{"id":15201,"date":"2025-03-15T02:00:15","date_gmt":"2025-03-14T23:00:15","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-web-scrapingi-nasil-devrimlestiriyor\/"},"modified":"2025-03-15T02:00:15","modified_gmt":"2025-03-14T23:00:15","slug":"yapay-zeka-web-scrapingi-nasil-devrimlestiriyor","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-web-scrapingi-nasil-devrimlestiriyor\/","title":{"rendered":"Yapay Zeka Web Scraping&#8217;i Nas\u0131l Devrimle\u015ftiriyor?"},"content":{"rendered":"<p><body><\/p>\n<p>Yapay Zeka Web Scraping&#8217;i Nas\u0131l Devrimle\u015ftiriyor?<\/p>\n<p>Web scraping, internetten veri toplaman\u0131n \u00f6nemli bir yoludur. Ancak, geleneksel y\u00f6ntemler genellikle karma\u015f\u0131k ve hataya a\u00e7\u0131kt\u0131r.  <strong>Bu noktada yapay zeka devreye girerek, web scraping s\u00fcre\u00e7lerini daha verimli, do\u011fru ve \u00f6l\u00e7eklenebilir hale getiriyor.<\/strong>  Yapay zeka destekli web scraping, \u00f6zellikle b\u00fcy\u00fck veri k\u00fcmeleriyle \u00e7al\u0131\u015f\u0131rken, insan m\u00fcdahalesini azaltarak \u00f6nemli zaman ve kaynak tasarrufu sa\u011fl\u0131yor.<\/p>\n<p>\u00d6ncelikle, geleneksel y\u00f6ntemlere k\u0131saca de\u011finelim.  <strong>BeautifulSoup ve Selenium gibi k\u00fct\u00fcphaneler kullan\u0131larak, belirli HTML etiketlerini ve veri yap\u0131lar\u0131n\u0131 hedefleyerek veri toplama i\u015flemi ger\u00e7ekle\u015ftirilir.<\/strong> Ancak, web sitelerinin dinamik yap\u0131s\u0131 ve s\u00fcrekli de\u011fi\u015fen HTML yap\u0131s\u0131 nedeniyle, bu y\u00f6ntemlerin ba\u015far\u0131s\u0131 her zaman garanti edilemeyebilir.  <strong>Sonu\u00e7 olarak, veri toplama s\u00fcrecinde hatalar meydana gelebilir veya istenmeyen veriler elde edilebilir.<\/strong><\/p>\n<h2>Yapay Zeka ile Web Scraping&#8217;in Avantajlar\u0131<\/h2>\n<p>Yapay zekan\u0131n g\u00fcc\u00fc, bu sorunlar\u0131n \u00fcstesinden gelmede olduk\u00e7a etkilidir.  <strong>\u00d6rne\u011fin, makine \u00f6\u011frenmesi algoritmalar\u0131, web sitelerinin yap\u0131s\u0131ndaki de\u011fi\u015fiklikleri tespit ederek, veri toplama s\u00fcrecinin bu de\u011fi\u015fikliklere uyum sa\u011flamas\u0131n\u0131 sa\u011flar.<\/strong>  Bu sayede, s\u00fcrekli g\u00fcncellenen web sitelerinden bile verimli bir \u015fekilde veri toplanabilir.  <strong>Ayr\u0131ca, yapay zeka, g\u00fcr\u00fclt\u00fcl\u00fc verileri temizleme ve istenmeyen verileri filtrelemede de olduk\u00e7a ba\u015far\u0131l\u0131d\u0131r.<\/strong> B\u00f6ylece, daha temiz ve do\u011fru verilere sahip oluruz.  <strong>Bunun yan\u0131nda, yapay zeka, farkl\u0131 web sitelerinden veri toplama s\u00fcre\u00e7lerini otomatikle\u015ftirerek, \u00f6l\u00e7eklenebilir bir veri toplama sistemi kurulmas\u0131n\u0131 sa\u011flar.<\/strong><\/p>\n<h2>Yapay Zeka Destekli Web Scraping Teknikleri<\/h2>\n<p>Yapay zeka, web scraping&#8217;i farkl\u0131 \u015fekillerde geli\u015ftirir.  <strong>\u00d6rne\u011fin, do\u011fal dil i\u015fleme (NLP) teknikleri, web sitelerindeki metin verilerini analiz ederek, istenen bilgilerin daha hassas bir \u015fekilde \u00e7\u0131kar\u0131lmas\u0131n\u0131 sa\u011flar.<\/strong>  G\u00f6r\u00fcnt\u00fc i\u015fleme teknikleri ise, web sitelerindeki g\u00f6rsellerden veri \u00e7\u0131karmay\u0131 m\u00fcmk\u00fcn k\u0131lar.  <strong>Derin \u00f6\u011frenme algoritmalar\u0131 ise, karma\u015f\u0131k veri yap\u0131lar\u0131n\u0131 analiz ederek, daha do\u011fru ve tutarl\u0131 sonu\u00e7lar elde etmemizi sa\u011flar.<\/strong><\/p>\n<h2>Kod \u00d6rne\u011fi (Python ile BeautifulSoup):<\/h2>\n<pre><code>\nimport requests\nfrom bs4 import BeautifulSoup\n\nurl = \"https:\/\/www.orneksite.com\"  # \u00d6rnek bir URL\nresponse = requests.get(url)\nsoup = BeautifulSoup(response.content, \"html.parser\")\n\n# \u00d6rnek: T\u00fcm ba\u015fl\u0131klar\u0131 yazd\u0131rma\nfor baslik in soup.find_all(\"h2\"):\n    print(baslik.text)\n<\/code><\/pre>\n<p>Yukar\u0131daki kod, basit bir web scraping \u00f6rne\u011fidir. Daha geli\u015fmi\u015f uygulamalar i\u00e7in, yapay zeka algoritmalar\u0131 entegre edilmelidir.  <strong>Bu algoritmalar, veri temizli\u011fi, veri analizi ve veri \u00e7\u0131kar\u0131m\u0131 gibi i\u015flemleri otomatik hale getirir.<\/strong><\/p>\n<p>Yapay zeka, web scraping d\u00fcnyas\u0131nda \u00f6nemli bir d\u00f6n\u00fc\u015f\u00fcm yarat\u0131yor.  <strong>Gelecekte, yapay zeka destekli web scraping teknolojilerinin daha da geli\u015fmesi bekleniyor.<\/strong>  Bu geli\u015fmeler, daha do\u011fru, verimli ve \u00f6l\u00e7eklenebilir veri toplama s\u00fcre\u00e7lerinin olu\u015fturulmas\u0131n\u0131 sa\u011flayacakt\u0131r.  Daha fazla bilgi i\u00e7in <a href=\"https:\/\/fatihsoysal.com\">fatihsoysal.com<\/a> sitesini ziyaret edebilirsiniz.<\/p>\n<p>\u0130lginizi \u00e7ekebilecek di\u011fer kaynaklar: <a href=\"https:\/\/dev.to\/alex_aslam\/how-ai-is-revolutionizing-web-scraping-techniques-and-code-examples-6k1\">dev.to makalesi<\/a>.<\/p>\n<p>#Etiketler: web scraping, yapay zeka, AI, machine learning, python, beautifulsoup, selenium, web veri toplama, veri analizi, Fatih Soysal<\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Yapay Zeka Web Scraping&#8217;i Nas\u0131l Devrimle\u015ftiriyor? Web scraping, internetten veri toplaman\u0131n \u00f6nemli bir yoludur. Ancak, geleneksel y\u00f6ntemler genellikle&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-15201","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>Yapay Zeka Web Scraping&#039;i Nas\u0131l Devrimle\u015ftiriyor?<\/title>\n<meta name=\"description\" content=\"Web scraping, internetten veri toplaman\u0131n \u00f6nemli bir yoludur. Ancak, geleneksel y\u00f6ntemler genellikle karma\u015f\u0131k ve hataya a\u00e7\u0131kt\u0131r. Bu noktada yapay zeka devreye girerek, web scraping s\u00fcre\u00e7lerini daha verimli, do\u011fru ve \u00f6l\u00e7eklenebilir hale getiriyor. Yapay zeka destekli web scraping, \u00f6zellikle b\u00fcy\u00fck veri k\u00fcmeleriyle \u00e7al\u0131\u015f\u0131rken, insan m\u00fcdahalesini azaltarak \u00f6nemli zaman ve kaynak tasarrufu sa\u011fl\u0131yor.\" \/>\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-zeka-web-scrapingi-nasil-devrimlestiriyor\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Yapay Zeka Web Scraping&#039;i Nas\u0131l Devrimle\u015ftiriyor?\" \/>\n<meta property=\"og:description\" content=\"Web scraping, internetten veri toplaman\u0131n \u00f6nemli bir yoludur. Ancak, geleneksel y\u00f6ntemler genellikle karma\u015f\u0131k ve hataya a\u00e7\u0131kt\u0131r. Bu noktada yapay zeka devreye girerek, web scraping s\u00fcre\u00e7lerini daha verimli, do\u011fru ve \u00f6l\u00e7eklenebilir hale getiriyor. Yapay zeka destekli web scraping, \u00f6zellikle b\u00fcy\u00fck veri k\u00fcmeleriyle \u00e7al\u0131\u015f\u0131rken, insan m\u00fcdahalesini azaltarak \u00f6nemli zaman ve kaynak tasarrufu sa\u011fl\u0131yor.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-web-scrapingi-nasil-devrimlestiriyor\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-03-14T23:00:15+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-zeka-web-scrapingi-nasil-devrimlestiriyor\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-web-scrapingi-nasil-devrimlestiriyor\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Yapay Zeka Web Scraping&#8217;i Nas\u0131l Devrimle\u015ftiriyor?\",\"datePublished\":\"2025-03-14T23:00:15+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-web-scrapingi-nasil-devrimlestiriyor\/\"},\"wordCount\":486,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-web-scrapingi-nasil-devrimlestiriyor\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-web-scrapingi-nasil-devrimlestiriyor\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-web-scrapingi-nasil-devrimlestiriyor\/\",\"name\":\"Yapay Zeka Web Scraping'i Nas\u0131l Devrimle\u015ftiriyor?\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-03-14T23:00:15+00:00\",\"description\":\"Web scraping, internetten veri toplaman\u0131n \u00f6nemli bir yoludur. Ancak, geleneksel y\u00f6ntemler genellikle karma\u015f\u0131k ve hataya a\u00e7\u0131kt\u0131r. Bu noktada yapay zeka devreye girerek, web scraping s\u00fcre\u00e7lerini daha verimli, do\u011fru ve \u00f6l\u00e7eklenebilir hale getiriyor. Yapay zeka destekli web scraping, \u00f6zellikle b\u00fcy\u00fck veri k\u00fcmeleriyle \u00e7al\u0131\u015f\u0131rken, insan m\u00fcdahalesini azaltarak \u00f6nemli zaman ve kaynak tasarrufu sa\u011fl\u0131yor.\",\"breadcrumb\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-web-scrapingi-nasil-devrimlestiriyor\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-web-scrapingi-nasil-devrimlestiriyor\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-web-scrapingi-nasil-devrimlestiriyor\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\/\/fatihsoysal.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Yapay Zeka Web Scraping&#8217;i Nas\u0131l Devrimle\u015ftiriyor?\"}]},{\"@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 Web Scraping'i Nas\u0131l Devrimle\u015ftiriyor?","description":"Web scraping, internetten veri toplaman\u0131n \u00f6nemli bir yoludur. Ancak, geleneksel y\u00f6ntemler genellikle karma\u015f\u0131k ve hataya a\u00e7\u0131kt\u0131r. Bu noktada yapay zeka devreye girerek, web scraping s\u00fcre\u00e7lerini daha verimli, do\u011fru ve \u00f6l\u00e7eklenebilir hale getiriyor. Yapay zeka destekli web scraping, \u00f6zellikle b\u00fcy\u00fck veri k\u00fcmeleriyle \u00e7al\u0131\u015f\u0131rken, insan m\u00fcdahalesini azaltarak \u00f6nemli zaman ve kaynak tasarrufu sa\u011fl\u0131yor.","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-zeka-web-scrapingi-nasil-devrimlestiriyor\/","og_locale":"tr_TR","og_type":"article","og_title":"Yapay Zeka Web Scraping'i Nas\u0131l Devrimle\u015ftiriyor?","og_description":"Web scraping, internetten veri toplaman\u0131n \u00f6nemli bir yoludur. Ancak, geleneksel y\u00f6ntemler genellikle karma\u015f\u0131k ve hataya a\u00e7\u0131kt\u0131r. Bu noktada yapay zeka devreye girerek, web scraping s\u00fcre\u00e7lerini daha verimli, do\u011fru ve \u00f6l\u00e7eklenebilir hale getiriyor. Yapay zeka destekli web scraping, \u00f6zellikle b\u00fcy\u00fck veri k\u00fcmeleriyle \u00e7al\u0131\u015f\u0131rken, insan m\u00fcdahalesini azaltarak \u00f6nemli zaman ve kaynak tasarrufu sa\u011fl\u0131yor.","og_url":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-web-scrapingi-nasil-devrimlestiriyor\/","og_site_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","article_published_time":"2025-03-14T23:00:15+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-zeka-web-scrapingi-nasil-devrimlestiriyor\/#article","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-web-scrapingi-nasil-devrimlestiriyor\/"},"author":{"name":"Fatih Soysal","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"headline":"Yapay Zeka Web Scraping&#8217;i Nas\u0131l Devrimle\u015ftiriyor?","datePublished":"2025-03-14T23:00:15+00:00","mainEntityOfPage":{"@id":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-web-scrapingi-nasil-devrimlestiriyor\/"},"wordCount":486,"commentCount":0,"publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/fatihsoysal.com\/blog\/yapay-zeka-web-scrapingi-nasil-devrimlestiriyor\/#respond"]}],"copyrightYear":"2025","copyrightHolder":{"@id":"https:\/\/fatihsoysal.com\/blog\/#organization"}},{"@type":"WebPage","@id":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-web-scrapingi-nasil-devrimlestiriyor\/","url":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-web-scrapingi-nasil-devrimlestiriyor\/","name":"Yapay Zeka Web Scraping'i Nas\u0131l Devrimle\u015ftiriyor?","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/#website"},"datePublished":"2025-03-14T23:00:15+00:00","description":"Web scraping, internetten veri toplaman\u0131n \u00f6nemli bir yoludur. Ancak, geleneksel y\u00f6ntemler genellikle karma\u015f\u0131k ve hataya a\u00e7\u0131kt\u0131r. Bu noktada yapay zeka devreye girerek, web scraping s\u00fcre\u00e7lerini daha verimli, do\u011fru ve \u00f6l\u00e7eklenebilir hale getiriyor. Yapay zeka destekli web scraping, \u00f6zellikle b\u00fcy\u00fck veri k\u00fcmeleriyle \u00e7al\u0131\u015f\u0131rken, insan m\u00fcdahalesini azaltarak \u00f6nemli zaman ve kaynak tasarrufu sa\u011fl\u0131yor.","breadcrumb":{"@id":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-web-scrapingi-nasil-devrimlestiriyor\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/fatihsoysal.com\/blog\/yapay-zeka-web-scrapingi-nasil-devrimlestiriyor\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-web-scrapingi-nasil-devrimlestiriyor\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Anasayfa","item":"https:\/\/fatihsoysal.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Yapay Zeka Web Scraping&#8217;i Nas\u0131l Devrimle\u015ftiriyor?"}]},{"@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\/15201","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=15201"}],"version-history":[{"count":0,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/15201\/revisions"}],"wp:attachment":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/media?parent=15201"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/categories?post=15201"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/tags?post=15201"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}