{"id":12837,"date":"2025-02-18T15:45:08","date_gmt":"2025-02-18T12:45:08","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-protein-islemeyi-aciga-cikardi-tahminlerin-kontrol-altina-alinmasi\/"},"modified":"2025-02-18T15:45:08","modified_gmt":"2025-02-18T12:45:08","slug":"yapay-zeka-protein-islemeyi-aciga-cikardi-tahminlerin-kontrol-altina-alinmasi","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-protein-islemeyi-aciga-cikardi-tahminlerin-kontrol-altina-alinmasi\/","title":{"rendered":"Yapay Zeka Protein \u0130\u015flemeyi A\u00e7\u0131\u011fa \u00c7\u0131kard\u0131: Tahminlerin Kontrol Alt\u0131na Al\u0131nmas\u0131"},"content":{"rendered":"

<\/p>\n

Yapay Zeka Protein \u0130\u015flemeyi A\u00e7\u0131\u011fa \u00c7\u0131kard\u0131: Tahminlerin Kontrol Alt\u0131na Al\u0131nmas\u0131<\/p>\n

Son y\u0131llarda yapay zeka (AI) ve makine \u00f6\u011frenmesi alan\u0131ndaki geli\u015fmeler, biyoloji ve t\u0131p bilimlerinde devrim yarat\u0131yor. \u00d6zellikle proteinlerin yap\u0131lar\u0131n\u0131 ve i\u015flevlerini anlamada, AI modellerinin rol\u00fc giderek art\u0131yor. Ancak, bu modellerin protein dizilerini nas\u0131l i\u015fledi\u011fini anlamak ve tahminlerini kontrol alt\u0131na almak, hala b\u00fcy\u00fck bir zorluk te\u015fkil ediyordu. Neyse ki, yeni bir y\u00f6ntem bu soruna yeni bir \u0131\u015f\u0131k tutuyor.<\/p>\n

Dev.to’da yay\u0131nlanan bir makale, AI modellerinin protein dizilerini i\u015fleme bi\u00e7imini ortaya koyan yeni bir y\u00f6ntemden bahsediyor. Bu ara\u015ft\u0131rma<\/a>, modelin dikkat mekanizmas\u0131n\u0131 kullanarak protein dizisindeki hangi k\u0131s\u0131mlar\u0131n tahminde daha etkili oldu\u011funu belirlememize olanak tan\u0131yor. Sonu\u00e7 olarak, bu y\u00f6ntem AI modellerinin protein yap\u0131 tahmini gibi \u00f6nemli g\u00f6revlerdeki do\u011frulu\u011funu art\u0131r\u0131yor. Dahas\u0131, bu y\u00f6ntem sayesinde, biz ara\u015ft\u0131rmac\u0131lar, modellerin tahminlerini daha iyi kontrol edebiliyoruz.<\/p>\n

Bu ke\u015fif, protein dizilerinin i\u015flenmesiyle ilgili daha derin bir anlay\u0131\u015f sa\u011fl\u0131yor. \u00d6rne\u011fin, bu y\u00f6ntem sayesinde, \u00f6zellikle \u00f6nemli b\u00f6lgeler \u00fczerinde daha fazla odaklanarak modellerin e\u011fitim verimlili\u011fini art\u0131rabiliriz. Ayn\u0131 zamanda, yanl\u0131\u015f tahminlerin nedenlerini daha iyi anlamam\u0131z\u0131 ve bu tahminleri d\u00fczeltmemizi sa\u011fl\u0131yor. Bu da, yeni ila\u00e7lar\u0131n geli\u015ftirilmesi ve hastal\u0131klar\u0131n tedavisi gibi alanlarda \u00f6nemli ilerlemeler kaydetmemize yard\u0131mc\u0131 olabilir.<\/p>\n

Bu yakla\u015f\u0131m\u0131n etkileri olduk\u00e7a geni\u015f kapsaml\u0131. \u00d6rne\u011fin, yeni ila\u00e7 ke\u015ffi s\u00fcrecinde, protein-ila\u00e7 etkile\u015fimlerini daha do\u011fru bir \u015fekilde tahmin edebiliriz. Bu, daha etkili ve hedefli ila\u00e7lar\u0131n geli\u015ftirilmesine olanak tan\u0131r. Benzer \u015fekilde, proteinlerin yap\u0131s\u0131n\u0131 anlamam\u0131zdaki geli\u015fme, genetik hastal\u0131klar\u0131n tedavisi ve biyolojik s\u00fcre\u00e7lerin daha iyi anla\u015f\u0131lmas\u0131 i\u00e7in kritik \u00f6nem ta\u015f\u0131maktad\u0131r. Ba\u015fka bir deyi\u015fle, bu bulu\u015fun gelecekteki biyoteknoloji ve biyot\u0131p ara\u015ft\u0131rmalar\u0131na y\u00f6n verece\u011fini d\u00fc\u015f\u00fcn\u00fcyorum.<\/p>\n

Bu yeni y\u00f6ntem, AI modellerinin kara kutusu niteli\u011findeki yap\u0131s\u0131n\u0131 daha \u015feffaf hale getiriyor. Bu \u015feffafl\u0131k, modellerin g\u00fcvenilirli\u011fini art\u0131rman\u0131n yan\u0131 s\u0131ra, onlar\u0131 daha iyi anlamam\u0131z\u0131 ve geli\u015ftirmemizi sa\u011fl\u0131yor. B\u00f6ylece, AI’n\u0131n biyoloji ve t\u0131pta kullan\u0131m\u0131na olan g\u00fcven art\u0131yor ve etik kayg\u0131lar azal\u0131yor.<\/p>\n

Daha fazla bilgi i\u00e7in web sitemi<\/a> ziyaret edebilirsiniz. Bu alanda daha derinlemesine ara\u015ft\u0131rmalar yapmak ve bu teknolojinin potansiyelini tam olarak ortaya \u00e7\u0131karmak i\u00e7in daha fazla \u00e7al\u0131\u015fmaya ihtiya\u00e7 var. Umar\u0131m bu makale, yapay zekan\u0131n biyoloji ve t\u0131p alan\u0131ndaki heyecan verici geli\u015fmelerine dair daha fazla fark\u0131ndal\u0131k yarat\u0131r.<\/p>\n

Anahtar Kelimeler<\/h2>\n

#YapayZeka #Protein #ProteinDizileri #Makine\u00d6\u011frenmesi #AI #TahminKontrol\u00fc #Biyoinformatik #Derin\u00d6\u011frenme #ProteinYap\u0131s\u0131 #\u0130la\u00e7Ke\u015ffi<\/p>\n

<\/body>
\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Yapay Zeka Protein \u0130\u015flemeyi A\u00e7\u0131\u011fa \u00c7\u0131kard\u0131: Tahminlerin Kontrol Alt\u0131na Al\u0131nmas\u0131 Son y\u0131llarda yapay zeka (AI) ve makine \u00f6\u011frenmesi…","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-12837","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 Protein \u0130\u015flemeyi A\u00e7\u0131\u011fa \u00c7\u0131kard\u0131: Tahminlerin Kontrol Alt\u0131na Al\u0131nmas\u0131<\/title>\n<meta name=\"description\" content=\"Son y\u0131llarda yapay zeka (AI) ve makine \u00f6\u011frenmesi alan\u0131ndaki geli\u015fmeler, biyoloji ve t\u0131p bilimlerinde devrim yarat\u0131yor. \u00d6zellikle proteinlerin yap\u0131lar\u0131n\u0131 ve i\u015flevlerini anlamada, AI modellerinin rol\u00fc giderek art\u0131yor. Ancak, bu modellerin protein dizilerini nas\u0131l i\u015fledi\u011fini anlamak ve tahminlerini kontrol alt\u0131na almak, hala b\u00fcy\u00fck bir zorluk te\u015fkil ediyordu. Neyse ki, yeni bir y\u00f6ntem bu soruna yeni bir \u0131\u015f\u0131k tutuyor.\" \/>\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-protein-islemeyi-aciga-cikardi-tahminlerin-kontrol-altina-alinmasi\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Yapay Zeka Protein \u0130\u015flemeyi A\u00e7\u0131\u011fa \u00c7\u0131kard\u0131: Tahminlerin Kontrol Alt\u0131na Al\u0131nmas\u0131\" \/>\n<meta property=\"og:description\" content=\"Son y\u0131llarda yapay zeka (AI) ve makine \u00f6\u011frenmesi alan\u0131ndaki geli\u015fmeler, biyoloji ve t\u0131p bilimlerinde devrim yarat\u0131yor. \u00d6zellikle proteinlerin yap\u0131lar\u0131n\u0131 ve i\u015flevlerini anlamada, AI modellerinin rol\u00fc giderek art\u0131yor. Ancak, bu modellerin protein dizilerini nas\u0131l i\u015fledi\u011fini anlamak ve tahminlerini kontrol alt\u0131na almak, hala b\u00fcy\u00fck bir zorluk te\u015fkil ediyordu. Neyse ki, yeni bir y\u00f6ntem bu soruna yeni bir \u0131\u015f\u0131k tutuyor.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-protein-islemeyi-aciga-cikardi-tahminlerin-kontrol-altina-alinmasi\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-02-18T12:45:08+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=\"2 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-protein-islemeyi-aciga-cikardi-tahminlerin-kontrol-altina-alinmasi\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-protein-islemeyi-aciga-cikardi-tahminlerin-kontrol-altina-alinmasi\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Yapay Zeka Protein \u0130\u015flemeyi A\u00e7\u0131\u011fa \u00c7\u0131kard\u0131: Tahminlerin Kontrol Alt\u0131na Al\u0131nmas\u0131\",\"datePublished\":\"2025-02-18T12:45:08+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-protein-islemeyi-aciga-cikardi-tahminlerin-kontrol-altina-alinmasi\/\"},\"wordCount\":491,\"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-protein-islemeyi-aciga-cikardi-tahminlerin-kontrol-altina-alinmasi\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-protein-islemeyi-aciga-cikardi-tahminlerin-kontrol-altina-alinmasi\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-protein-islemeyi-aciga-cikardi-tahminlerin-kontrol-altina-alinmasi\/\",\"name\":\"Yapay Zeka Protein \u0130\u015flemeyi A\u00e7\u0131\u011fa \u00c7\u0131kard\u0131: Tahminlerin Kontrol Alt\u0131na Al\u0131nmas\u0131\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-02-18T12:45:08+00:00\",\"description\":\"Son y\u0131llarda yapay zeka (AI) ve makine \u00f6\u011frenmesi alan\u0131ndaki geli\u015fmeler, biyoloji ve t\u0131p bilimlerinde devrim yarat\u0131yor. \u00d6zellikle proteinlerin yap\u0131lar\u0131n\u0131 ve i\u015flevlerini anlamada, AI modellerinin rol\u00fc giderek art\u0131yor. Ancak, bu modellerin protein dizilerini nas\u0131l i\u015fledi\u011fini anlamak ve tahminlerini kontrol alt\u0131na almak, hala b\u00fcy\u00fck bir zorluk te\u015fkil ediyordu. Neyse ki, yeni bir y\u00f6ntem bu soruna yeni bir \u0131\u015f\u0131k tutuyor.\",\"breadcrumb\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-protein-islemeyi-aciga-cikardi-tahminlerin-kontrol-altina-alinmasi\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-protein-islemeyi-aciga-cikardi-tahminlerin-kontrol-altina-alinmasi\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-protein-islemeyi-aciga-cikardi-tahminlerin-kontrol-altina-alinmasi\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\/\/fatihsoysal.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Yapay Zeka Protein \u0130\u015flemeyi A\u00e7\u0131\u011fa \u00c7\u0131kard\u0131: Tahminlerin Kontrol Alt\u0131na Al\u0131nmas\u0131\"}]},{\"@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 Protein \u0130\u015flemeyi A\u00e7\u0131\u011fa \u00c7\u0131kard\u0131: Tahminlerin Kontrol Alt\u0131na Al\u0131nmas\u0131","description":"Son y\u0131llarda yapay zeka (AI) ve makine \u00f6\u011frenmesi alan\u0131ndaki geli\u015fmeler, biyoloji ve t\u0131p bilimlerinde devrim yarat\u0131yor. \u00d6zellikle proteinlerin yap\u0131lar\u0131n\u0131 ve i\u015flevlerini anlamada, AI modellerinin rol\u00fc giderek art\u0131yor. Ancak, bu modellerin protein dizilerini nas\u0131l i\u015fledi\u011fini anlamak ve tahminlerini kontrol alt\u0131na almak, hala b\u00fcy\u00fck bir zorluk te\u015fkil ediyordu. Neyse ki, yeni bir y\u00f6ntem bu soruna yeni bir \u0131\u015f\u0131k tutuyor.","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-protein-islemeyi-aciga-cikardi-tahminlerin-kontrol-altina-alinmasi\/","og_locale":"tr_TR","og_type":"article","og_title":"Yapay Zeka Protein \u0130\u015flemeyi A\u00e7\u0131\u011fa \u00c7\u0131kard\u0131: Tahminlerin Kontrol Alt\u0131na Al\u0131nmas\u0131","og_description":"Son y\u0131llarda yapay zeka (AI) ve makine \u00f6\u011frenmesi alan\u0131ndaki geli\u015fmeler, biyoloji ve t\u0131p bilimlerinde devrim yarat\u0131yor. \u00d6zellikle proteinlerin yap\u0131lar\u0131n\u0131 ve i\u015flevlerini anlamada, AI modellerinin rol\u00fc giderek art\u0131yor. Ancak, bu modellerin protein dizilerini nas\u0131l i\u015fledi\u011fini anlamak ve tahminlerini kontrol alt\u0131na almak, hala b\u00fcy\u00fck bir zorluk te\u015fkil ediyordu. Neyse ki, yeni bir y\u00f6ntem bu soruna yeni bir \u0131\u015f\u0131k tutuyor.","og_url":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-protein-islemeyi-aciga-cikardi-tahminlerin-kontrol-altina-alinmasi\/","og_site_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","article_published_time":"2025-02-18T12:45:08+00:00","author":"Fatih Soysal","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Fatih Soysal","Tahmini okuma s\u00fcresi":"2 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-protein-islemeyi-aciga-cikardi-tahminlerin-kontrol-altina-alinmasi\/#article","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-protein-islemeyi-aciga-cikardi-tahminlerin-kontrol-altina-alinmasi\/"},"author":{"name":"Fatih Soysal","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"headline":"Yapay Zeka Protein \u0130\u015flemeyi A\u00e7\u0131\u011fa \u00c7\u0131kard\u0131: Tahminlerin Kontrol Alt\u0131na Al\u0131nmas\u0131","datePublished":"2025-02-18T12:45:08+00:00","mainEntityOfPage":{"@id":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-protein-islemeyi-aciga-cikardi-tahminlerin-kontrol-altina-alinmasi\/"},"wordCount":491,"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-protein-islemeyi-aciga-cikardi-tahminlerin-kontrol-altina-alinmasi\/#respond"]}],"copyrightYear":"2025","copyrightHolder":{"@id":"https:\/\/fatihsoysal.com\/blog\/#organization"}},{"@type":"WebPage","@id":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-protein-islemeyi-aciga-cikardi-tahminlerin-kontrol-altina-alinmasi\/","url":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-protein-islemeyi-aciga-cikardi-tahminlerin-kontrol-altina-alinmasi\/","name":"Yapay Zeka Protein \u0130\u015flemeyi A\u00e7\u0131\u011fa \u00c7\u0131kard\u0131: Tahminlerin Kontrol Alt\u0131na Al\u0131nmas\u0131","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/#website"},"datePublished":"2025-02-18T12:45:08+00:00","description":"Son y\u0131llarda yapay zeka (AI) ve makine \u00f6\u011frenmesi alan\u0131ndaki geli\u015fmeler, biyoloji ve t\u0131p bilimlerinde devrim yarat\u0131yor. \u00d6zellikle proteinlerin yap\u0131lar\u0131n\u0131 ve i\u015flevlerini anlamada, AI modellerinin rol\u00fc giderek art\u0131yor. Ancak, bu modellerin protein dizilerini nas\u0131l i\u015fledi\u011fini anlamak ve tahminlerini kontrol alt\u0131na almak, hala b\u00fcy\u00fck bir zorluk te\u015fkil ediyordu. Neyse ki, yeni bir y\u00f6ntem bu soruna yeni bir \u0131\u015f\u0131k tutuyor.","breadcrumb":{"@id":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-protein-islemeyi-aciga-cikardi-tahminlerin-kontrol-altina-alinmasi\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/fatihsoysal.com\/blog\/yapay-zeka-protein-islemeyi-aciga-cikardi-tahminlerin-kontrol-altina-alinmasi\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-protein-islemeyi-aciga-cikardi-tahminlerin-kontrol-altina-alinmasi\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Anasayfa","item":"https:\/\/fatihsoysal.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Yapay Zeka Protein \u0130\u015flemeyi A\u00e7\u0131\u011fa \u00c7\u0131kard\u0131: Tahminlerin Kontrol Alt\u0131na Al\u0131nmas\u0131"}]},{"@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\/12837","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=12837"}],"version-history":[{"count":0,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/12837\/revisions"}],"wp:attachment":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/media?parent=12837"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/categories?post=12837"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/tags?post=12837"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}