{"id":28970,"date":"2025-09-05T23:00:29","date_gmt":"2025-09-05T20:00:29","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/tarayicida-onnxruntime-web-ile-makine-ogrenmesi-modelleri-calistirma\/"},"modified":"2025-09-05T23:00:29","modified_gmt":"2025-09-05T20:00:29","slug":"tarayicida-onnxruntime-web-ile-makine-ogrenmesi-modelleri-calistirma","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/tarayicida-onnxruntime-web-ile-makine-ogrenmesi-modelleri-calistirma\/","title":{"rendered":"Taray\u0131c\u0131da onnxruntime-web ile Makine \u00d6\u011frenmesi Modelleri \u00c7al\u0131\u015ft\u0131rma"},"content":{"rendered":"<p>Taray\u0131c\u0131da onnxruntime-web ile Makine \u00d6\u011frenmesi Modelleri \u00c7al\u0131\u015ft\u0131rma<\/p>\n<p>Web uygulamalar\u0131n\u0131zda g\u00fc\u00e7l\u00fc makine \u00f6\u011frenmesi modellerini do\u011frudan taray\u0131c\u0131da \u00e7al\u0131\u015ft\u0131rmak ister misiniz?  onnxruntime-web ile bu art\u0131k m\u00fcmk\u00fcn! Bu makalede, onnxruntime-web k\u00fct\u00fcphanesini kullanarak taray\u0131c\u0131larda nas\u0131l makine \u00f6\u011frenmesi modeli \u00e7al\u0131\u015ft\u0131raca\u011f\u0131n\u0131z\u0131, performans optimizasyonlar\u0131n\u0131 ve ileri d\u00fczey teknikleri ad\u0131m ad\u0131m \u00f6\u011freneceksiniz.  onnxruntime-web, performans ve g\u00fcvenilirlik a\u00e7\u0131s\u0131ndan sundu\u011fu avantajlarla, web uygulamalar\u0131n\u0131za yapay zeka g\u00fcc\u00fc katman\u0131n etkili bir yoludur. <\/p>\n<h2>onnxruntime-web Nedir ve Neden Kullanmal\u0131y\u0131z?<\/h2>\n<p>onnxruntime-web, ONNX (Open Neural Network Exchange) format\u0131ndaki makine \u00f6\u011frenmesi modellerini web taray\u0131c\u0131lar\u0131nda \u00e7al\u0131\u015ft\u0131rmak i\u00e7in tasarlanm\u0131\u015f a\u00e7\u0131k kaynakl\u0131 bir JavaScript k\u00fct\u00fcphanesidir.  Bu, Python gibi sunucu taraf\u0131 dillerine ba\u011f\u0131ml\u0131 kalmadan, do\u011frudan istemci taraf\u0131nda (taray\u0131c\u0131da) tahminler yapabilece\u011finiz anlam\u0131na gelir.  Bu durum, gizlilik endi\u015felerini azalt\u0131r, \u00e7\u00fcnk\u00fc veri sunucuya g\u00f6nderilmez ve daha h\u0131zl\u0131 yan\u0131t s\u00fcreleri sa\u011flar.  Ayr\u0131ca, onnxruntime-web, \u00e7e\u015fitli modellerle uyumluluk sunar ve performans a\u00e7\u0131s\u0131ndan optimize edilmi\u015ftir.  K\u0131sacas\u0131, onnxruntime-web, web uygulamalar\u0131n\u0131za makine \u00f6\u011frenmesi yetenekleri eklemenin en verimli ve g\u00fcvenli y\u00f6ntemlerinden biridir.  Daha fazla bilgi i\u00e7in <a href=\"https:\/\/fatihsoysal.com\">fatihsoysal.com<\/a> adresini ziyaret edebilirsiniz.<\/p>\n<h2>onnxruntime-web&#039;e Ba\u015flang\u0131\u00e7: Temel Kavramlar<\/h2>\n<p>onnxruntime-web kullanmaya ba\u015flamadan \u00f6nce, birka\u00e7 temel kavram\u0131 anlamak \u00f6nemlidir.  \u0130lk olarak, ONNX format\u0131n\u0131n ne oldu\u011funu bilmeniz gerekir. ONNX, farkl\u0131 makine \u00f6\u011frenmesi \u00e7er\u00e7eveleri (TensorFlow, PyTorch vb.) aras\u0131nda model payla\u015f\u0131m\u0131n\u0131 kolayla\u015ft\u0131ran bir standartt\u0131r.  \u0130kinci olarak, JavaScript ve temel web geli\u015ftirme konular\u0131nda bilgi sahibi olman\u0131z faydal\u0131 olacakt\u0131r.  Son olarak,  bir ONNX modeli nas\u0131l olu\u015fturulur ve bu modeli onnxruntime-web ile nas\u0131l entegre edersiniz bilmeniz gerekir.  Bu ad\u0131mlar\u0131n tamam\u0131,  makale boyunca detayl\u0131 bir \u015fekilde a\u00e7\u0131klanacakt\u0131r.  \u00d6zetle,  ba\u015flang\u0131\u00e7 seviyesi i\u00e7in temel JavaScript ve makine \u00f6\u011frenmesi bilgisi yeterli olacakt\u0131r.  Ancak, daha ileri d\u00fczey uygulamalar i\u00e7in derinlemesine bir anlay\u0131\u015f gerekli olabilir.<\/p>\n<h2>onnxruntime-web ile Model Y\u00fckleme ve \u00c7al\u0131\u015ft\u0131rma: Ad\u0131m Ad\u0131m<\/h2>\n<p>\u015eimdi,  onnxruntime-web ile bir ONNX modelini nas\u0131l y\u00fckleyece\u011finizi ve \u00e7al\u0131\u015ft\u0131raca\u011f\u0131n\u0131z\u0131 ad\u0131m ad\u0131m inceleyelim.  \u00d6ncelikle,  projenize onnxruntime-web k\u00fct\u00fcphanesini eklemeniz gerekir.  Bunu,  npm veya CDN arac\u0131l\u0131\u011f\u0131yla yapabilirsiniz.  Daha sonra,  \u00f6nceden e\u011fitilmi\u015f bir ONNX modelini indirmeniz ve web projenize eklemeniz gerekir.  A\u015fa\u011f\u0131daki kod blo\u011fu, bu i\u015flemleri g\u00f6stermektedir:<\/p>\n<p><\/code>html<\/p>\n<h3>npm ile Kurulum<\/h3>\n<pre><code class=\"language-bash\">npm install onnxruntime-web\n<\/pre>\n<p><\/code><\/p>\n<h3>CDN ile Kurulum<\/h3>\n<pre><code class=\"language-html\">\n<script src=\"https:\/\/cdn.jsdelivr.net\/npm\/onnxruntime-web@latest\/dist\/ort.js\"><\/script>\n<\/pre>\n<p><\/code><\/p>\n<h3>Model Y\u00fckleme ve \u00c7al\u0131\u015ft\u0131rma<\/h3>\n<pre><code class=\"language-javascript\">\nimport * as ort from 'onnxruntime-web';\n\nasync function runModel() {\n  const session = await ort.InferenceSession.create('.\/model.onnx');\n  const inputData = new Float32Array([\/* Giri\u015f verilerinizi buraya ekleyin *\/]);\n  const output = await session.run({ input: inputData });\n  console.log(output);\n}\n\nrunModel();\n<\/pre>\n<p><\/code>\n<\/p>\n<p>Bu kod, \u00f6ncelikle onnxruntime-web k\u00fct\u00fcphanesini i\u00e7e aktar\u0131r. Ard\u0131ndan, <code>InferenceSession.create()<\/code> fonksiyonu ile ONNX modelini y\u00fckler.  <code>run()<\/code> fonksiyonu, modelin \u00e7al\u0131\u015ft\u0131r\u0131lmas\u0131n\u0131 ve sonu\u00e7lar\u0131n al\u0131nmas\u0131n\u0131 sa\u011flar.  <code>inputData<\/code> de\u011fi\u015fkeni, modele verilecek giri\u015f verilerini i\u00e7erir.  Bu kod par\u00e7as\u0131nda,  <code>.\/model.onnx<\/code> dosyas\u0131n\u0131n projenizin k\u00f6k dizininde bulundu\u011fu varsay\u0131lm\u0131\u015ft\u0131r.  Modelinizi farkl\u0131 bir konuma yerle\u015ftirdiyseniz, buna g\u00f6re yolu g\u00fcncellemeniz gerekecektir.  \u00d6nemli olan,  giri\u015f verilerinin modelinizin beklentilerine uygun formatta olmas\u0131d\u0131r.<\/p>\n<h2>Ger\u00e7ek D\u00fcnya Senaryolar\u0131: Vaka Analizleri<\/h2>\n<p>onnxruntime-web'in g\u00fcc\u00fcn\u00fc g\u00f6steren birka\u00e7 ger\u00e7ek d\u00fcnya senaryosuna bakal\u0131m. \u00d6rne\u011fin, bir web uygulamas\u0131nda nesne tan\u0131ma modeli \u00e7al\u0131\u015ft\u0131rarak, kullan\u0131c\u0131n\u0131n y\u00fckledi\u011fi bir resimdeki nesneleri ger\u00e7ek zamanl\u0131 olarak belirleyebilirsiniz.  Bir ba\u015fka senaryo ise, bir metin s\u0131n\u0131fland\u0131rma modeli kullanarak, kullan\u0131c\u0131 taraf\u0131ndan yaz\u0131lan metnin duygu durumunu analiz etmektir.  Bu \u00f6rnekler, onnxruntime-web'in \u00e7e\u015fitli alanlarda uygulanabilirli\u011fini g\u00f6stermektedir.  Ayr\u0131ca, onnxruntime-web,  mobil cihazlar i\u00e7in optimize edildi\u011fi i\u00e7in,  mobil web uygulamalar\u0131nda da kullan\u0131labilmektedir.  Bu,  performans sorunlar\u0131n\u0131 en aza indirgeyerek,  kullan\u0131c\u0131lara daha iyi bir deneyim sunar. Daha geli\u015fmi\u015f bir \u00f6rnek olarak,  bir ger\u00e7ek zamanl\u0131 y\u00fcz tan\u0131ma sistemini, kullan\u0131c\u0131lar\u0131n kimlik do\u011frulamas\u0131 i\u00e7in kullanabilirsiniz.  Bu sistem,  kullan\u0131c\u0131n\u0131n y\u00fcz\u00fcn\u00fc analiz ederek,  kimli\u011fini do\u011frulayabilir. Bu da,  g\u00fcvenli\u011fi art\u0131r\u0131r.<\/p>\n<h2>Performans Optimizasyonu: \u0130pu\u00e7lar\u0131 ve P\u00fcf Noktalar\u0131<\/h2>\n<p>onnxruntime-web ile model performans\u0131n\u0131 optimize etmek i\u00e7in birka\u00e7 ipucu ve p\u00fcf noktas\u0131 vard\u0131r.  \u00d6ncelikle, modelinizin boyutu \u00f6nemlidir.  Daha k\u00fc\u00e7\u00fck modeller,  daha h\u0131zl\u0131 y\u00fcklenir ve \u00e7al\u0131\u015f\u0131r.  Bu nedenle,  modelinizi m\u00fcmk\u00fcn oldu\u011funca k\u00fc\u00e7\u00fck tutmaya \u00e7al\u0131\u015fmal\u0131s\u0131n\u0131z.  \u0130kinci olarak,  WebAssembly'nin performans avantajlar\u0131ndan yararlanmak i\u00e7in,  modelinizi WebAssembly'e derleyebilirsiniz.  Ayr\u0131ca,  taray\u0131c\u0131 \u00f6nbellekleme mekanizmalar\u0131n\u0131 kullanarak,  modelin tekrar tekrar y\u00fcklenmesini \u00f6nleyebilirsiniz.  Son olarak,  modeli par\u00e7alara ay\u0131r\u0131p,  i\u015f y\u00fck\u00fcn\u00fc dengeleyerek,  performans\u0131 iyile\u015ftirebilirsiniz.  Bu optimizasyonlar, \u00f6zellikle b\u00fcy\u00fck ve karma\u015f\u0131k modeller i\u00e7in \u00f6nemlidir.  Bununla birlikte,  her zaman en iyi performans\u0131 elde etmek i\u00e7in,  kullan\u0131lan donan\u0131m ve yaz\u0131l\u0131m\u0131n \u00f6zelliklerini dikkate almak gerekir. Bu optimizasyon tekniklerinin daha detayl\u0131 a\u00e7\u0131klamalar\u0131 i\u00e7in <a href=\"https:\/\/fatihsoysal.com\">fatihsoysal.com<\/a> adresini ziyaret edebilirsiniz. <\/p>\n<h2>\u0130leri D\u00fczey Teknikler: Web Workers ve Paralel \u0130\u015fleme<\/h2>\n<p>onnxruntime-web'i daha da geli\u015ftirmek i\u00e7in, Web Workers kullanarak paralel i\u015flemeyi d\u00fc\u015f\u00fcnebilirsiniz.  Web Workers, ana JavaScript i\u015fleminden ba\u011f\u0131ms\u0131z olarak arka planda \u00e7al\u0131\u015fan i\u015f par\u00e7ac\u0131klar\u0131d\u0131r.  Bu,  ana i\u015f par\u00e7ac\u0131\u011f\u0131n\u0131n bloke edilmeden,  modeli arka planda \u00e7al\u0131\u015ft\u0131rman\u0131za olanak tan\u0131r ve kullan\u0131c\u0131 deneyimini iyile\u015ftirir.  Web Workers kullanarak,  birden fazla modeli e\u015f zamanl\u0131 olarak \u00e7al\u0131\u015ft\u0131rabilir ve i\u015flemlerin tamamlanma s\u00fcresini k\u0131saltarak performans\u0131 \u00f6nemli \u00f6l\u00e7\u00fcde art\u0131rabilirsiniz.  Ayr\u0131ca,  Web Workers,  b\u00fcy\u00fck veri k\u00fcmeleriyle \u00e7al\u0131\u015f\u0131rken,  belle\u011fi daha etkin bir \u015fekilde y\u00f6netmenize de yard\u0131mc\u0131 olur.  B\u00f6ylece,  uygulaman\u0131z\u0131n stabilitesi ve performans\u0131 artar. Web Workers'\u0131 etkili bir \u015fekilde kullanmak i\u00e7in,  i\u015f par\u00e7ac\u0131klar\u0131 aras\u0131 ileti\u015fim mekanizmalar\u0131n\u0131 iyi anlamak ve uygun bir mimari tasar\u0131m\u0131 hayata ge\u00e7irmek \u00f6nemlidir. <\/p>\n<h2>G\u00fcvenlik Uyar\u0131lar\u0131<\/h2>\n<div class=\"alert alert-danger\">\n  <strong>Dikkat!<\/strong>  Web uygulamalar\u0131n\u0131zda \u00e7al\u0131\u015ft\u0131rd\u0131\u011f\u0131n\u0131z modellerin g\u00fcvenli\u011finden emin olmal\u0131s\u0131n\u0131z.  Zararl\u0131 modeller,  uygulaman\u0131z\u0131n g\u00fcvenli\u011fini tehlikeye atabilir.  G\u00fcvenilir kaynaklardan modeller kullan\u0131n ve modellerinizi d\u00fczenli olarak g\u00fcncelleyin.\n<\/div>\n<h2>Sonu\u00e7<\/h2>\n<p>onnxruntime-web,  web uygulamalar\u0131n\u0131zda makine \u00f6\u011frenmesi modelleri \u00e7al\u0131\u015ft\u0131rman\u0131n g\u00fc\u00e7l\u00fc ve verimli bir yoludur.  Bu makalede,  onnxruntime-web'in temel kavramlar\u0131n\u0131,  uygulama ad\u0131mlar\u0131n\u0131 ve performans optimizasyonunu inceledik.  Ayr\u0131ca,  ger\u00e7ek d\u00fcnya senaryolar\u0131na ve ileri d\u00fczey tekniklere de de\u011findik.  onnxruntime-web ile,  web uygulamalar\u0131n\u0131za g\u00fc\u00e7l\u00fc yapay zeka yetenekleri ekleyerek,  kullan\u0131c\u0131 deneyimini \u00f6nemli \u00f6l\u00e7\u00fcde geli\u015ftirebilirsiniz.  Daha fazla bilgi ve \u00f6rnekler i\u00e7in <a href=\"https:\/\/fatihsoysal.com\">fatihsoysal.com<\/a> sitesini ziyaret edebilirsiniz.<\/p>\n<h2>S\u0131k\u00e7a Sorulan Sorular (SSS)<\/h2>\n<ul>\n<li><strong>onnxruntime-web hangi taray\u0131c\u0131lar\u0131 destekliyor?<\/strong> onnxruntime-web,  modern t\u00fcm b\u00fcy\u00fck taray\u0131c\u0131larda \u00e7al\u0131\u015f\u0131r (Chrome, Firefox, Safari, Edge).<\/li>\n<li><strong>onnxruntime-web'in performans\u0131 nas\u0131l?<\/strong>  Performans,  modelin boyutuna ve karma\u015f\u0131kl\u0131\u011f\u0131na,  donan\u0131m \u00f6zelliklerine ve optimizasyon seviyesine ba\u011fl\u0131d\u0131r.  Genellikle,  sunucu taraf\u0131 \u00e7\u00f6z\u00fcmlerine g\u00f6re daha h\u0131zl\u0131d\u0131r.<\/li>\n<li><strong>onnxruntime-web ile hangi model t\u00fcrlerini \u00e7al\u0131\u015ft\u0131rabilirim?<\/strong>  onnxruntime-web,  ONNX format\u0131ndaki \u00e7e\u015fitli model t\u00fcrlerini destekler (\u00f6rne\u011fin,  CNN, RNN, Transformer).<\/li>\n<li><strong>onnxruntime-web g\u00fcvenli mi?<\/strong>  onnxruntime-web,  a\u00e7\u0131k kaynakl\u0131 ve iyi test edilmi\u015ftir.  Ancak,  her zaman g\u00fcvenilir kaynaklardan modeller kullanmal\u0131s\u0131n\u0131z ve modellerinizi d\u00fczenli olarak g\u00fcncellemelisiniz.<\/li>\n<li><strong>onnxruntime-web'i \u00f6\u011frenmek i\u00e7in kaynaklar var m\u0131?<\/strong>  onnxruntime-web'in resmi d\u00f6k\u00fcmanlar\u0131 ve \u00f6rnekleri vard\u0131r.  Ayr\u0131ca,  bir\u00e7ok \u00e7evrimi\u00e7i e\u011fitim kayna\u011f\u0131 mevcuttur.<\/li>\n<\/ul>\n<p>Yazar: Fatih Soysal<\/p>\n<p>```<\/p>\n","protected":false},"excerpt":{"rendered":"Taray\u0131c\u0131da onnxruntime-web ile Makine \u00d6\u011frenmesi Modelleri \u00c7al\u0131\u015ft\u0131rma Web uygulamalar\u0131n\u0131zda g\u00fc\u00e7l\u00fc makine \u00f6\u011frenmesi modellerini do\u011frudan taray\u0131c\u0131da \u00e7al\u0131\u015ft\u0131rmak ister misiniz?&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-28970","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>Taray\u0131c\u0131da onnxruntime-web ile Makine \u00d6\u011frenmesi Modelleri \u00c7al\u0131\u015ft\u0131rma<\/title>\n<meta name=\"description\" content=\"Web uygulamalar\u0131n\u0131zda g\u00fc\u00e7l\u00fc makine \u00f6\u011frenmesi modellerini do\u011frudan taray\u0131c\u0131da \u00e7al\u0131\u015ft\u0131rmak ister misiniz? onnxruntime-web ile bu art\u0131k m\u00fcmk\u00fcn! Bu makalede, onnxruntime-web k\u00fct\u00fcphanesini kullanarak taray\u0131c\u0131larda nas\u0131l makine \u00f6\u011frenmesi modeli \u00e7al\u0131\u015ft\u0131raca\u011f\u0131n\u0131z\u0131, performans optimizasyonlar\u0131n\u0131 ve ileri d\u00fczey teknikleri ad\u0131m ad\u0131m \u00f6\u011freneceksiniz. onnxruntime-web, performans ve g\u00fcvenilirlik a\u00e7\u0131s\u0131ndan sundu\u011fu avantajlarla, web uygulamalar\u0131n\u0131za yapay zeka g\u00fcc\u00fc katman\u0131n etkili bir yoludur.\" \/>\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\/tarayicida-onnxruntime-web-ile-makine-ogrenmesi-modelleri-calistirma\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Taray\u0131c\u0131da onnxruntime-web ile Makine \u00d6\u011frenmesi Modelleri \u00c7al\u0131\u015ft\u0131rma\" \/>\n<meta property=\"og:description\" content=\"Web uygulamalar\u0131n\u0131zda g\u00fc\u00e7l\u00fc makine \u00f6\u011frenmesi modellerini do\u011frudan taray\u0131c\u0131da \u00e7al\u0131\u015ft\u0131rmak ister misiniz? onnxruntime-web ile bu art\u0131k m\u00fcmk\u00fcn! Bu makalede, onnxruntime-web k\u00fct\u00fcphanesini kullanarak taray\u0131c\u0131larda nas\u0131l makine \u00f6\u011frenmesi modeli \u00e7al\u0131\u015ft\u0131raca\u011f\u0131n\u0131z\u0131, performans optimizasyonlar\u0131n\u0131 ve ileri d\u00fczey teknikleri ad\u0131m ad\u0131m \u00f6\u011freneceksiniz. onnxruntime-web, performans ve g\u00fcvenilirlik a\u00e7\u0131s\u0131ndan sundu\u011fu avantajlarla, web uygulamalar\u0131n\u0131za yapay zeka g\u00fcc\u00fc katman\u0131n etkili bir yoludur.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/tarayicida-onnxruntime-web-ile-makine-ogrenmesi-modelleri-calistirma\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-09-05T20:00:29+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=\"7 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/tarayicida-onnxruntime-web-ile-makine-ogrenmesi-modelleri-calistirma\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/tarayicida-onnxruntime-web-ile-makine-ogrenmesi-modelleri-calistirma\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Taray\u0131c\u0131da onnxruntime-web ile Makine \u00d6\u011frenmesi Modelleri \u00c7al\u0131\u015ft\u0131rma\",\"datePublished\":\"2025-09-05T20:00:29+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/tarayicida-onnxruntime-web-ile-makine-ogrenmesi-modelleri-calistirma\/\"},\"wordCount\":1288,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/tarayicida-onnxruntime-web-ile-makine-ogrenmesi-modelleri-calistirma\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/tarayicida-onnxruntime-web-ile-makine-ogrenmesi-modelleri-calistirma\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/tarayicida-onnxruntime-web-ile-makine-ogrenmesi-modelleri-calistirma\/\",\"name\":\"Taray\u0131c\u0131da onnxruntime-web ile Makine \u00d6\u011frenmesi Modelleri \u00c7al\u0131\u015ft\u0131rma\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-09-05T20:00:29+00:00\",\"description\":\"Web uygulamalar\u0131n\u0131zda g\u00fc\u00e7l\u00fc makine \u00f6\u011frenmesi modellerini do\u011frudan taray\u0131c\u0131da \u00e7al\u0131\u015ft\u0131rmak ister misiniz? onnxruntime-web ile bu art\u0131k m\u00fcmk\u00fcn! Bu makalede, onnxruntime-web k\u00fct\u00fcphanesini kullanarak taray\u0131c\u0131larda nas\u0131l makine \u00f6\u011frenmesi modeli \u00e7al\u0131\u015ft\u0131raca\u011f\u0131n\u0131z\u0131, performans optimizasyonlar\u0131n\u0131 ve ileri d\u00fczey teknikleri ad\u0131m ad\u0131m \u00f6\u011freneceksiniz. onnxruntime-web, performans ve g\u00fcvenilirlik a\u00e7\u0131s\u0131ndan sundu\u011fu avantajlarla, web uygulamalar\u0131n\u0131za yapay zeka g\u00fcc\u00fc katman\u0131n etkili bir yoludur.\",\"breadcrumb\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/tarayicida-onnxruntime-web-ile-makine-ogrenmesi-modelleri-calistirma\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/tarayicida-onnxruntime-web-ile-makine-ogrenmesi-modelleri-calistirma\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/tarayicida-onnxruntime-web-ile-makine-ogrenmesi-modelleri-calistirma\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\/\/fatihsoysal.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Taray\u0131c\u0131da onnxruntime-web ile Makine \u00d6\u011frenmesi Modelleri \u00c7al\u0131\u015ft\u0131rma\"}]},{\"@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":"Taray\u0131c\u0131da onnxruntime-web ile Makine \u00d6\u011frenmesi Modelleri \u00c7al\u0131\u015ft\u0131rma","description":"Web uygulamalar\u0131n\u0131zda g\u00fc\u00e7l\u00fc makine \u00f6\u011frenmesi modellerini do\u011frudan taray\u0131c\u0131da \u00e7al\u0131\u015ft\u0131rmak ister misiniz? onnxruntime-web ile bu art\u0131k m\u00fcmk\u00fcn! Bu makalede, onnxruntime-web k\u00fct\u00fcphanesini kullanarak taray\u0131c\u0131larda nas\u0131l makine \u00f6\u011frenmesi modeli \u00e7al\u0131\u015ft\u0131raca\u011f\u0131n\u0131z\u0131, performans optimizasyonlar\u0131n\u0131 ve ileri d\u00fczey teknikleri ad\u0131m ad\u0131m \u00f6\u011freneceksiniz. onnxruntime-web, performans ve g\u00fcvenilirlik a\u00e7\u0131s\u0131ndan sundu\u011fu avantajlarla, web uygulamalar\u0131n\u0131za yapay zeka g\u00fcc\u00fc katman\u0131n etkili bir yoludur.","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\/tarayicida-onnxruntime-web-ile-makine-ogrenmesi-modelleri-calistirma\/","og_locale":"tr_TR","og_type":"article","og_title":"Taray\u0131c\u0131da onnxruntime-web ile Makine \u00d6\u011frenmesi Modelleri \u00c7al\u0131\u015ft\u0131rma","og_description":"Web uygulamalar\u0131n\u0131zda g\u00fc\u00e7l\u00fc makine \u00f6\u011frenmesi modellerini do\u011frudan taray\u0131c\u0131da \u00e7al\u0131\u015ft\u0131rmak ister misiniz? onnxruntime-web ile bu art\u0131k m\u00fcmk\u00fcn! Bu makalede, onnxruntime-web k\u00fct\u00fcphanesini kullanarak taray\u0131c\u0131larda nas\u0131l makine \u00f6\u011frenmesi modeli \u00e7al\u0131\u015ft\u0131raca\u011f\u0131n\u0131z\u0131, performans optimizasyonlar\u0131n\u0131 ve ileri d\u00fczey teknikleri ad\u0131m ad\u0131m \u00f6\u011freneceksiniz. onnxruntime-web, performans ve g\u00fcvenilirlik a\u00e7\u0131s\u0131ndan sundu\u011fu avantajlarla, web uygulamalar\u0131n\u0131za yapay zeka g\u00fcc\u00fc katman\u0131n etkili bir yoludur.","og_url":"https:\/\/fatihsoysal.com\/blog\/tarayicida-onnxruntime-web-ile-makine-ogrenmesi-modelleri-calistirma\/","og_site_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","article_published_time":"2025-09-05T20:00:29+00:00","author":"Fatih Soysal","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Fatih Soysal","Tahmini okuma s\u00fcresi":"7 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/fatihsoysal.com\/blog\/tarayicida-onnxruntime-web-ile-makine-ogrenmesi-modelleri-calistirma\/#article","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/tarayicida-onnxruntime-web-ile-makine-ogrenmesi-modelleri-calistirma\/"},"author":{"name":"Fatih Soysal","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"headline":"Taray\u0131c\u0131da onnxruntime-web ile Makine \u00d6\u011frenmesi Modelleri \u00c7al\u0131\u015ft\u0131rma","datePublished":"2025-09-05T20:00:29+00:00","mainEntityOfPage":{"@id":"https:\/\/fatihsoysal.com\/blog\/tarayicida-onnxruntime-web-ile-makine-ogrenmesi-modelleri-calistirma\/"},"wordCount":1288,"commentCount":0,"publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/fatihsoysal.com\/blog\/tarayicida-onnxruntime-web-ile-makine-ogrenmesi-modelleri-calistirma\/#respond"]}],"copyrightYear":"2025","copyrightHolder":{"@id":"https:\/\/fatihsoysal.com\/blog\/#organization"}},{"@type":"WebPage","@id":"https:\/\/fatihsoysal.com\/blog\/tarayicida-onnxruntime-web-ile-makine-ogrenmesi-modelleri-calistirma\/","url":"https:\/\/fatihsoysal.com\/blog\/tarayicida-onnxruntime-web-ile-makine-ogrenmesi-modelleri-calistirma\/","name":"Taray\u0131c\u0131da onnxruntime-web ile Makine \u00d6\u011frenmesi Modelleri \u00c7al\u0131\u015ft\u0131rma","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/#website"},"datePublished":"2025-09-05T20:00:29+00:00","description":"Web uygulamalar\u0131n\u0131zda g\u00fc\u00e7l\u00fc makine \u00f6\u011frenmesi modellerini do\u011frudan taray\u0131c\u0131da \u00e7al\u0131\u015ft\u0131rmak ister misiniz? onnxruntime-web ile bu art\u0131k m\u00fcmk\u00fcn! Bu makalede, onnxruntime-web k\u00fct\u00fcphanesini kullanarak taray\u0131c\u0131larda nas\u0131l makine \u00f6\u011frenmesi modeli \u00e7al\u0131\u015ft\u0131raca\u011f\u0131n\u0131z\u0131, performans optimizasyonlar\u0131n\u0131 ve ileri d\u00fczey teknikleri ad\u0131m ad\u0131m \u00f6\u011freneceksiniz. onnxruntime-web, performans ve g\u00fcvenilirlik a\u00e7\u0131s\u0131ndan sundu\u011fu avantajlarla, web uygulamalar\u0131n\u0131za yapay zeka g\u00fcc\u00fc katman\u0131n etkili bir yoludur.","breadcrumb":{"@id":"https:\/\/fatihsoysal.com\/blog\/tarayicida-onnxruntime-web-ile-makine-ogrenmesi-modelleri-calistirma\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/fatihsoysal.com\/blog\/tarayicida-onnxruntime-web-ile-makine-ogrenmesi-modelleri-calistirma\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/fatihsoysal.com\/blog\/tarayicida-onnxruntime-web-ile-makine-ogrenmesi-modelleri-calistirma\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Anasayfa","item":"https:\/\/fatihsoysal.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Taray\u0131c\u0131da onnxruntime-web ile Makine \u00d6\u011frenmesi Modelleri \u00c7al\u0131\u015ft\u0131rma"}]},{"@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\/28970","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=28970"}],"version-history":[{"count":0,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/28970\/revisions"}],"wp:attachment":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/media?parent=28970"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/categories?post=28970"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/tags?post=28970"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}