{"id":5108,"date":"2023-08-08T08:58:38","date_gmt":"2023-08-08T08:58:38","guid":{"rendered":"https:\/\/aix.web.tr\/?p=5108"},"modified":"2023-10-02T10:16:52","modified_gmt":"2023-10-02T10:16:52","slug":"2023te-7-derin-ogrenme-araci","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/2023te-7-derin-ogrenme-araci\/","title":{"rendered":"2023&#8217;te 7 Derin \u00d6\u011frenme Arac\u0131"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"5108\" class=\"elementor elementor-5108\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-730407f elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"730407f\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div 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href=\"https:\/\/aix.web.tr\/basvuru\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">EK\u0130BE KATIL<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-839a1c2 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"839a1c2\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;slideshow&quot;,&quot;background_slideshow_gallery&quot;:[{&quot;id&quot;:531,&quot;url&quot;:&quot;http:\\\/\\\/www.aix.web.tr\\\/wp-content\\\/uploads\\\/2019\\\/12\\\/ezgif.com-video-to-gif-1.gif&quot;}],&quot;shape_divider_bottom&quot;:&quot;mountains&quot;,&quot;background_slideshow_loop&quot;:&quot;yes&quot;,&quot;background_slideshow_slide_duration&quot;:5000,&quot;background_slideshow_slide_transition&quot;:&quot;fade&quot;,&quot;background_slideshow_transition_duration&quot;:500}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" opacity=\"0.33\" d=\"M473,67.3c-203.9,88.3-263.1-34-320.3,0C66,119.1,0,59.7,0,59.7V0h1000v59.7 c0,0-62.1,26.1-94.9,29.3c-32.8,3.3-62.8-12.3-75.8-22.1C806,49.6,745.3,8.7,694.9,4.7S492.4,59,473,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" opacity=\"0.66\" d=\"M734,67.3c-45.5,0-77.2-23.2-129.1-39.1c-28.6-8.7-150.3-10.1-254,39.1 s-91.7-34.4-149.2,0C115.7,118.3,0,39.8,0,39.8V0h1000v36.5c0,0-28.2-18.5-92.1-18.5C810.2,18.1,775.7,67.3,734,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" d=\"M766.1,28.9c-200-57.5-266,65.5-395.1,19.5C242,1.8,242,5.4,184.8,20.6C128,35.8,132.3,44.9,89.9,52.5C28.6,63.7,0,0,0,0 h1000c0,0-9.9,40.9-83.6,48.1S829.6,47,766.1,28.9z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-aca7e5e\" data-id=\"aca7e5e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2438941 elementor-widget elementor-widget-heading\" data-id=\"2438941\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">2023'te 7 Derin \u00d6\u011frenme Arac\u0131\n<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0ed3e31 elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0ed3e31\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-437b8bd\" data-id=\"437b8bd\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f396b77 elementor-widget elementor-widget-text-editor\" data-id=\"f396b77\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><div class=\"group w-full text-gray-800 dark:text-gray-100 border-b border-black\/10 dark:border-gray-900\/50 bg-gray-50 dark:bg-[#444654]\"><div class=\"text-base gap-4 md:gap-6 md:max-w-2xl lg:max-w-xl xl:max-w-3xl p-4 md:py-6 flex lg:px-0 m-auto\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gap-1 md:gap-3 lg:w-[calc(100%-115px)]\"><div class=\"flex flex-grow flex-col gap-3\"><div class=\"min-h-[20px] flex flex-col items-start gap-4 whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><div class=\"\" data-block=\"true\" data-editor=\"93du5\" data-offset-key=\"c18hv-0-0\"><div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"c18hv-0-0\"><p dir=\"ltr\"><span>Derin \u00f6\u011frenme, denetimsiz verilerden \u00f6\u011frenmek i\u00e7in donat\u0131lm\u0131\u015f a\u011flar\u0131 i\u00e7eren yapay zekadaki makine \u00f6\u011freniminin bir alt k\u00fcmesidir.\u00a0Bilgi i\u015fleme ve karar verme ama\u00e7lar\u0131 i\u00e7in insan beyninin i\u015fleyi\u015finden ilham alm\u0131\u015ft\u0131r.\u00a0Ayr\u0131ca, pop\u00fcler olarak derin n\u00f6ral \u00f6\u011frenme veya derin n\u00f6ral a\u011f olarak bilinir.\u00a0Herhangi bir i\u015fletme i\u00e7in karar verme s\u00fcrecine yard\u0131mc\u0131 olan daha iyi sonu\u00e7lar\u0131 tahmin edebilen modellerin geli\u015ftirilmesine yard\u0131mc\u0131 olan algoritmalardan yararlan\u0131r.<\/span><\/p><p><span>Derin \u00f6\u011frenme uygulamalar\u0131 farkl\u0131 end\u00fcstri t\u00fcrlerinde kullan\u0131lmaktad\u0131r.\u00a0\u00d6rneklerden biri: Otomatik S\u00fcr\u00fc\u015f.\u00a0Yayalar\u0131, i\u015faretleri ve trafik \u0131\u015f\u0131klar\u0131n\u0131 alg\u0131lamak i\u00e7in derin \u00f6\u011frenmeden yararlanan ara\u015ft\u0131rmalar devam etmektedir.\u00a0Bu, yaln\u0131zca yapay zekan\u0131n g\u00fcc\u00fcnden yararlanmaya yard\u0131mc\u0131 olmakla kalmayacak, ayn\u0131 zamanda daha az trafik kazas\u0131 olmas\u0131n\u0131 da sa\u011flayacak.<\/span><\/p><p><span>Derin \u00f6\u011frenmenin d\u00fcnyadaki etkisini g\u00f6z \u00f6n\u00fcnde bulundurarak 2023&#8217;te bilmeniz gereken 7 derin \u00f6\u011frenme arac\u0131n\u0131 sizlerle bulu\u015fturmaya karar verdik.<\/span><\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5f371bd elementor-widget elementor-widget-image\" data-id=\"5f371bd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"843\" height=\"436\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023-te-7-Derin-Ogrenme-Araci.webp\" class=\"attachment-large size-large wp-image-5110\" alt=\"2023&#039;te 7 Derin \u00d6\u011frenme Arac\u0131\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023-te-7-Derin-Ogrenme-Araci.webp 900w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023-te-7-Derin-Ogrenme-Araci-300x155.webp 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023-te-7-Derin-Ogrenme-Araci-768x397.webp 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023-te-7-Derin-Ogrenme-Araci-18x9.webp 18w\" sizes=\"(max-width: 843px) 100vw, 843px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">2023'te 7 Derin \u00d6\u011frenme Arac\u0131\n2023'te 7 Derin \u00d6\u011frenme Arac\u0131<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-de92e6e elementor-widget elementor-widget-heading\" data-id=\"de92e6e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">1. H2O.ai \n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4c68f59 elementor-widget elementor-widget-text-editor\" data-id=\"4c68f59\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><div class=\"group w-full text-gray-800 dark:text-gray-100 border-b border-black\/10 dark:border-gray-900\/50 bg-gray-50 dark:bg-[#444654]\"><div class=\"text-base gap-4 md:gap-6 md:max-w-2xl lg:max-w-2xl xl:max-w-3xl p-4 md:py-6 flex lg:px-0 m-auto\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gap-1 md:gap-3 lg:w-[calc(100%-115px)]\"><div class=\"flex flex-grow flex-col gap-3\"><div class=\"min-h-[20px] flex flex-col items-start gap-4 whitespace-pre-wrap\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p><span>H2O, Java&#8217;da s\u0131f\u0131rdan olu\u015fturulmu\u015f bir derin \u00f6\u011frenme arac\u0131d\u0131r ve Apache Hadoop ve Spark gibi di\u011fer a\u00e7\u0131k kaynakl\u0131 \u00fcr\u00fcnlerle kusursuz bir entegrasyona sahiptir.\u00a0Kullan\u0131m\u0131 kolay bir Web kullan\u0131c\u0131 aray\u00fcz\u00fcne sahiptir ve b\u00fcy\u00fck veri analizinde b\u00fcy\u00fck \u00f6l\u00e7\u00fcde \u00f6l\u00e7eklenebilir.<\/span><\/p><p><span>A\u00e7\u0131k kaynakl\u0131 bir derin \u00f6\u011frenme arac\u0131 olan H2O, en yayg\u0131n kullan\u0131lan makine \u00f6\u011frenimi algoritmalar\u0131n\u0131 destekler.\u00a0Derin \u00f6\u011frenme, elastik a\u011f, lojistik regresyon, gradyan art\u0131rma i\u00e7in kullan\u0131lan h\u0131zl\u0131, \u00f6l\u00e7eklenebilir bir makine \u00f6\u011frenimi uygulama arabirimidir;\u00a0birka\u00e7 isim.\u00a0H20 sayesinde, herhangi bir i\u015f sorununu \u00e7\u00f6zmek i\u00e7in makine \u00f6\u011frenimi algoritmalar\u0131n\u0131 ve tahmine dayal\u0131 analiti\u011fi uygulamak herkes i\u00e7in daha kolay.<\/span><\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d803549 elementor-widget elementor-widget-heading\" data-id=\"d803549\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">2. TensorFlow<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-88c4043 elementor-widget elementor-widget-text-editor\" data-id=\"88c4043\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p><span>TensorFlow, y\u00fcksek d\u00fczeyde optimize edilmi\u015f C++ ve CUDA (Nvidia&#8217;n\u0131n GPU&#8217;lar\u0131 programlama dili) ile yaz\u0131lm\u0131\u015f ve Python, Java, Go gibi dillere aray\u00fcz sa\u011flayan bir derin \u00f6\u011frenme arac\u0131d\u0131r.\u00a0Derin \u00f6\u011frenme uygulamalar\u0131n\u0131n sorunsuz \u00e7al\u0131\u015fmas\u0131 i\u00e7in teknoloji devi Google taraf\u0131ndan geli\u015ftirilmi\u015f a\u00e7\u0131k kaynakl\u0131 bir kitapl\u0131kt\u0131r.\u00a0<\/span><\/p><p><span>TensorFlow, yeni ba\u015flayanlar ve hatta uzmanlar\u0131n mobil, web, masa\u00fcst\u00fc ve bulut i\u00e7in makine \u00f6\u011frenimi modelleri olu\u015fturmas\u0131n\u0131 olduk\u00e7a kolayla\u015ft\u0131r\u0131r.<\/span><\/p><p><span>Ayr\u0131ca, birden \u00e7ok katmana sahip b\u00fcy\u00fck \u00f6l\u00e7ekli sinir a\u011flar\u0131 olu\u015fturmak i\u00e7in de kullan\u0131l\u0131r.\u00a0S\u0131n\u0131fland\u0131rma, Alg\u0131lama, Anlama, Ke\u015ffetme, Tahmin ve Olu\u015fturma gibi derin \u00f6\u011frenme veya makine \u00f6\u011frenimi sorunlar\u0131n\u0131 \u00e7\u00f6zmek istiyorsan\u0131z, TensorFlow sizin i\u00e7in do\u011fru derin \u00f6\u011frenme arac\u0131d\u0131r.<\/span><\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-044a77a elementor-widget elementor-widget-heading\" data-id=\"044a77a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">3. Keras<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0e8602d elementor-widget elementor-widget-text-editor\" data-id=\"0e8602d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span>Keras, TensorFlow veya Theano \u00fczerinde \u00e7al\u0131\u015fabilen \u00fcst d\u00fczey bir sinir a\u011f\u0131 API&#8217;sidir.\u00a0Python&#8217;da yaz\u0131lm\u0131\u015ft\u0131r ve esas olarak daha h\u0131zl\u0131 deneyler yapmak i\u00e7in geli\u015ftirilmi\u015ftir.\u00a0Keras derin \u00f6\u011frenme kitapl\u0131\u011f\u0131, mod\u00fclerlik, minimalizm ve kolay geni\u015fletilebilirlik kullan\u0131m\u0131yla kullan\u0131c\u0131n\u0131n daha kolay ve daha h\u0131zl\u0131 prototip olu\u015fturmas\u0131na olanak tan\u0131r.<\/span><\/p><p><span>Keras, tekrarlayan a\u011flar\u0131 ve evri\u015fimli a\u011flar\u0131 ayr\u0131 ayr\u0131 ve ikisinin birle\u015fimini destekleyen bir derin \u00f6\u011frenme arac\u0131d\u0131r.\u00a0Ayr\u0131ca \u00e7oklu giri\u015f ve \u00e7oklu \u00e7\u0131k\u0131\u015f e\u011fitimini destekler.\u00a0Tutarl\u0131 ve basit API&#8217;ler sunarak bili\u015fsel y\u00fck\u00fc azaltmak i\u00e7in en iyi uygulamalar\u0131 takip eder.\u00a0Ayr\u0131ca, yayg\u0131n kullan\u0131m durumlar\u0131 i\u00e7in gerekli olan kullan\u0131c\u0131 eylemlerinin say\u0131s\u0131n\u0131 en aza indirir ve herhangi bir hata tespit edildi\u011finde net bir geri bildirim sa\u011flar.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-66ac2da elementor-widget elementor-widget-image\" data-id=\"66ac2da\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"843\" height=\"443\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/03\/Yapay-zeka-ornekleri-nelerdir-1024x538.png\" class=\"attachment-large size-large wp-image-4756\" alt=\"Yapay zeka \u00f6rnekleri nelerdir?\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/03\/Yapay-zeka-ornekleri-nelerdir-1024x538.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/03\/Yapay-zeka-ornekleri-nelerdir-300x158.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/03\/Yapay-zeka-ornekleri-nelerdir-768x403.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/03\/Yapay-zeka-ornekleri-nelerdir-18x9.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/03\/Yapay-zeka-ornekleri-nelerdir.png 1200w\" sizes=\"(max-width: 843px) 100vw, 843px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-nedir\/\">Yapay zeka<\/a> \u00f6rnekleri nelerdir?<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2f9ce04 elementor-widget elementor-widget-heading\" data-id=\"2f9ce04\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">4. Caffe<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4f35d2d elementor-widget elementor-widget-text-editor\" data-id=\"4f35d2d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>Caffe, \u00e7er\u00e7evesi ifade, h\u0131z ve mod\u00fclerlik dikkate al\u0131narak olu\u015fturulmu\u015f bir derin \u00f6\u011frenme arac\u0131d\u0131r.\u00a0Berkeley AI Research (BAIR)\/The Berkeley Vision and Learning Center (BVLC) ve topluluk kat\u0131l\u0131mc\u0131lar\u0131 taraf\u0131ndan geli\u015ftirilen bu ara\u00e7 ayn\u0131 zamanda a\u00e7\u0131k kaynakl\u0131 bir derin \u00f6\u011frenme arac\u0131d\u0131r.<\/p><p>Etkileyici mimarisi, uygulaman\u0131n ve yenili\u011fin yay\u0131lmas\u0131n\u0131 sa\u011flar.\u00a0Caffe, akademik ara\u015ft\u0131rmalarda, ba\u015flang\u0131\u00e7 \u200b\u200bprototiplerinde ve konu\u015fma, g\u00f6r\u00fcnt\u00fc ve multimedya alanlar\u0131ndaki b\u00fcy\u00fck \u00f6l\u00e7ekli end\u00fcstriyel uygulamalarda kullan\u0131l\u0131r.\u00a0Caffe, Facebook&#8217;taki dahili kar\u015f\u0131la\u015ft\u0131rmaya g\u00f6re TensorFlow&#8217;dan 1,2 ila 5 kat daha fazla performansa sahiptir.<\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5c157c7 elementor-widget elementor-widget-heading\" data-id=\"5c157c7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">5. DeepLearningKit<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3bb45e5 elementor-widget elementor-widget-text-editor\" data-id=\"3bb45e5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>DeepLearningKit, Apple&#8217;\u0131n iOS, OS X, tvOS vb. i\u00e7in a\u00e7\u0131k kaynakl\u0131 bir derin \u00f6\u011frenme arac\u0131d\u0131r. Olu\u015fturulmas\u0131n\u0131n arkas\u0131ndaki ana fikir, GPU&#8217;su olan t\u00fcm Apple cihazlar\u0131nda \u00f6nceden e\u011fitilmi\u015f modelleri desteklemekti.\u00a0Bu derin \u00f6\u011frenme arac\u0131 Swift&#8217;te geli\u015ftirilmi\u015ftir ve d\u00fc\u015f\u00fck gecikmeli derin \u00f6\u011frenme hesaplamalar\u0131 yapmak i\u00e7in cihaz GPU&#8217;sunda kullan\u0131labilir.\u00a0DeepLearningKit, Konvol\u00fcsyonel Sinir A\u011flar\u0131n\u0131 da destekler.\u00a0Vizyonu, Torch ve TensorFlow gibi di\u011fer derin \u00f6\u011frenme ara\u00e7lar\u0131n\u0131 desteklemektir.<\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-52fca06 elementor-widget elementor-widget-heading\" data-id=\"52fca06\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">6. Torch<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-34b3b4b elementor-widget elementor-widget-text-editor\" data-id=\"34b3b4b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>Torch, bir LuaJIT betik dili ve C\/CUDA uygulamas\u0131 kullanan verimli bir a\u00e7\u0131k kaynak program\u0131d\u0131r.\u00a0Bu derin \u00f6\u011frenme arac\u0131n\u0131 kullan\u0131yorsan\u0131z, a\u015fa\u011f\u0131dakiler gibi g\u00fc\u00e7l\u00fc \u00f6zelliklerinden yararlanabileceksiniz: indeksleme, aktarma, dilimleme i\u00e7in \u00e7oklu rutinler, LuaJIT arac\u0131l\u0131\u011f\u0131yla C&#8217;ye harika aray\u00fcz, sinir a\u011f\u0131.\u00a0H\u0131zl\u0131, verimli GPU deste\u011fi sunar ve iOS, Android, FPGA ile \u00e7al\u0131\u015fmay\u0131 kolayla\u015ft\u0131ran kolayca yerle\u015ftirilebilir.<\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0c4bbab elementor-widget elementor-widget-heading\" data-id=\"0c4bbab\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">7. Theano\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-32d3a7a elementor-widget elementor-widget-text-editor\" data-id=\"32d3a7a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p><span>Theano, \u00e7ok boyutlu diziler dahil olmak \u00fczere matematiksel i\u015flemleri de\u011ferlendirmek i\u00e7in kullan\u0131lan bir Python kitapl\u0131\u011f\u0131d\u0131r.\u00a0Esas olarak derin \u00f6\u011frenme projeleri olu\u015fturmak i\u00e7in kullan\u0131l\u0131r ve GPU&#8217;da CPU&#8217;dan \u00e7ok daha h\u0131zl\u0131d\u0131r.\u00a0Kullan\u0131m\u0131 ile b\u00fcy\u00fck miktarda veri i\u00e7eren problemlerde kendi kendine yap\u0131lan C uygulamalar\u0131na rakip olacak bir h\u0131za ula\u015fmak m\u00fcmk\u00fcnd\u00fcr.<\/span><\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e8586eb elementor-widget elementor-widget-heading\" data-id=\"e8586eb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Sonu\u00e7<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0bec463 elementor-widget elementor-widget-text-editor\" data-id=\"0bec463\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p><span>\u0130\u015fte 2023&#8217;te bilmeniz gereken en iyi derin \u00f6\u011frenme ara\u00e7lar\u0131ndan baz\u0131lar\u0131. Ancak bu liste hi\u00e7bir \u015fekilde eksiksiz de\u011fildir! Piyasada daha fazla derin \u00f6\u011frenme arac\u0131 var ama bunlar en \u00e7ok kullan\u0131lanlar. Bu derin \u00f6\u011frenme ara\u00e7lar\u0131, ger\u00e7ek d\u00fcnya problemlerini \u00e7\u00f6zmeye yard\u0131mc\u0131 olur ve onlar\u0131n bilgisi, uygun YZ becerileri ile i\u015fe haz\u0131r olman\u0131za yard\u0131mc\u0131 olabilir.<\/span><\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5eab1b0 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5eab1b0\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-9fa0ba7\" data-id=\"9fa0ba7\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cb85d21 elementor-widget elementor-widget-image\" data-id=\"cb85d21\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/egemen-kaya\/\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"1080\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar.png\" class=\"attachment-full size-full wp-image-3715\" alt=\"yapay-zeka-yazar\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar.png 1080w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-300x300.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-1024x1024.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-150x150.png 150w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-768x768.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-12x12.png 12w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a7ada1e elementor-widget elementor-widget-heading\" data-id=\"a7ada1e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/aix.web.tr\/yapay-zeka-ghb-dil-edinim-modeli\/\">Dil Edinim Modeli<\/a><\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b58726 elementor-widget elementor-widget-heading\" data-id=\"5b58726\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Yapay Zeka Edit\u00f6r<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-965c4ed elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"965c4ed\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"social-icons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-social-icons-wrapper elementor-grid\">\n\t\t\t\t\t\t\t<span class=\"elementor-grid-item\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-globe elementor-repeater-item-77a48c2\" href=\"https:\/\/aix.web.tr\/yapay-zeka-ghb-dil-edinim-modeli\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\">Globe<\/span>\n\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-globe\"><\/i>\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-e7a0405\" data-id=\"e7a0405\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-16b556c elementor-widget elementor-widget-heading\" data-id=\"16b556c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Bunlar ilginizi \u00e7ekebilir!<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6f94bb3 premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"6f94bb3\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;premium_blog_columns_number&quot;:&quot;33.33%&quot;,&quot;premium_blog_grid&quot;:&quot;yes&quot;,&quot;premium_blog_layout&quot;:&quot;even&quot;,&quot;premium_blog_columns_number_tablet&quot;:&quot;50%&quot;,&quot;premium_blog_columns_number_mobile&quot;:&quot;100%&quot;}\" data-widget_type=\"premium-addon-blog.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\r\n\t\t\r\n\r\n\t\t\t\t<div class=\"premium-blog-wrap  premium-blog-even\" data-page=\"5108\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\r\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\r\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\r\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-300x158.jpeg\" class=\"attachment-medium size-medium wp-image-6899\" alt=\"ChatGPT&#039;den Claude&#039;a Neden Ge\u00e7iliyor?\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-300x158.jpeg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-1024x538.jpeg 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-768x403.jpeg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-1536x806.jpeg 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-2048x1075.jpeg 2048w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-18x9.jpeg 18w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\r\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/chatgptden-claudea-neden-geciliyor\/\" target=\"_self\"><\/a>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\r\n\r\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\r\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/chatgptden-claudea-neden-geciliyor\/\" target=\"_self\">\r\n\t\t\t\tChatGPT&#8217;den Claude&#8217;a Neden Ge\u00e7iliyor?\t\t\t<\/a>\r\n\t\t<\/p>\r\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\r\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\r\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\r\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\r\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"167\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-300x167.png\" class=\"attachment-medium size-medium wp-image-6890\" alt=\"Google Gemini Nedir Kapsaml\u0131 Rehber ve \u00d6zellikler\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-300x167.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-1024x572.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-768x429.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-18x10.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler.png 1376w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\r\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/google-gemini-nedir-rehberi\/\" target=\"_self\"><\/a>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\r\n\r\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\r\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/google-gemini-nedir-rehberi\/\" target=\"_self\">\r\n\t\t\t\tGoogle Gemini Nedir? Kapsaml\u0131 Rehber ve \u00d6zellikler\t\t\t<\/a>\r\n\t\t<\/p>\r\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\r\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\r\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\r\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\r\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"167\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-300x167.png\" class=\"attachment-medium size-medium wp-image-6883\" alt=\"Yapay Zeka Ulusal Altyap\u0131 m\u0131 Oluyor Stratejik G\u00fc\u00e7 Sava\u015f\u0131\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-300x167.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-1024x572.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-768x429.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-18x10.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi.png 1376w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\r\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ulusal-altyapi-yonetimi\/\" target=\"_self\"><\/a>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\r\n\r\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\r\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ulusal-altyapi-yonetimi\/\" target=\"_self\">\r\n\t\t\t\tYapay Zeka Ulusal Altyap\u0131 m\u0131 Oluyor? Stratejik G\u00fc\u00e7 Sava\u015f\u0131\t\t\t<\/a>\r\n\t\t<\/p>\r\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\r\n\t\t\r\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>2023&#8217;te 7 Derin \u00d6\u011frenme Arac\u0131 Derin \u00f6\u011frenme, denetimsiz verilerden \u00f6\u011frenmek i\u00e7in donat\u0131lm\u0131\u015f a\u011flar\u0131 i\u00e7eren yapay zekadaki makine \u00f6\u011freniminin bir alt k\u00fcmesidir.&nbsp;Bilgi i\u015fleme ve karar verme&hellip;<\/p>","protected":false},"author":1,"featured_media":5110,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[62,63,17,7],"class_list":["post-5108","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-derin-ogrenme","tag-makine-ogrenmesi","tag-yapay-zeka","tag-yapay-zeka-arastirma"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/5108","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/comments?post=5108"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/5108\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/5110"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=5108"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=5108"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=5108"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}