{"id":2845,"date":"2024-11-03T18:00:15","date_gmt":"2024-11-03T15:00:15","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/aws-trainium-ve-inferentianin-programlanabilirligi-uzerine\/"},"modified":"2024-11-03T18:00:15","modified_gmt":"2024-11-03T15:00:15","slug":"aws-trainium-ve-inferentianin-programlanabilirligi-uzerine","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/aws-trainium-ve-inferentianin-programlanabilirligi-uzerine\/","title":{"rendered":"AWS Trainium ve Inferentia&#8217;n\u0131n Programlanabilirli\u011fi \u00dczerine"},"content":{"rendered":"<p>AWS Trainium ve Inferentia&#8217;n\u0131n Programlanabilirli\u011fi \u00dczerine<\/p>\n<p>AWS, bulut bili\u015fim hizmetleri sa\u011flay\u0131c\u0131s\u0131 olarak, b\u00fcy\u00fck \u00f6l\u00e7ekli makine \u00f6\u011frenmesi modelleri i\u00e7in \u00f6zel olarak tasarlanm\u0131\u015f iki yeni donan\u0131m sunuyor: Trainium ve Inferentia. Trainium, makine \u00f6\u011frenmesi modelleri e\u011fitimi i\u00e7in tasarlanm\u0131\u015f bir \u00e7ip, Inferentia ise bu modellerin da\u011f\u0131t\u0131lm\u0131\u015f olarak \u00e7al\u0131\u015ft\u0131r\u0131lmas\u0131 i\u00e7in tasarlanm\u0131\u015f bir \u00e7ip. Her ikisi de y\u00fcksek performansl\u0131 i\u015flem g\u00fcc\u00fc ve d\u00fc\u015f\u00fck g\u00fc\u00e7 t\u00fcketimi sunarak geli\u015ftiricilere daha h\u0131zl\u0131 ve daha verimli makine \u00f6\u011frenmesi uygulamalar\u0131 olu\u015fturma olana\u011f\u0131 sa\u011fl\u0131yor.<\/p>\n<h2>Trainium: E\u011fitim \u0130\u00e7in Tasarlanm\u0131\u015f G\u00fc\u00e7<\/h2>\n<p>Trainium, AWS taraf\u0131ndan b\u00fcy\u00fck \u00f6l\u00e7ekli makine \u00f6\u011frenmesi modellerinin e\u011fitimi i\u00e7in tasarlanm\u0131\u015f bir i\u015flemci. Trainium&#8217;un \u00f6ne \u00e7\u0131kan \u00f6zellikleri aras\u0131nda:<\/p>\n<ul>\n<li>Y\u00fcksek i\u015flem g\u00fcc\u00fc: Trainium, TensorFlow ve PyTorch gibi pop\u00fcler derin \u00f6\u011frenme k\u00fct\u00fcphaneleriyle y\u00fcksek performans sa\u011flamak i\u00e7in tasarlanm\u0131\u015ft\u0131r. \u00c7ok b\u00fcy\u00fck ve karma\u015f\u0131k modelleri bile verimli bir \u015fekilde e\u011fitmek i\u00e7in gereken i\u015flem g\u00fcc\u00fcn\u00fc sunar.<\/li>\n<li>D\u00fc\u015f\u00fck g\u00fc\u00e7 t\u00fcketimi: Trainium, d\u00fc\u015f\u00fck g\u00fc\u00e7 t\u00fcketimi i\u00e7in optimize edilmi\u015ftir, bu da daha az enerji t\u00fcketimi ve daha d\u00fc\u015f\u00fck i\u015fletme maliyeti anlam\u0131na gelir. Bu, \u00f6zellikle enerji tasarrufu kritik \u00f6neme sahip olan b\u00fcy\u00fck \u00f6l\u00e7ekli e\u011fitim i\u015f y\u00fckleri i\u00e7in faydal\u0131d\u0131r.<\/li>\n<li>\u00d6l\u00e7eklenebilirlik: Trainium, birden fazla \u00e7ipin bir araya getirilerek daha fazla i\u015flem g\u00fcc\u00fc elde edilmesini sa\u011flar. Bu, \u00e7ok b\u00fcy\u00fck modellerin e\u011fitimini ve b\u00fcy\u00fck veri k\u00fcmeleri \u00fczerinde daha h\u0131zl\u0131 e\u011fitim s\u00fcresi elde etmeyi m\u00fcmk\u00fcn k\u0131lar.<\/li>\n<\/ul>\n<h2>Inferentia: Da\u011f\u0131t\u0131lm\u0131\u015f \u00c7\u0131kar\u0131m \u0130\u00e7in Optimize Edilmi\u015f<\/h2>\n<p>Inferentia, AWS taraf\u0131ndan makine \u00f6\u011frenmesi modellerinin da\u011f\u0131t\u0131lm\u0131\u015f olarak \u00e7al\u0131\u015ft\u0131r\u0131lmas\u0131 i\u00e7in tasarlanm\u0131\u015f bir i\u015flemci. Inferentia&#8217;n\u0131n \u00f6ne \u00e7\u0131kan \u00f6zellikleri aras\u0131nda:<\/p>\n<ul>\n<li>Y\u00fcksek \u00e7\u0131kar\u0131m performans\u0131: Inferentia, y\u00fcksek \u00e7\u0131kar\u0131m performans\u0131 i\u00e7in optimize edilmi\u015ftir. Bu, modelleri ger\u00e7ek zamanl\u0131 uygulamalarda veya \u00e7ok b\u00fcy\u00fck veri k\u00fcmeleri \u00fczerinde h\u0131zl\u0131 bir \u015fekilde \u00e7al\u0131\u015ft\u0131rmak i\u00e7in ideal hale getirir.<\/li>\n<li>D\u00fc\u015f\u00fck gecikme s\u00fcresi: Inferentia, d\u00fc\u015f\u00fck gecikme s\u00fcresi i\u00e7in tasarlanm\u0131\u015ft\u0131r, bu da uygulamalar\u0131n h\u0131zl\u0131 ve duyarl\u0131 olmas\u0131n\u0131 sa\u011flar. Bu, ger\u00e7ek zamanl\u0131 uygulamalar ve d\u00fc\u015f\u00fck gecikme s\u00fcresi gerektiren g\u00f6revler i\u00e7in \u00f6nemlidir.<\/li>\n<li>Enerji verimlili\u011fi: Inferentia, d\u00fc\u015f\u00fck g\u00fc\u00e7 t\u00fcketimi i\u00e7in optimize edilmi\u015ftir, bu da daha az enerji t\u00fcketimi ve daha d\u00fc\u015f\u00fck i\u015fletme maliyeti anlam\u0131na gelir. Bu, \u00f6zellikle y\u00fcksek i\u015flem g\u00fcc\u00fc gerektiren uygulamalarda \u00f6nemlidir.<\/li>\n<\/ul>\n<h2>Programlanabilirlik ve Geli\u015ftirme<\/h2>\n<p>Hem Trainium hem de Inferentia, AWS taraf\u0131ndan sa\u011flanan \u00f6zel API&#8217;ler ve k\u00fct\u00fcphaneler arac\u0131l\u0131\u011f\u0131yla programlanabilir. Bu API&#8217;ler, geli\u015ftiricilerin modellerini e\u011fitmek ve \u00e7al\u0131\u015ft\u0131rmak i\u00e7in donan\u0131m\u0131n tam potansiyelinden yararlanmalar\u0131na olanak tan\u0131r.<\/p>\n<p>Trainium, TensorFlow ve PyTorch gibi pop\u00fcler derin \u00f6\u011frenme k\u00fct\u00fcphaneleriyle uyumludur. Bu, geli\u015ftiricilerin mevcut kodlar\u0131n\u0131 ve deneyimlerini Trainium&#8217;a kolayca ta\u015f\u0131yabilmelerini sa\u011flar. Inferentia, Amazon SageMaker gibi AWS hizmetleriyle entegre olur, bu da modellerin da\u011f\u0131t\u0131m\u0131n\u0131 ve \u00e7al\u0131\u015ft\u0131r\u0131lmas\u0131n\u0131 basitle\u015ftirir. Inferentia ayr\u0131ca \u00f6zel olarak tasarlanm\u0131\u015f API&#8217;ler arac\u0131l\u0131\u011f\u0131yla do\u011frudan programlanabilir.<\/p>\n<h2>Uygulama Alanlar\u0131<\/h2>\n<p>Hem Trainium hem de Inferentia, \u00e7e\u015fitli makine \u00f6\u011frenmesi uygulamalar\u0131 i\u00e7in kullan\u0131labilen g\u00fc\u00e7l\u00fc donan\u0131mlar sunar. \u00d6nemli uygulama alanlar\u0131 \u015funlard\u0131r:<\/p>\n<ul>\n<li>Do\u011fal dil i\u015fleme: Trainium ve Inferentia, do\u011fal dil i\u015fleme modelleri (\u00f6rne\u011fin, b\u00fcy\u00fck dil modelleri) e\u011fitimi ve \u00e7\u0131kar\u0131m\u0131 i\u00e7in kullan\u0131labilir.<\/li>\n<li>G\u00f6r\u00fcnt\u00fc tan\u0131ma: Trainium ve Inferentia, nesne alg\u0131lama ve g\u00f6r\u00fcnt\u00fc s\u0131n\u0131fland\u0131rmas\u0131 gibi g\u00f6revler i\u00e7in kullan\u0131labilir.<\/li>\n<li>S\u00f6zl\u00fc konu\u015fma tan\u0131ma: Trainium ve Inferentia, konu\u015fma tan\u0131ma modelleri e\u011fitimi ve \u00e7\u0131kar\u0131m\u0131 i\u00e7in kullan\u0131labilir.<\/li>\n<li>Tavsiye sistemleri: Trainium ve Inferentia, m\u00fc\u015fteri tercihlerini \u00f6\u011frenmek ve ki\u015fiselle\u015ftirilmi\u015f \u00f6neriler olu\u015fturmak i\u00e7in kullan\u0131labilir.<\/li>\n<li>Sa\u011fl\u0131k hizmetleri: Trainium ve Inferentia, hastal\u0131k te\u015fhisi ve tahmini i\u00e7in t\u0131bbi g\u00f6r\u00fcnt\u00fclerin i\u015flenmesi gibi g\u00f6revler i\u00e7in kullan\u0131labilir.<\/li>\n<\/ul>\n<h2>Sonu\u00e7<\/h2>\n<p>AWS Trainium ve Inferentia, y\u00fcksek performansl\u0131 hesaplama ve d\u00fc\u015f\u00fck g\u00fc\u00e7 t\u00fcketimi sunarak makine \u00f6\u011frenmesi modelleri i\u00e7in yeni olanaklar sunar. Trainium, b\u00fcy\u00fck \u00f6l\u00e7ekli modellerin e\u011fitimi i\u00e7in idealdir, Inferentia ise modelleri da\u011f\u0131t\u0131lm\u0131\u015f olarak \u00e7al\u0131\u015ft\u0131rmak ve ger\u00e7ek zamanl\u0131 \u00e7\u0131kar\u0131mlar yapmak i\u00e7in m\u00fckemmel bir se\u00e7enektir. \u00d6zel API&#8217;ler ve k\u00fct\u00fcphaneler sayesinde geli\u015ftiriciler, bu donan\u0131mlar\u0131n tam potansiyelinden yararlanabilir ve \u00e7e\u015fitli makine \u00f6\u011frenmesi uygulamalar\u0131 i\u00e7in y\u00fcksek performansl\u0131 \u00e7\u00f6z\u00fcmler olu\u015fturabilirler.<\/p>\n<p>Bu konuya ilginiz varsa, kendi web sitemi <a href=\"https:\/\/fatihsoysal.com\">Fatih Soysal<\/a> ziyaret etmenizi \u00f6neririm. Makine \u00f6\u011frenmesi ve bulut bili\u015fim konular\u0131nda daha fazla bilgi edinebilirsiniz.<\/p>\n<h2>#Etiketler<\/h2>\n<p>#AWS #Trainium #Inferentia #Makine\u00d6\u011frenmesi #Derin\u00d6\u011frenme #E\u011fitim #\u00c7\u0131kar\u0131m #Programlanabilirlik #BulutBili\u015fim #YapayZeka #TensorFlow #PyTorch #AmazonSageMaker #Do\u011falDil\u0130\u015fleme #G\u00f6r\u00fcnt\u00fcTan\u0131ma #S\u00f6zl\u00fcKonu\u015fmaTan\u0131ma #TavsiyeSistemleri #Sa\u011fl\u0131kHizmetleri <\/p>\n","protected":false},"excerpt":{"rendered":"AWS Trainium ve Inferentia&#8217;n\u0131n Programlanabilirli\u011fi \u00dczerine AWS, bulut bili\u015fim hizmetleri sa\u011flay\u0131c\u0131s\u0131 olarak, b\u00fcy\u00fck \u00f6l\u00e7ekli makine \u00f6\u011frenmesi modelleri i\u00e7in&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-2845","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>AWS Trainium ve Inferentia&#039;n\u0131n Programlanabilirli\u011fi \u00dczerine<\/title>\n<meta name=\"description\" content=\"AWS, bulut bili\u015fim hizmetleri sa\u011flay\u0131c\u0131s\u0131 olarak, b\u00fcy\u00fck \u00f6l\u00e7ekli makine \u00f6\u011frenmesi modelleri i\u00e7in \u00f6zel olarak tasarlanm\u0131\u015f iki yeni donan\u0131m sunuyor: Trainium ve Inferentia. Trainium, makine \u00f6\u011frenmesi modelleri e\u011fitimi i\u00e7in tasarlanm\u0131\u015f bir \u00e7ip, Inferentia ise bu modellerin da\u011f\u0131t\u0131lm\u0131\u015f olarak \u00e7al\u0131\u015ft\u0131r\u0131lmas\u0131 i\u00e7in tasarlanm\u0131\u015f bir \u00e7ip. Her ikisi de y\u00fcksek performansl\u0131 i\u015flem g\u00fcc\u00fc ve d\u00fc\u015f\u00fck g\u00fc\u00e7 t\u00fcketimi sunarak geli\u015ftiricilere daha h\u0131zl\u0131 ve daha verimli makine \u00f6\u011frenmesi uygulamalar\u0131 olu\u015fturma olana\u011f\u0131 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\/aws-trainium-ve-inferentianin-programlanabilirligi-uzerine\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AWS Trainium ve Inferentia&#039;n\u0131n Programlanabilirli\u011fi \u00dczerine\" \/>\n<meta property=\"og:description\" content=\"AWS, bulut bili\u015fim hizmetleri sa\u011flay\u0131c\u0131s\u0131 olarak, b\u00fcy\u00fck \u00f6l\u00e7ekli makine \u00f6\u011frenmesi modelleri i\u00e7in \u00f6zel olarak tasarlanm\u0131\u015f iki yeni donan\u0131m sunuyor: Trainium ve Inferentia. Trainium, makine \u00f6\u011frenmesi modelleri e\u011fitimi i\u00e7in tasarlanm\u0131\u015f bir \u00e7ip, Inferentia ise bu modellerin da\u011f\u0131t\u0131lm\u0131\u015f olarak \u00e7al\u0131\u015ft\u0131r\u0131lmas\u0131 i\u00e7in tasarlanm\u0131\u015f bir \u00e7ip. Her ikisi de y\u00fcksek performansl\u0131 i\u015flem g\u00fcc\u00fc ve d\u00fc\u015f\u00fck g\u00fc\u00e7 t\u00fcketimi sunarak geli\u015ftiricilere daha h\u0131zl\u0131 ve daha verimli makine \u00f6\u011frenmesi uygulamalar\u0131 olu\u015fturma olana\u011f\u0131 sa\u011fl\u0131yor.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/aws-trainium-ve-inferentianin-programlanabilirligi-uzerine\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2024-11-03T15:00:15+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=\"4 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/aws-trainium-ve-inferentianin-programlanabilirligi-uzerine\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/aws-trainium-ve-inferentianin-programlanabilirligi-uzerine\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"AWS Trainium ve Inferentia&#8217;n\u0131n Programlanabilirli\u011fi \u00dczerine\",\"datePublished\":\"2024-11-03T15:00:15+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/aws-trainium-ve-inferentianin-programlanabilirligi-uzerine\/\"},\"wordCount\":880,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/aws-trainium-ve-inferentianin-programlanabilirligi-uzerine\/#respond\"]}],\"copyrightYear\":\"2024\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/aws-trainium-ve-inferentianin-programlanabilirligi-uzerine\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/aws-trainium-ve-inferentianin-programlanabilirligi-uzerine\/\",\"name\":\"AWS Trainium ve Inferentia'n\u0131n Programlanabilirli\u011fi \u00dczerine\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2024-11-03T15:00:15+00:00\",\"description\":\"AWS, bulut bili\u015fim hizmetleri sa\u011flay\u0131c\u0131s\u0131 olarak, b\u00fcy\u00fck \u00f6l\u00e7ekli makine \u00f6\u011frenmesi modelleri i\u00e7in \u00f6zel olarak tasarlanm\u0131\u015f iki yeni donan\u0131m sunuyor: Trainium ve Inferentia. Trainium, makine \u00f6\u011frenmesi modelleri e\u011fitimi i\u00e7in tasarlanm\u0131\u015f bir \u00e7ip, Inferentia ise bu modellerin da\u011f\u0131t\u0131lm\u0131\u015f olarak \u00e7al\u0131\u015ft\u0131r\u0131lmas\u0131 i\u00e7in tasarlanm\u0131\u015f bir \u00e7ip. Her ikisi de y\u00fcksek performansl\u0131 i\u015flem g\u00fcc\u00fc ve d\u00fc\u015f\u00fck g\u00fc\u00e7 t\u00fcketimi sunarak geli\u015ftiricilere daha h\u0131zl\u0131 ve daha verimli makine \u00f6\u011frenmesi uygulamalar\u0131 olu\u015fturma olana\u011f\u0131 sa\u011fl\u0131yor.\",\"breadcrumb\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/aws-trainium-ve-inferentianin-programlanabilirligi-uzerine\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/aws-trainium-ve-inferentianin-programlanabilirligi-uzerine\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/aws-trainium-ve-inferentianin-programlanabilirligi-uzerine\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\/\/fatihsoysal.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"AWS Trainium ve Inferentia&#8217;n\u0131n Programlanabilirli\u011fi \u00dczerine\"}]},{\"@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":"AWS Trainium ve Inferentia'n\u0131n Programlanabilirli\u011fi \u00dczerine","description":"AWS, bulut bili\u015fim hizmetleri sa\u011flay\u0131c\u0131s\u0131 olarak, b\u00fcy\u00fck \u00f6l\u00e7ekli makine \u00f6\u011frenmesi modelleri i\u00e7in \u00f6zel olarak tasarlanm\u0131\u015f iki yeni donan\u0131m sunuyor: Trainium ve Inferentia. Trainium, makine \u00f6\u011frenmesi modelleri e\u011fitimi i\u00e7in tasarlanm\u0131\u015f bir \u00e7ip, Inferentia ise bu modellerin da\u011f\u0131t\u0131lm\u0131\u015f olarak \u00e7al\u0131\u015ft\u0131r\u0131lmas\u0131 i\u00e7in tasarlanm\u0131\u015f bir \u00e7ip. Her ikisi de y\u00fcksek performansl\u0131 i\u015flem g\u00fcc\u00fc ve d\u00fc\u015f\u00fck g\u00fc\u00e7 t\u00fcketimi sunarak geli\u015ftiricilere daha h\u0131zl\u0131 ve daha verimli makine \u00f6\u011frenmesi uygulamalar\u0131 olu\u015fturma olana\u011f\u0131 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\/aws-trainium-ve-inferentianin-programlanabilirligi-uzerine\/","og_locale":"tr_TR","og_type":"article","og_title":"AWS Trainium ve Inferentia'n\u0131n Programlanabilirli\u011fi \u00dczerine","og_description":"AWS, bulut bili\u015fim hizmetleri sa\u011flay\u0131c\u0131s\u0131 olarak, b\u00fcy\u00fck \u00f6l\u00e7ekli makine \u00f6\u011frenmesi modelleri i\u00e7in \u00f6zel olarak tasarlanm\u0131\u015f iki yeni donan\u0131m sunuyor: Trainium ve Inferentia. Trainium, makine \u00f6\u011frenmesi modelleri e\u011fitimi i\u00e7in tasarlanm\u0131\u015f bir \u00e7ip, Inferentia ise bu modellerin da\u011f\u0131t\u0131lm\u0131\u015f olarak \u00e7al\u0131\u015ft\u0131r\u0131lmas\u0131 i\u00e7in tasarlanm\u0131\u015f bir \u00e7ip. Her ikisi de y\u00fcksek performansl\u0131 i\u015flem g\u00fcc\u00fc ve d\u00fc\u015f\u00fck g\u00fc\u00e7 t\u00fcketimi sunarak geli\u015ftiricilere daha h\u0131zl\u0131 ve daha verimli makine \u00f6\u011frenmesi uygulamalar\u0131 olu\u015fturma olana\u011f\u0131 sa\u011fl\u0131yor.","og_url":"https:\/\/fatihsoysal.com\/blog\/aws-trainium-ve-inferentianin-programlanabilirligi-uzerine\/","og_site_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","article_published_time":"2024-11-03T15:00:15+00:00","author":"Fatih Soysal","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Fatih Soysal","Tahmini okuma s\u00fcresi":"4 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/fatihsoysal.com\/blog\/aws-trainium-ve-inferentianin-programlanabilirligi-uzerine\/#article","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/aws-trainium-ve-inferentianin-programlanabilirligi-uzerine\/"},"author":{"name":"Fatih Soysal","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"headline":"AWS Trainium ve Inferentia&#8217;n\u0131n Programlanabilirli\u011fi \u00dczerine","datePublished":"2024-11-03T15:00:15+00:00","mainEntityOfPage":{"@id":"https:\/\/fatihsoysal.com\/blog\/aws-trainium-ve-inferentianin-programlanabilirligi-uzerine\/"},"wordCount":880,"commentCount":0,"publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/fatihsoysal.com\/blog\/aws-trainium-ve-inferentianin-programlanabilirligi-uzerine\/#respond"]}],"copyrightYear":"2024","copyrightHolder":{"@id":"https:\/\/fatihsoysal.com\/blog\/#organization"}},{"@type":"WebPage","@id":"https:\/\/fatihsoysal.com\/blog\/aws-trainium-ve-inferentianin-programlanabilirligi-uzerine\/","url":"https:\/\/fatihsoysal.com\/blog\/aws-trainium-ve-inferentianin-programlanabilirligi-uzerine\/","name":"AWS Trainium ve Inferentia'n\u0131n Programlanabilirli\u011fi \u00dczerine","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/#website"},"datePublished":"2024-11-03T15:00:15+00:00","description":"AWS, bulut bili\u015fim hizmetleri sa\u011flay\u0131c\u0131s\u0131 olarak, b\u00fcy\u00fck \u00f6l\u00e7ekli makine \u00f6\u011frenmesi modelleri i\u00e7in \u00f6zel olarak tasarlanm\u0131\u015f iki yeni donan\u0131m sunuyor: Trainium ve Inferentia. Trainium, makine \u00f6\u011frenmesi modelleri e\u011fitimi i\u00e7in tasarlanm\u0131\u015f bir \u00e7ip, Inferentia ise bu modellerin da\u011f\u0131t\u0131lm\u0131\u015f olarak \u00e7al\u0131\u015ft\u0131r\u0131lmas\u0131 i\u00e7in tasarlanm\u0131\u015f bir \u00e7ip. Her ikisi de y\u00fcksek performansl\u0131 i\u015flem g\u00fcc\u00fc ve d\u00fc\u015f\u00fck g\u00fc\u00e7 t\u00fcketimi sunarak geli\u015ftiricilere daha h\u0131zl\u0131 ve daha verimli makine \u00f6\u011frenmesi uygulamalar\u0131 olu\u015fturma olana\u011f\u0131 sa\u011fl\u0131yor.","breadcrumb":{"@id":"https:\/\/fatihsoysal.com\/blog\/aws-trainium-ve-inferentianin-programlanabilirligi-uzerine\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/fatihsoysal.com\/blog\/aws-trainium-ve-inferentianin-programlanabilirligi-uzerine\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/fatihsoysal.com\/blog\/aws-trainium-ve-inferentianin-programlanabilirligi-uzerine\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Anasayfa","item":"https:\/\/fatihsoysal.com\/blog\/"},{"@type":"ListItem","position":2,"name":"AWS Trainium ve Inferentia&#8217;n\u0131n Programlanabilirli\u011fi \u00dczerine"}]},{"@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\/2845","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=2845"}],"version-history":[{"count":0,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/2845\/revisions"}],"wp:attachment":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/media?parent=2845"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/categories?post=2845"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/tags?post=2845"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}