u0130\u015flemede Kelime B\u00f6lme ve B\u00fcy\u00fck\/K\u00fc\u00e7\u00fck Harf D\u00f6n\u00fc\u015f\u00fcm\u00fc<\/p>\n<p>Merhaba! Fatih Soysal olarak, bug\u00fcn sizlerle T\u00fcrk\u00e7e metin i\u015flemede olduk\u00e7a \u00f6nemli iki konuyu, kelime b\u00f6lme (word segmentation) ve b\u00fcy\u00fck\/k\u00fc\u00e7\u00fck harf d\u00f6n\u00fc\u015f\u00fcm\u00fcn\u00fc (case conversion) detayl\u0131 olarak ele alaca\u011f\u0131z.  Bu konular, do\u011fal dil i\u015fleme (NLP) projelerinde metin \u00f6n i\u015fleme a\u015famas\u0131nda kritik \u00f6neme sahiptir.  \u00d6ncelikle, kelime b\u00f6lme i\u015flemini inceleyelim.  Ard\u0131ndan da b\u00fcy\u00fck\/k\u00fc\u00e7\u00fck harf d\u00f6n\u00fc\u015f\u00fcm\u00fcn\u00fcn inceliklerine de\u011finece\u011fiz.<\/p>\n<h2>Kelime B\u00f6lme (Word Segmentation)<\/h2>\n<p>T\u00fcrk\u00e7e gibi yap\u0131m ekleri zengin dillerde, kelimeler birden fazla morfolojik birimin bir araya gelmesiyle olu\u015fur. Bu nedenle,  kelime b\u00f6lme i\u015flemi, metni anlaml\u0131 birimlere (kelimeler) ay\u0131rmak i\u00e7in gereklidir. \u00d6rne\u011fin, &#8220;evlerimizde&#8221; kelimesi &#8220;ev&#8221;, &#8220;ler&#8221;, &#8220;imiz&#8221;, &#8220;de&#8221; gibi birimlere ayr\u0131labilir.  Bu ayr\u0131\u015ft\u0131rma i\u015flemi, dilbilimsel kurallar ve istatistiksel y\u00f6ntemler kullan\u0131larak ger\u00e7ekle\u015ftirilebilir.  Ancak bu i\u015flem olduk\u00e7a karma\u015f\u0131kt\u0131r \u00e7\u00fcnk\u00fc T\u00fcrk\u00e7e&#8217;de birle\u015fik kelimeler s\u0131kl\u0131kla g\u00f6r\u00fcl\u00fcr. Bu nedenle, geli\u015fmi\u015f algoritmalar ve makine \u00f6\u011frenmesi teknikleri kullan\u0131l\u0131r.  Bu teknikler, kelimelerin ba\u011flam\u0131n\u0131 ve s\u0131kl\u0131\u011f\u0131n\u0131 analiz ederek daha do\u011fru sonu\u00e7lar elde etmeyi ama\u00e7lar.<\/p>\n<p>Bir\u00e7ok farkl\u0131 yakla\u015f\u0131m mevcuttur. \u00d6rne\u011fin, kural tabanl\u0131 y\u00f6ntemler, \u00f6nceden tan\u0131mlanm\u0131\u015f dilbilgisi kurallar\u0131na dayan\u0131rken, istatistiksel y\u00f6ntemler, b\u00fcy\u00fck veri k\u00fcmeleri \u00fczerinde e\u011fitilmi\u015f modeller kullan\u0131r.  Derin \u00f6\u011frenme tabanl\u0131 modeller de son y\u0131llarda b\u00fcy\u00fck ba\u015far\u0131lar elde etmi\u015ftir.  Do\u011fru bir kelime b\u00f6lme, metin analizi ve di\u011fer NLP g\u00f6revlerinin ba\u015far\u0131s\u0131 i\u00e7in olmazsa olmazd\u0131r.  Sonu\u00e7 olarak,  kesinlikle do\u011fru bir y\u00f6ntem se\u00e7imi, projenin \u00f6zel ihtiya\u00e7lar\u0131na ve veri setinin \u00f6zelliklerine ba\u011fl\u0131d\u0131r.<\/p>\n<h2>B\u00fcy\u00fck\/K\u00fc\u00e7\u00fck Harf D\u00f6n\u00fc\u015f\u00fcm\u00fc (Case Conversion)<\/h2>\n<p>B\u00fcy\u00fck\/k\u00fc\u00e7\u00fck harf d\u00f6n\u00fc\u015f\u00fcm\u00fc, metindeki harflerin b\u00fcy\u00fck veya k\u00fc\u00e7\u00fck harfe d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi i\u015flemidir.  Bu i\u015flem, metnin normalle\u015ftirilmesi ve tutarl\u0131l\u0131\u011f\u0131n sa\u011flanmas\u0131 i\u00e7in \u00f6nemlidir. \u00d6rne\u011fin, arama motorlar\u0131nda arama yaparken, b\u00fcy\u00fck\/k\u00fc\u00e7\u00fck harf fark etmeksizin sonu\u00e7lar elde etmek isteyebiliriz.  Bu nedenle, metni k\u00fc\u00e7\u00fck harfe d\u00f6n\u00fc\u015ft\u00fcrmek, arama i\u015flemlerini kolayla\u015ft\u0131r\u0131r.  Bununla birlikte, baz\u0131 durumlarda b\u00fcy\u00fck harflerin korunmas\u0131 da \u00f6nemli olabilir. \u00d6rne\u011fin, isimler veya ba\u015fl\u0131klar gibi \u00f6zel durumlar d\u00fc\u015f\u00fcn\u00fcld\u00fc\u011f\u00fcnde  b\u00fcy\u00fck harflerin \u00f6nemi daha net anla\u015f\u0131l\u0131r.  Bu nedenle, uygun bir d\u00f6n\u00fc\u015f\u00fcm stratejisi se\u00e7mek, projenin ihtiya\u00e7lar\u0131na g\u00f6re belirlenmelidir.<\/p>\n<p>Baz\u0131 durumlarda, b\u00fcy\u00fck harflerin korunmas\u0131, metnin anlamsal i\u00e7eri\u011fini korumas\u0131 i\u00e7in gereklidir.  \u00d6rne\u011fin, &#8220;Cumhurba\u015fkan\u0131&#8221; kelimesinin k\u00fc\u00e7\u00fck harfe d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi, anlamda kayba yol a\u00e7abilir.  Bu nedenle,  metin i\u015fleme s\u00fcrecinde b\u00fcy\u00fck\/k\u00fc\u00e7\u00fck harf d\u00f6n\u00fc\u015f\u00fcm\u00fc dikkatlice ele al\u0131nmal\u0131d\u0131r.  \u00d6zetle,  bu s\u00fcre\u00e7te,  her zaman projenizin \u00f6zel ihtiya\u00e7lar\u0131n\u0131 g\u00f6z \u00f6n\u00fcnde bulundurman\u0131z \u00f6nemlidir.<\/p>\n<h2>Kelime B\u00f6lme ve B\u00fcy\u00fck\/K\u00fc\u00e7\u00fck Harf D\u00f6n\u00fc\u015f\u00fcm\u00fcn\u00fcn Birlikte Kullan\u0131m\u0131<\/h2>\n<p>Kelime b\u00f6lme ve b\u00fcy\u00fck\/k\u00fc\u00e7\u00fck harf d\u00f6n\u00fc\u015f\u00fcm\u00fc, genellikle birlikte kullan\u0131l\u0131r.  \u00d6rne\u011fin, bir metin \u00f6n i\u015fleme boru hatt\u0131nda, \u00f6ncelikle kelime b\u00f6lme i\u015flemi ger\u00e7ekle\u015ftirilir ve daha sonra elde edilen kelimeler b\u00fcy\u00fck\/k\u00fc\u00e7\u00fck harf d\u00f6n\u00fc\u015f\u00fcm\u00fcnden ge\u00e7irilir.  Bu i\u015flem, metnin daha temiz ve tutarl\u0131 bir hal almas\u0131n\u0131 sa\u011flar.  Bu sayede,  sonraki a\u015famalarda daha do\u011fru ve g\u00fcvenilir sonu\u00e7lar elde edilir.  Bu nedenle, bu iki i\u015flemin birlikte ele al\u0131nmas\u0131 olduk\u00e7a \u00f6nemlidir.<\/p>\n<p>Sonu\u00e7 olarak,  hem kelime b\u00f6lme hem de b\u00fcy\u00fck\/k\u00fc\u00e7\u00fck harf d\u00f6n\u00fc\u015f\u00fcm\u00fc, T\u00fcrk\u00e7e metin i\u015flemede \u00f6nemli ad\u0131mlard\u0131r.  Do\u011fru y\u00f6ntemlerin se\u00e7imi ve uygulanmas\u0131,  NLP projelerinin ba\u015far\u0131s\u0131 i\u00e7in hayati \u00f6nem ta\u015f\u0131r.  Daha fazla bilgi i\u00e7in <a href=\"https:\/\/fatihsoysal.com\">fatihsoysal.com<\/a> adresini ziyaret edebilirsiniz.<\/p>\n<p>Umar\u0131m bu makale, T\u00fcrk\u00e7e metin i\u015flemede kelime b\u00f6lme ve b\u00fcy\u00fck\/k\u00fc\u00e7\u00fck harf d\u00f6n\u00fc\u015f\u00fcm\u00fc konular\u0131nda size yard\u0131mc\u0131 olmu\u015ftur. Herhangi bir sorunuz veya g\u00f6r\u00fc\u015f\u00fcn\u00fcz varsa, l\u00fctfen yorumlarda payla\u015f\u0131n!<\/p>\n<h3>Kod \u00d6rne\u011fi (Python)<\/h3>\n<pre><code>\n# Bu sadece \u00f6rnek bir kod par\u00e7as\u0131d\u0131r ve daha geli\u015fmi\u015f y\u00f6ntemler kullan\u0131labilir.\n\ntext = \"evlerimizde\"\n\n# Basit bir kelime b\u00f6lme \u00f6rne\u011fi (ger\u00e7ek\u00e7i de\u011fil)\nwords = text.split() # Sadece bo\u015fluklara g\u00f6re b\u00f6ler\n\nprint(words) # \u00c7\u0131kt\u0131: ['evlerimizde']\n\n\n# K\u00fc\u00e7\u00fck harfe d\u00f6n\u00fc\u015ft\u00fcrme\nlowercase_text = text.lower()\n\nprint(lowercase_text) # \u00c7\u0131kt\u0131: evlerimizde\n<\/code><\/pre>\n<p>#Etiketler: T\u00fcrk\u00e7e Metin \u0130\u015fleme, Kelime B\u00f6lme, Word Segmentation, B\u00fcy\u00fck\/K\u00fc\u00e7\u00fck Harf D\u00f6n\u00fc\u015f\u00fcm\u00fc, Case Conversion, Do\u011fal Dil \u0130\u015fleme, NLP, Metin \u00d6n \u0130\u015fleme, Python,  Kod \u00d6rne\u011fi, Fatih Soysal<\/p>\n","protected":false},"excerpt":{"rendered":"T\u00fcrk\u00e7e Metin \u0130\u015flemede Kelime B\u00f6lme ve B\u00fcy\u00fck\/K\u00fc\u00e7\u00fck Harf D\u00f6n\u00fc\u015f\u00fcm\u00fc Merhaba! Fatih Soysal olarak, bug\u00fcn sizlerle T\u00fcrk\u00e7e metin i\u015flemede&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-23803","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>T\u00fcrk\u00e7e Metin \u0130\u015flemede Kelime B\u00f6lme ve B\u00fcy\u00fck\/K\u00fc\u00e7\u00fck Harf D\u00f6n\u00fc\u015f\u00fcm\u00fc<\/title>\n<meta name=\"description\" content=\"Merhaba! Fatih Soysal olarak, bug\u00fcn sizlerle T\u00fcrk\u00e7e metin i\u015flemede olduk\u00e7a \u00f6nemli iki konuyu, kelime b\u00f6lme (word segmentation) ve b\u00fcy\u00fck\/k\u00fc\u00e7\u00fck harf d\u00f6n\u00fc\u015f\u00fcm\u00fcn\u00fc (case conversion) detayl\u0131 olarak ele alaca\u011f\u0131z. Bu konular, do\u011fal dil i\u015fleme (NLP) projelerinde metin \u00f6n i\u015fleme a\u015famas\u0131nda kritik \u00f6neme sahiptir. \u00d6ncelikle, kelime b\u00f6lme i\u015flemini inceleyelim. Ard\u0131ndan da b\u00fcy\u00fck\/k\u00fc\u00e7\u00fck harf d\u00f6n\u00fc\u015f\u00fcm\u00fcn\u00fcn inceliklerine de\u011finece\u011fiz.\" \/>\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\/turkce-metin-islemede-kelime-bolme-ve-buyuk-kucuk-harf-donusumu\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"T\u00fcrk\u00e7e Metin \u0130\u015flemede Kelime B\u00f6lme ve B\u00fcy\u00fck\/K\u00fc\u00e7\u00fck Harf D\u00f6n\u00fc\u015f\u00fcm\u00fc\" \/>\n<meta property=\"og:description\" content=\"Merhaba! Fatih Soysal olarak, bug\u00fcn sizlerle T\u00fcrk\u00e7e metin i\u015flemede olduk\u00e7a \u00f6nemli iki konuyu, kelime b\u00f6lme (word segmentation) ve b\u00fcy\u00fck\/k\u00fc\u00e7\u00fck harf d\u00f6n\u00fc\u015f\u00fcm\u00fcn\u00fc (case conversion) detayl\u0131 olarak ele alaca\u011f\u0131z. Bu konular, do\u011fal dil i\u015fleme (NLP) projelerinde metin \u00f6n i\u015fleme a\u015famas\u0131nda kritik \u00f6neme sahiptir. \u00d6ncelikle, kelime b\u00f6lme i\u015flemini inceleyelim. Ard\u0131ndan da b\u00fcy\u00fck\/k\u00fc\u00e7\u00fck harf d\u00f6n\u00fc\u015f\u00fcm\u00fcn\u00fcn inceliklerine de\u011finece\u011fiz.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/turkce-metin-islemede-kelime-bolme-ve-buyuk-kucuk-harf-donusumu\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-06-12T04:00:17+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=\"4 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/turkce-metin-islemede-kelime-bolme-ve-buyuk-kucuk-harf-donusumu\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/turkce-metin-islemede-kelime-bolme-ve-buyuk-kucuk-harf-donusumu\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"T\u00fcrk\u00e7e Metin \u0130\u015flemede Kelime B\u00f6lme ve B\u00fcy\u00fck\/K\u00fc\u00e7\u00fck Harf D\u00f6n\u00fc\u015f\u00fcm\u00fc\",\"datePublished\":\"2025-06-12T04:00:17+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/turkce-metin-islemede-kelime-bolme-ve-buyuk-kucuk-harf-donusumu\/\"},\"wordCount\":814,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/turkce-metin-islemede-kelime-bolme-ve-buyuk-kucuk-harf-donusumu\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/turkce-metin-islemede-kelime-bolme-ve-buyuk-kucuk-harf-donusumu\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/turkce-metin-islemede-kelime-bolme-ve-buyuk-kucuk-harf-donusumu\/\",\"name\":\"T\u00fcrk\u00e7e Metin \u0130\u015flemede Kelime B\u00f6lme ve B\u00fcy\u00fck\/K\u00fc\u00e7\u00fck Harf D\u00f6n\u00fc\u015f\u00fcm\u00fc\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-06-12T04:00:17+00:00\",\"description\":\"Merhaba! Fatih Soysal olarak, bug\u00fcn sizlerle T\u00fcrk\u00e7e metin i\u015flemede olduk\u00e7a \u00f6nemli iki konuyu, kelime b\u00f6lme (word segmentation) ve b\u00fcy\u00fck\/k\u00fc\u00e7\u00fck harf d\u00f6n\u00fc\u015f\u00fcm\u00fcn\u00fc (case conversion) detayl\u0131 olarak ele alaca\u011f\u0131z. Bu konular, do\u011fal dil i\u015fleme (NLP) projelerinde metin \u00f6n i\u015fleme a\u015famas\u0131nda kritik \u00f6neme sahiptir. \u00d6ncelikle, kelime b\u00f6lme i\u015flemini inceleyelim. Ard\u0131ndan da b\u00fcy\u00fck\/k\u00fc\u00e7\u00fck harf d\u00f6n\u00fc\u015f\u00fcm\u00fcn\u00fcn inceliklerine de\u011finece\u011fiz.\",\"breadcrumb\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/turkce-metin-islemede-kelime-bolme-ve-buyuk-kucuk-harf-donusumu\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/turkce-metin-islemede-kelime-bolme-ve-buyuk-kucuk-harf-donusumu\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/turkce-metin-islemede-kelime-bolme-ve-buyuk-kucuk-harf-donusumu\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\/\/fatihsoysal.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"T\u00fcrk\u00e7e Metin \u0130\u015flemede Kelime B\u00f6lme ve B\u00fcy\u00fck\/K\u00fc\u00e7\u00fck Harf D\u00f6n\u00fc\u015f\u00fcm\u00fc\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/\",\"name\":\"Fatihsoysal.com\",\"description\":\"Blog - Yaz\u0131l\u0131m D\u00fcnyas\u0131 Tecr\u00fcbelerim\",\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/fatihsoysal.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"tr\"},{\"@type\":[\"Person\",\"Organization\"],\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\",\"name\":\"Fatih Soysal\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"contentUrl\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"width\":512,\"height\":512,\"caption\":\"Fatih Soysal\"},\"logo\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\"},\"description\":\"Kullan\u0131m ve kodlama m\u00fckemmeliyetini odak alan uygulamalar olu\u015fturma deneyimine sahip, profesyonel olarak 15+ y\u0131l \u00fczeri deneyime sahip bir yaz\u0131l\u0131m m\u00fchendisi.\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"T\u00fcrk\u00e7e Metin \u0130\u015flemede Kelime B\u00f6lme ve B\u00fcy\u00fck\/K\u00fc\u00e7\u00fck Harf D\u00f6n\u00fc\u015f\u00fcm\u00fc","description":"Merhaba! Fatih Soysal olarak, bug\u00fcn sizlerle T\u00fcrk\u00e7e metin i\u015flemede olduk\u00e7a \u00f6nemli iki konuyu, kelime b\u00f6lme (word segmentation) ve b\u00fcy\u00fck\/k\u00fc\u00e7\u00fck harf d\u00f6n\u00fc\u015f\u00fcm\u00fcn\u00fc (case conversion) detayl\u0131 olarak ele alaca\u011f\u0131z. Bu konular, do\u011fal dil i\u015fleme (NLP) projelerinde metin \u00f6n i\u015fleme a\u015famas\u0131nda kritik \u00f6neme sahiptir. \u00d6ncelikle, kelime b\u00f6lme i\u015flemini inceleyelim. Ard\u0131ndan da b\u00fcy\u00fck\/k\u00fc\u00e7\u00fck harf d\u00f6n\u00fc\u015f\u00fcm\u00fcn\u00fcn inceliklerine de\u011finece\u011fiz.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/fatihsoysal.com\/blog\/turkce-metin-islemede-kelime-bolme-ve-buyuk-kucuk-harf-donusumu\/","og_locale":"tr_TR","og_type":"article","og_title":"T\u00fcrk\u00e7e Metin \u0130\u015flemede Kelime B\u00f6lme ve B\u00fcy\u00fck\/K\u00fc\u00e7\u00fck Harf D\u00f6n\u00fc\u015f\u00fcm\u00fc","og_description":"Merhaba! Fatih Soysal olarak, bug\u00fcn sizlerle T\u00fcrk\u00e7e metin i\u015flemede olduk\u00e7a \u00f6nemli iki konuyu, kelime b\u00f6lme (word segmentation) ve b\u00fcy\u00fck\/k\u00fc\u00e7\u00fck harf d\u00f6n\u00fc\u015f\u00fcm\u00fcn\u00fc (case conversion) detayl\u0131 olarak ele alaca\u011f\u0131z. Bu konular, do\u011fal dil i\u015fleme (NLP) projelerinde metin \u00f6n i\u015fleme a\u015famas\u0131nda kritik \u00f6neme sahiptir. \u00d6ncelikle, kelime b\u00f6lme i\u015flemini inceleyelim. Ard\u0131ndan da b\u00fcy\u00fck\/k\u00fc\u00e7\u00fck harf d\u00f6n\u00fc\u015f\u00fcm\u00fcn\u00fcn inceliklerine de\u011finece\u011fiz.","og_url":"https:\/\/fatihsoysal.com\/blog\/turkce-metin-islemede-kelime-bolme-ve-buyuk-kucuk-harf-donusumu\/","og_site_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","article_published_time":"2025-06-12T04:00:17+00:00","author":"Fatih Soysal","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Fatih Soysal","Tahmini okuma s\u00fcresi":"4 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/fatihsoysal.com\/blog\/turkce-metin-islemede-kelime-bolme-ve-buyuk-kucuk-harf-donusumu\/#article","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/turkce-metin-islemede-kelime-bolme-ve-buyuk-kucuk-harf-donusumu\/"},"author":{"name":"Fatih Soysal","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"headline":"T\u00fcrk\u00e7e Metin \u0130\u015flemede Kelime B\u00f6lme ve B\u00fcy\u00fck\/K\u00fc\u00e7\u00fck Harf D\u00f6n\u00fc\u015f\u00fcm\u00fc","datePublished":"2025-06-12T04:00:17+00:00","mainEntityOfPage":{"@id":"https:\/\/fatihsoysal.com\/blog\/turkce-metin-islemede-kelime-bolme-ve-buyuk-kucuk-harf-donusumu\/"},"wordCount":814,"commentCount":0,"publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/fatihsoysal.com\/blog\/turkce-metin-islemede-kelime-bolme-ve-buyuk-kucuk-harf-donusumu\/#respond"]}],"copyrightYear":"2025","copyrightHolder":{"@id":"https:\/\/fatihsoysal.com\/blog\/#organization"}},{"@type":"WebPage","@id":"https:\/\/fatihsoysal.com\/blog\/turkce-metin-islemede-kelime-bolme-ve-buyuk-kucuk-harf-donusumu\/","url":"https:\/\/fatihsoysal.com\/blog\/turkce-metin-islemede-kelime-bolme-ve-buyuk-kucuk-harf-donusumu\/","name":"T\u00fcrk\u00e7e Metin \u0130\u015flemede Kelime B\u00f6lme ve B\u00fcy\u00fck\/K\u00fc\u00e7\u00fck Harf D\u00f6n\u00fc\u015f\u00fcm\u00fc","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/#website"},"datePublished":"2025-06-12T04:00:17+00:00","description":"Merhaba! Fatih Soysal olarak, bug\u00fcn sizlerle T\u00fcrk\u00e7e metin i\u015flemede olduk\u00e7a \u00f6nemli iki konuyu, kelime b\u00f6lme (word segmentation) ve b\u00fcy\u00fck\/k\u00fc\u00e7\u00fck harf d\u00f6n\u00fc\u015f\u00fcm\u00fcn\u00fc (case conversion) detayl\u0131 olarak ele alaca\u011f\u0131z. Bu konular, do\u011fal dil i\u015fleme (NLP) projelerinde metin \u00f6n i\u015fleme a\u015famas\u0131nda kritik \u00f6neme sahiptir. \u00d6ncelikle, kelime b\u00f6lme i\u015flemini inceleyelim. Ard\u0131ndan da b\u00fcy\u00fck\/k\u00fc\u00e7\u00fck harf d\u00f6n\u00fc\u015f\u00fcm\u00fcn\u00fcn inceliklerine de\u011finece\u011fiz.","breadcrumb":{"@id":"https:\/\/fatihsoysal.com\/blog\/turkce-metin-islemede-kelime-bolme-ve-buyuk-kucuk-harf-donusumu\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/fatihsoysal.com\/blog\/turkce-metin-islemede-kelime-bolme-ve-buyuk-kucuk-harf-donusumu\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/fatihsoysal.com\/blog\/turkce-metin-islemede-kelime-bolme-ve-buyuk-kucuk-harf-donusumu\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Anasayfa","item":"https:\/\/fatihsoysal.com\/blog\/"},{"@type":"ListItem","position":2,"name":"T\u00fcrk\u00e7e Metin \u0130\u015flemede Kelime B\u00f6lme ve B\u00fcy\u00fck\/K\u00fc\u00e7\u00fck Harf D\u00f6n\u00fc\u015f\u00fcm\u00fc"}]},{"@type":"WebSite","@id":"https:\/\/fatihsoysal.com\/blog\/#website","url":"https:\/\/fatihsoysal.com\/blog\/","name":"Fatihsoysal.com","description":"Blog - Yaz\u0131l\u0131m D\u00fcnyas\u0131 Tecr\u00fcbelerim","publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/fatihsoysal.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"tr"},{"@type":["Person","Organization"],"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1","name":"Fatih Soysal","image":{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png","contentUrl":"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png","width":512,"height":512,"caption":"Fatih Soysal"},"logo":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/"},"description":"Kullan\u0131m ve kodlama m\u00fckemmeliyetini odak alan uygulamalar olu\u015fturma deneyimine sahip, profesyonel olarak 15+ y\u0131l \u00fczeri deneyime sahip bir yaz\u0131l\u0131m m\u00fchendisi.","url":"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/"}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/23803","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/comments?post=23803"}],"version-history":[{"count":0,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/23803\/revisions"}],"wp:attachment":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/media?parent=23803"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/categories?post=23803"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/tags?post=23803"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}