{"id":12704,"date":"2025-02-17T06:45:11","date_gmt":"2025-02-17T03:45:11","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-dil-anlama-sihri-gomulu-temsiller\/"},"modified":"2025-02-17T06:45:11","modified_gmt":"2025-02-17T03:45:11","slug":"yapay-zekanin-dil-anlama-sihri-gomulu-temsiller","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-dil-anlama-sihri-gomulu-temsiller\/","title":{"rendered":"Yapay Zeka’n\u0131n Dil Anlama Sihri: G\u00f6m\u00fcl\u00fc Temsiller"},"content":{"rendered":"

<\/p>\n

Yapay Zeka’n\u0131n Dil Anlama Sihri: G\u00f6m\u00fcl\u00fc Temsiller<\/p>\n

Yapay zeka (YZ) alan\u0131ndaki son geli\u015fmeler, makinelerin insan dilini anlama ve \u00fcretme yeteneklerini \u00e7arp\u0131c\u0131 bir \u015fekilde art\u0131rd\u0131. Bu ilerlemenin arkas\u0131ndaki en \u00f6nemli fakt\u00f6rlerden biri, g\u00f6m\u00fcl\u00fc temsiller<\/strong> (embeddings) olarak bilinen g\u00fc\u00e7l\u00fc bir tekniktir. Basit\u00e7e s\u00f6ylemek gerekirse, g\u00f6m\u00fcl\u00fc temsiller, kelimeleri, c\u00fcmleleri ve hatta belgeleri y\u00fcksek boyutlu vekt\u00f6rlere d\u00f6n\u00fc\u015ft\u00fcrerek bilgisayarlar\u0131n anlaml\u0131 bir \u015fekilde i\u015fleyebilece\u011fi bir temsil bi\u00e7imine d\u00f6n\u00fc\u015ft\u00fcr\u00fcr. Bu d\u00f6n\u00fc\u015f\u00fcm, bilgisayarlar\u0131n insan dilinin karma\u015f\u0131kl\u0131\u011f\u0131n\u0131 kavramas\u0131na ve anlam \u00e7\u0131karmas\u0131na olanak tan\u0131r.<\/p>\n

\u00d6ncelikle, g\u00f6m\u00fcl\u00fc temsillerin nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 anlamak \u00f6nemlidir. Bir kelime veya c\u00fcmle, bir vekt\u00f6r uzay\u0131na projekte edilir. Bu vekt\u00f6r\u00fcn her boyutu, kelimenin veya c\u00fcmlenin belirli bir \u00f6zelli\u011fini temsil eder. \u00d6rne\u011fin, “kedi” kelimesinin vekt\u00f6r\u00fc, “t\u00fcyl\u00fc”, “sevimli”, “evcil hayvan” gibi \u00f6zelliklerle ili\u015fkilendirilebilir. Benzer anlamlara sahip kelimeler vekt\u00f6r uzay\u0131nda birbirine yak\u0131n konumlan\u0131rken, anlamca uzak kelimeler birbirlerinden uzakta yer al\u0131r. Bu yak\u0131nl\u0131k ve uzakl\u0131k ili\u015fkisi, YZ’nin kelimeler aras\u0131ndaki anlamsal ili\u015fkileri anlamas\u0131n\u0131 sa\u011flar. Dahas\u0131, bu y\u00f6ntem sadece kelimeler i\u00e7in de\u011fil, c\u00fcmleler ve hatta t\u00fcm belgeler i\u00e7in de uygulanabilir. B\u00f6ylece, daha karma\u015f\u0131k metinlerin de anlam\u0131 yakalanabilir.<\/p>\n

G\u00f6m\u00fcl\u00fc temsillerin avantajlar\u0131 saymakla bitmez. \u00d6rne\u011fin, anlam benzerli\u011fi tespiti, metin s\u0131n\u0131fland\u0131rmas\u0131, makine \u00e7evirisi ve soru-cevap sistemleri gibi bir\u00e7ok do\u011fal dil i\u015fleme (NLP) g\u00f6revinde \u00f6nemli iyile\u015ftirmeler sa\u011flar. Ayr\u0131ca, g\u00f6m\u00fcl\u00fc temsiller, anlam\u0131 korumak suretiyle farkl\u0131 dillerdeki metinler aras\u0131nda k\u00f6pr\u00fc kurmay\u0131 m\u00fcmk\u00fcn k\u0131lar. Bu da, k\u00fcresel \u00f6l\u00e7ekte veri analizinin kapsam\u0131n\u0131 geni\u015fletir.<\/p>\n

Ancak, g\u00f6m\u00fcl\u00fc temsillerin baz\u0131 s\u0131n\u0131rlamalar\u0131 da mevcuttur. \u00d6rne\u011fin, karma\u015f\u0131k ba\u011flamsal anlamlar\u0131 her zaman do\u011fru bir \u015fekilde yakalayamayabilirler. Ayr\u0131ca, e\u011fitim verilerindeki \u00f6nyarg\u0131lar, g\u00f6m\u00fcl\u00fc temsillerde de yans\u0131ma g\u00f6sterebilir. Bu nedenle, g\u00f6m\u00fcl\u00fc temsillerin kullan\u0131m\u0131 s\u0131ras\u0131nda dikkatli olunmal\u0131 ve olas\u0131 \u00f6nyarg\u0131lar azalt\u0131lmal\u0131d\u0131r. Bu konuda daha detayl\u0131 bilgi i\u00e7in fatihsoysal.com<\/a> adresindeki di\u011fer yaz\u0131lar\u0131m\u0131 inceleyebilirsiniz.<\/p>\n

Sonu\u00e7 olarak, g\u00f6m\u00fcl\u00fc temsiller, yapay zekan\u0131n dil anlama yetene\u011fini derinden etkileyen g\u00fc\u00e7l\u00fc bir ara\u00e7t\u0131r. Bu teknik, \u00e7e\u015fitli NLP uygulamalar\u0131nda \u00f6nemli ilerlemeler sa\u011flam\u0131\u015ft\u0131r. Ancak, bu teknolojinin s\u0131n\u0131rlamalar\u0131n\u0131n da fark\u0131nda olmak ve bu s\u0131n\u0131rlamalar\u0131 a\u015fmak i\u00e7in \u00e7al\u0131\u015fmalar devam etmektedir. Gelecekte, g\u00f6m\u00fcl\u00fc temsillerin daha da geli\u015fmi\u015f ve sofistike hale gelmesi ve insan-makine etkile\u015fiminde daha da etkili bir rol oynamas\u0131 beklenmektedir. Bu alandaki ara\u015ft\u0131rmalar, hem akademik camiada hem de end\u00fcstride yo\u011fun bir \u015fekilde devam etmektedir. Bu konuda daha fazla bilgi edinmek i\u00e7in buraya<\/a> bakabilirsiniz.<\/p>\n

Anahtar Kelimeler<\/h3>\n

#Etiketler: g\u00f6m\u00fcl\u00fc temsiller, embedding, yapay zeka, do\u011fal dil i\u015fleme, NLP, makine \u00f6\u011frenmesi, vekt\u00f6r uzay\u0131, kelime anlam\u0131, semantic anlaml\u0131, dil modeli, AI, anlam benzerli\u011fi, metin s\u0131n\u0131fland\u0131rmas\u0131, makine \u00e7evirisi<\/p>\n

<\/body>
\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Yapay Zeka’n\u0131n Dil Anlama Sihri: G\u00f6m\u00fcl\u00fc Temsiller Yapay zeka (YZ) alan\u0131ndaki son geli\u015fmeler, makinelerin insan dilini anlama ve…","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-12704","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"\nYapay Zeka'n\u0131n Dil Anlama Sihri: G\u00f6m\u00fcl\u00fc Temsiller<\/title>\n<meta name=\"description\" content=\"Yapay zeka (YZ) alan\u0131ndaki son geli\u015fmeler, makinelerin insan dilini anlama ve \u00fcretme yeteneklerini \u00e7arp\u0131c\u0131 bir \u015fekilde art\u0131rd\u0131. Bu ilerlemenin arkas\u0131ndaki en \u00f6nemli fakt\u00f6rlerden biri, g\u00f6m\u00fcl\u00fc temsiller (embeddings) olarak bilinen g\u00fc\u00e7l\u00fc bir tekniktir. Basit\u00e7e s\u00f6ylemek gerekirse, g\u00f6m\u00fcl\u00fc temsiller, kelimeleri, c\u00fcmleleri ve hatta belgeleri y\u00fcksek boyutlu vekt\u00f6rlere d\u00f6n\u00fc\u015ft\u00fcrerek bilgisayarlar\u0131n anlaml\u0131 bir \u015fekilde i\u015fleyebilece\u011fi bir temsil bi\u00e7imine d\u00f6n\u00fc\u015ft\u00fcr\u00fcr. Bu d\u00f6n\u00fc\u015f\u00fcm, bilgisayarlar\u0131n insan dilinin karma\u015f\u0131kl\u0131\u011f\u0131n\u0131 kavramas\u0131na ve anlam \u00e7\u0131karmas\u0131na olanak tan\u0131r.\" \/>\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\/yapay-zekanin-dil-anlama-sihri-gomulu-temsiller\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Yapay Zeka'n\u0131n Dil Anlama Sihri: G\u00f6m\u00fcl\u00fc Temsiller\" \/>\n<meta property=\"og:description\" content=\"Yapay zeka (YZ) alan\u0131ndaki son geli\u015fmeler, makinelerin insan dilini anlama ve \u00fcretme yeteneklerini \u00e7arp\u0131c\u0131 bir \u015fekilde art\u0131rd\u0131. Bu ilerlemenin arkas\u0131ndaki en \u00f6nemli fakt\u00f6rlerden biri, g\u00f6m\u00fcl\u00fc temsiller (embeddings) olarak bilinen g\u00fc\u00e7l\u00fc bir tekniktir. Basit\u00e7e s\u00f6ylemek gerekirse, g\u00f6m\u00fcl\u00fc temsiller, kelimeleri, c\u00fcmleleri ve hatta belgeleri y\u00fcksek boyutlu vekt\u00f6rlere d\u00f6n\u00fc\u015ft\u00fcrerek bilgisayarlar\u0131n anlaml\u0131 bir \u015fekilde i\u015fleyebilece\u011fi bir temsil bi\u00e7imine d\u00f6n\u00fc\u015ft\u00fcr\u00fcr. Bu d\u00f6n\u00fc\u015f\u00fcm, bilgisayarlar\u0131n insan dilinin karma\u015f\u0131kl\u0131\u011f\u0131n\u0131 kavramas\u0131na ve anlam \u00e7\u0131karmas\u0131na olanak tan\u0131r.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-dil-anlama-sihri-gomulu-temsiller\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-02-17T03:45:11+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\/yapay-zekanin-dil-anlama-sihri-gomulu-temsiller\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-dil-anlama-sihri-gomulu-temsiller\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Yapay Zeka’n\u0131n Dil Anlama Sihri: G\u00f6m\u00fcl\u00fc Temsiller\",\"datePublished\":\"2025-02-17T03:45:11+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-dil-anlama-sihri-gomulu-temsiller\/\"},\"wordCount\":551,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-dil-anlama-sihri-gomulu-temsiller\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-dil-anlama-sihri-gomulu-temsiller\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-dil-anlama-sihri-gomulu-temsiller\/\",\"name\":\"Yapay Zeka'n\u0131n Dil Anlama Sihri: G\u00f6m\u00fcl\u00fc Temsiller\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-02-17T03:45:11+00:00\",\"description\":\"Yapay zeka (YZ) alan\u0131ndaki son geli\u015fmeler, makinelerin insan dilini anlama ve \u00fcretme yeteneklerini \u00e7arp\u0131c\u0131 bir \u015fekilde art\u0131rd\u0131. Bu ilerlemenin arkas\u0131ndaki en \u00f6nemli fakt\u00f6rlerden biri, g\u00f6m\u00fcl\u00fc temsiller (embeddings) olarak bilinen g\u00fc\u00e7l\u00fc bir tekniktir. Basit\u00e7e s\u00f6ylemek gerekirse, g\u00f6m\u00fcl\u00fc temsiller, kelimeleri, c\u00fcmleleri ve hatta belgeleri y\u00fcksek boyutlu vekt\u00f6rlere d\u00f6n\u00fc\u015ft\u00fcrerek bilgisayarlar\u0131n anlaml\u0131 bir \u015fekilde i\u015fleyebilece\u011fi bir temsil bi\u00e7imine d\u00f6n\u00fc\u015ft\u00fcr\u00fcr. Bu d\u00f6n\u00fc\u015f\u00fcm, bilgisayarlar\u0131n insan dilinin karma\u015f\u0131kl\u0131\u011f\u0131n\u0131 kavramas\u0131na ve anlam \u00e7\u0131karmas\u0131na olanak tan\u0131r.\",\"breadcrumb\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-dil-anlama-sihri-gomulu-temsiller\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-dil-anlama-sihri-gomulu-temsiller\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-dil-anlama-sihri-gomulu-temsiller\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\/\/fatihsoysal.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Yapay Zeka’n\u0131n Dil Anlama Sihri: G\u00f6m\u00fcl\u00fc Temsiller\"}]},{\"@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":"Yapay Zeka'n\u0131n Dil Anlama Sihri: G\u00f6m\u00fcl\u00fc Temsiller","description":"Yapay zeka (YZ) alan\u0131ndaki son geli\u015fmeler, makinelerin insan dilini anlama ve \u00fcretme yeteneklerini \u00e7arp\u0131c\u0131 bir \u015fekilde art\u0131rd\u0131. Bu ilerlemenin arkas\u0131ndaki en \u00f6nemli fakt\u00f6rlerden biri, g\u00f6m\u00fcl\u00fc temsiller (embeddings) olarak bilinen g\u00fc\u00e7l\u00fc bir tekniktir. Basit\u00e7e s\u00f6ylemek gerekirse, g\u00f6m\u00fcl\u00fc temsiller, kelimeleri, c\u00fcmleleri ve hatta belgeleri y\u00fcksek boyutlu vekt\u00f6rlere d\u00f6n\u00fc\u015ft\u00fcrerek bilgisayarlar\u0131n anlaml\u0131 bir \u015fekilde i\u015fleyebilece\u011fi bir temsil bi\u00e7imine d\u00f6n\u00fc\u015ft\u00fcr\u00fcr. Bu d\u00f6n\u00fc\u015f\u00fcm, bilgisayarlar\u0131n insan dilinin karma\u015f\u0131kl\u0131\u011f\u0131n\u0131 kavramas\u0131na ve anlam \u00e7\u0131karmas\u0131na olanak tan\u0131r.","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\/yapay-zekanin-dil-anlama-sihri-gomulu-temsiller\/","og_locale":"tr_TR","og_type":"article","og_title":"Yapay Zeka'n\u0131n Dil Anlama Sihri: G\u00f6m\u00fcl\u00fc Temsiller","og_description":"Yapay zeka (YZ) alan\u0131ndaki son geli\u015fmeler, makinelerin insan dilini anlama ve \u00fcretme yeteneklerini \u00e7arp\u0131c\u0131 bir \u015fekilde art\u0131rd\u0131. Bu ilerlemenin arkas\u0131ndaki en \u00f6nemli fakt\u00f6rlerden biri, g\u00f6m\u00fcl\u00fc temsiller (embeddings) olarak bilinen g\u00fc\u00e7l\u00fc bir tekniktir. Basit\u00e7e s\u00f6ylemek gerekirse, g\u00f6m\u00fcl\u00fc temsiller, kelimeleri, c\u00fcmleleri ve hatta belgeleri y\u00fcksek boyutlu vekt\u00f6rlere d\u00f6n\u00fc\u015ft\u00fcrerek bilgisayarlar\u0131n anlaml\u0131 bir \u015fekilde i\u015fleyebilece\u011fi bir temsil bi\u00e7imine d\u00f6n\u00fc\u015ft\u00fcr\u00fcr. Bu d\u00f6n\u00fc\u015f\u00fcm, bilgisayarlar\u0131n insan dilinin karma\u015f\u0131kl\u0131\u011f\u0131n\u0131 kavramas\u0131na ve anlam \u00e7\u0131karmas\u0131na olanak tan\u0131r.","og_url":"https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-dil-anlama-sihri-gomulu-temsiller\/","og_site_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","article_published_time":"2025-02-17T03:45:11+00:00","author":"Fatih Soysal","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Fatih Soysal","Tahmini okuma s\u00fcresi":"3 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-dil-anlama-sihri-gomulu-temsiller\/#article","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-dil-anlama-sihri-gomulu-temsiller\/"},"author":{"name":"Fatih Soysal","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"headline":"Yapay Zeka’n\u0131n Dil Anlama Sihri: G\u00f6m\u00fcl\u00fc Temsiller","datePublished":"2025-02-17T03:45:11+00:00","mainEntityOfPage":{"@id":"https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-dil-anlama-sihri-gomulu-temsiller\/"},"wordCount":551,"commentCount":0,"publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-dil-anlama-sihri-gomulu-temsiller\/#respond"]}],"copyrightYear":"2025","copyrightHolder":{"@id":"https:\/\/fatihsoysal.com\/blog\/#organization"}},{"@type":"WebPage","@id":"https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-dil-anlama-sihri-gomulu-temsiller\/","url":"https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-dil-anlama-sihri-gomulu-temsiller\/","name":"Yapay Zeka'n\u0131n Dil Anlama Sihri: G\u00f6m\u00fcl\u00fc Temsiller","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/#website"},"datePublished":"2025-02-17T03:45:11+00:00","description":"Yapay zeka (YZ) alan\u0131ndaki son geli\u015fmeler, makinelerin insan dilini anlama ve \u00fcretme yeteneklerini \u00e7arp\u0131c\u0131 bir \u015fekilde art\u0131rd\u0131. Bu ilerlemenin arkas\u0131ndaki en \u00f6nemli fakt\u00f6rlerden biri, g\u00f6m\u00fcl\u00fc temsiller (embeddings) olarak bilinen g\u00fc\u00e7l\u00fc bir tekniktir. Basit\u00e7e s\u00f6ylemek gerekirse, g\u00f6m\u00fcl\u00fc temsiller, kelimeleri, c\u00fcmleleri ve hatta belgeleri y\u00fcksek boyutlu vekt\u00f6rlere d\u00f6n\u00fc\u015ft\u00fcrerek bilgisayarlar\u0131n anlaml\u0131 bir \u015fekilde i\u015fleyebilece\u011fi bir temsil bi\u00e7imine d\u00f6n\u00fc\u015ft\u00fcr\u00fcr. Bu d\u00f6n\u00fc\u015f\u00fcm, bilgisayarlar\u0131n insan dilinin karma\u015f\u0131kl\u0131\u011f\u0131n\u0131 kavramas\u0131na ve anlam \u00e7\u0131karmas\u0131na olanak tan\u0131r.","breadcrumb":{"@id":"https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-dil-anlama-sihri-gomulu-temsiller\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-dil-anlama-sihri-gomulu-temsiller\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/fatihsoysal.com\/blog\/yapay-zekanin-dil-anlama-sihri-gomulu-temsiller\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Anasayfa","item":"https:\/\/fatihsoysal.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Yapay Zeka’n\u0131n Dil Anlama Sihri: G\u00f6m\u00fcl\u00fc Temsiller"}]},{"@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\/12704","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=12704"}],"version-history":[{"count":0,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/12704\/revisions"}],"wp:attachment":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/media?parent=12704"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/categories?post=12704"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/tags?post=12704"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}