{"id":4166,"date":"2022-10-17T10:33:48","date_gmt":"2022-10-17T10:33:48","guid":{"rendered":"https:\/\/aix.web.tr\/?p=4166"},"modified":"2022-10-17T10:54:56","modified_gmt":"2022-10-17T10:54:56","slug":"bilmeniz-gereken-en-iyi-10-acik-kaynakli-yapay-zeka-yazilimi","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/bilmeniz-gereken-en-iyi-10-acik-kaynakli-yapay-zeka-yazilimi\/","title":{"rendered":"Bilmeniz Gereken En \u0130yi 10 A\u00e7\u0131k Kaynakl\u0131 Yapay Zeka Yaz\u0131l\u0131m\u0131"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"4166\" class=\"elementor elementor-4166\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-722bedcd elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"722bedcd\" data-element_type=\"section\" data-e-type=\"section\" 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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-32d19f87\" data-id=\"32d19f87\" 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-487474b7 elementor-widget elementor-widget-heading\" data-id=\"487474b7\" 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\">Bilmeniz Gereken En \u0130yi 10 A\u00e7\u0131k Kaynakl\u0131 Yapay Zeka Yaz\u0131l\u0131m\u0131<\/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-7aa26b4c elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7aa26b4c\" 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-6f69670a\" data-id=\"6f69670a\" 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-76f035f2 elementor-widget elementor-widget-text-editor\" data-id=\"76f035f2\" 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><em><span>Apple&#8217;\u0131n Siri&#8217;si.\u00a0Google&#8217;\u0131n Google Asistan\u0131.\u00a0Amazon&#8217;un Yank\u0131 hizmetleri.<\/span><\/em><\/p><p><span>Bunlar, g\u00fcnl\u00fck hayat\u0131m\u0131za giren ve en hafif tabirle daha kullan\u0131\u015fl\u0131 hale getiren baz\u0131 pop\u00fcler <a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-nedir\/\">Yapay Zeka<\/a> uygulamalar\u0131d\u0131r.<\/span><\/p><p><span>Yapay Zeka, &#8216;sezgisel&#8217; makinelerin insan yeteneklerini sunmas\u0131n\u0131 ve insan zekas\u0131n\u0131 taklit etmesini sa\u011flayan say\u0131s\u0131z teknoloji olarak d\u00fc\u015f\u00fcn\u00fclebilir.\u00a0Bu otomatikle\u015ftirilmi\u015f ara\u00e7lar, bir insan zihni olarak \u00e7al\u0131\u015fmak ve di\u011ferleri aras\u0131nda do\u011fal dil i\u015fleme, makine \u00f6\u011frenimi, veri analiti\u011fi, ses tan\u0131ma gibi f\u00fct\u00fcristik yetenekler kullan\u0131larak anlamak, analiz etmek, harekete ge\u00e7mek ve geli\u015fmek \u00fczere e\u011fitilebilir.\u00a0Yapay zeka teknolojileri bir i\u015f ortam\u0131na entegre edildi\u011finde geni\u015f kapsaml\u0131 faydalar sunabilir.\u00a0<\/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-230cdc00 elementor-widget elementor-widget-heading\" data-id=\"230cdc00\" 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\">Yapay Zeka Neden \u00d6nemli: Veriye Dayal\u0131 Bir Perspektif<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4de5929a elementor-widget elementor-widget-text-editor\" data-id=\"4de5929a\" 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\"><ul><li><em><span>Accenture&#8217;a g\u00f6re: &#8220;2035&#8217;e kadar AI, 12 geli\u015fmi\u015f \u00fclkede ekonomik b\u00fcy\u00fcme oranlar\u0131n\u0131 ikiye katlayabilir ve\u00a0<\/span><\/em><a href=\"https:\/\/www.accenture.com\/_acnmedia\/pdf-54\/accenture-artificial-intelligence-ai-overview.pdf\" target=\"_blank\" rel=\"noreferrer noopener follow external\" data-wpel-link=\"external\"><em><span>i\u015fg\u00fcc\u00fc verimlili\u011fini y\u00fczde 40&#8217;a kadar art\u0131rabilir<\/span><\/em><\/a><em><span>\u00a0.&#8221;\u00a0<\/span><\/em><\/li><li><span>Yapay zeka, insan \u00e7abas\u0131yla birlikte kullan\u0131ld\u0131\u011f\u0131nda, insanlar\u0131n insan &#8216;dokunu\u015fu&#8217; gerektiren i\u015flerde daha fazla zaman harcamas\u0131na izin verebilir.\u00a0<em>Mutlak terimlerle ifade etmek gerekirse, AI rutin g\u00f6revlerin %80&#8217;ini \u00fcstlenebilir ve insanlar\u0131n &#8220;de\u011fer yaratman\u0131n %80&#8217;ini sa\u011flayan rutin olmayan g\u00f6revlerin %20&#8217;sini&#8221;<\/em>\u00a0kar\u015f\u0131lamalar\u0131na izin verebilir .<\/span><\/li><li><em><span>Gartner , &#8221;\u00a0<\/span><\/em><span><a href=\"https:\/\/www.gartner.com\/en\/documents\/3875982\/100-data-and-analytics-predictions-through-2022\" target=\"_blank\" rel=\"noreferrer noopener follow external\" data-wpel-link=\"external\"><em>Geli\u015fmekte olan teknolojilerin %80&#8217;inin<\/em><\/a><em>\u00a02021 y\u0131l\u0131na kadar yapay zeka temellerine sahip olaca\u011f\u0131n\u0131\u00a0<\/em><\/span><em><span>&#8220;<\/span><\/em><span>\u00a0tahmin ediyor .<\/span><\/li><\/ul><p><span>A\u00e7\u0131k\u00e7as\u0131, YZ gelecek ve gelecekte burada.\u00a0<\/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-3ca00a74 elementor-widget elementor-widget-image\" data-id=\"3ca00a74\" 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=\"474\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/is-yapay-zeka-robotu-1024x576.jpg\" class=\"attachment-large size-large wp-image-4170\" alt=\"\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/is-yapay-zeka-robotu-1024x576.jpg 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/is-yapay-zeka-robotu-300x169.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/is-yapay-zeka-robotu-768x432.jpg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/is-yapay-zeka-robotu-18x10.jpg 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/is-yapay-zeka-robotu.jpg 1440w\" 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\"><\/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-b656cb9 elementor-widget elementor-widget-heading\" data-id=\"b656cb9\" 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\">A\u00e7\u0131k Kaynakl\u0131 Yapay Zeka Yaz\u0131l\u0131m\u0131 Nedir?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-528c139a elementor-widget elementor-widget-text-editor\" data-id=\"528c139a\" 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>Bu ba\u015flang\u0131\u00e7ta karma\u015f\u0131k gibi g\u00f6r\u00fcnse de, di\u011ferlerinin yan\u0131 s\u0131ra Google, Facebook, Uber gibi teknoloji devlerinden m\u00fchendislerin yan\u0131 s\u0131ra a\u00e7\u0131k kaynakl\u0131 AI toplulu\u011funa rutin olarak katk\u0131da bulunan geli\u015ftiriciler sayesinde bu ara\u00e7lar\u0131n kullan\u0131m\u0131 giderek daha kolay hale geldi. , b\u00f6ylece, y\u00fcksek h\u0131zl\u0131 inovasyonu karakterize eden AI ara\u00e7lar\u0131n\u0131n ortaya \u00e7\u0131kmas\u0131na yard\u0131mc\u0131 olur.<\/span><\/p><p><span>Daha da \u00f6nemlisi, a\u00e7\u0131k kaynakl\u0131 bir \u00e7er\u00e7eve, geli\u015ftiricilerin veri k\u00fcmelerini nas\u0131l &#8220;d\u00fc\u015f\u00fcnd\u00fc\u011f\u00fc&#8221; ve y\u00f6netti\u011fi, geri bildirim d\u00f6ng\u00fcs\u00fcn\u00fc canl\u0131 tutarken kal\u0131plar\u0131 nas\u0131l buldu\u011fu konusunda daha fazla g\u00f6r\u00fcn\u00fcrl\u00fck sunar.\u00a0Sonu\u00e7 olarak, nispeten deneyimsiz profesyoneller, AI ara\u00e7lar\u0131, \u00e7er\u00e7eveler, kitapl\u0131klar ve belgelerden olu\u015fan bir tak\u0131my\u0131ld\u0131zdan yararlanabilir ve bu a\u00e7\u0131k kaynakl\u0131 yapay zeka teknolojilerini \u00fccretsiz olarak kullanabilir.<\/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-29b9610c elementor-widget elementor-widget-heading\" data-id=\"29b9610c\" 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\u00e7\u0131k Kaynakl\u0131 Yapay Zeka Yaz\u0131l\u0131m Kullan\u0131m\u0131: Veri Y\u00f6nelimli Bir Perspektif<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c2d86de elementor-widget elementor-widget-text-editor\" data-id=\"c2d86de\" 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>&#8220;K\u00fcresel yapay zeka pazar\u0131n\u0131n 2020&#8217;den 2027&#8217;ye kadar\u00a0<\/span><a href=\"https:\/\/www.grandviewresearch.com\/industry-analysis\/artificial-intelligence-ai-market\" target=\"_blank\" rel=\"noreferrer noopener follow external\" data-wpel-link=\"external\"><span>y\u0131ll\u0131k %42.2&#8217;lik bir bile\u015fik b\u00fcy\u00fcme oran\u0131yla<\/span><\/a><span>\u00a02027 y\u0131l\u0131na kadar 733,6 milyar ABD dolar\u0131na ula\u015fmas\u0131 bekleniyor.&#8221;<\/span><\/p><p><span>Stanford \u00dcniversitesi taraf\u0131ndan yap\u0131lan ara\u015ft\u0131rmaya g\u00f6re , son yirmi y\u0131lda\u00a0<\/span><a href=\"https:\/\/www.itproportal.com\/features\/artificial-intelligence-an-open-source-future\/\" target=\"_blank\" rel=\"noreferrer noopener follow external\" data-wpel-link=\"external\"><span>AI giri\u015fimlerinin b\u00fcy\u00fcmesinde 14 kat art\u0131\u015f<\/span><\/a><span>\u00a0oldu\u011funu biliyor muydunuz ?\u00a0A\u00e7\u0131k kaynakl\u0131 yapay zeka ara\u00e7lar\u0131n\u0131n inovasyonu \u0131\u015f\u0131k h\u0131z\u0131nda s\u00fcrd\u00fc\u011f\u00fcn\u00fc s\u00f6ylemeye gerek yok.\u00a0<\/span><\/p><p><span>Bu blogda, konu\u015ftu\u011fumuz gibi, yenilikleri h\u0131zland\u0131ran ve a\u00e7\u0131k kaynakl\u0131 yapay zeka yaz\u0131l\u0131m\u0131 d\u00fcnyas\u0131n\u0131 de\u011fi\u015ftiren ilk 10 a\u00e7\u0131k kaynakl\u0131 yapay zeka platformuna bakaca\u011f\u0131z.\u00a0<\/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-677d4d31 elementor-widget elementor-widget-heading\" data-id=\"677d4d31\" 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\">2022 \u0130\u00e7in En \u0130yi 10 A\u00e7\u0131k Kaynakl\u0131 Yapay Zeka Yaz\u0131l\u0131m\u0131 (Ve \u00d6tesi)<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7af5ece5 elementor-widget elementor-widget-text-editor\" data-id=\"7af5ece5\" 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>Size kolayl\u0131k sa\u011flamak i\u00e7in a\u00e7\u0131k kaynakl\u0131 yapay zeka yaz\u0131l\u0131m\u0131n\u0131 platforma, amaca ve i\u015flevselli\u011fe g\u00f6re ay\u0131rd\u0131k.\u00a0<\/span><span>Ba\u015flayal\u0131m.<\/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-1b97ca97 elementor-widget elementor-widget-heading\" data-id=\"1b97ca97\" 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\">Yapay Zeka Tabanl\u0131 Platformlar<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-10bbed13 elementor-widget elementor-widget-text-editor\" data-id=\"10bbed13\" 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>YZ tabanl\u0131 bir platform, algoritmalar tasarlaman\u0131za veya ak\u0131ll\u0131 uygulamalar olu\u015fturman\u0131za yard\u0131mc\u0131 olacak \u00e7ok \u00e7e\u015fitli ara\u00e7lar sunar. Ayr\u0131ca, tipik olarak, grafiksel kullan\u0131c\u0131 arabirimi (GUI), mevcut kitapl\u0131klar, \u00f6nceden olu\u015fturulmu\u015f i\u015f ak\u0131\u015flar\u0131 vb. gibi birden \u00e7ok i\u015flevle donanm\u0131\u015f olarak gelirler.<\/p><h3 id=\"TensorFlow\"><strong>1.\u00a0<a href=\"https:\/\/www.tensorflow.org\/\" target=\"_blank\" rel=\"noreferrer noopener follow external\" data-wpel-link=\"external\">TensorFlow<\/a>\u00a0<\/strong><\/h3><p>Makine \u00d6\u011frenimi i\u00e7in En Pop\u00fcler ve Bak\u0131ml\u0131 U\u00e7tan Uca A\u00e7\u0131k Kaynak \u00c7er\u00e7evelerinden Biri Airbnb, eBay, Intel, Twitter, DropBox vb. gibi k\u00fcresel \u015firketler taraf\u0131ndan kullan\u0131lan, a\u00e7\u0131k kaynakl\u0131 bir yapay zeka yaz\u0131l\u0131m\u0131 olan TensorFlow, 2015 y\u0131l\u0131nda Google Brain taraf\u0131ndan piyasaya s\u00fcr\u00fcld\u00fc. Bu platform, i\u015fletmelerin geli\u015fmi\u015f tahmine dayal\u0131 modelleme olu\u015fturmak i\u00e7in kritik verilerden yararlanmalar\u0131na yard\u0131mc\u0131 olur. uygulamalar\u0131 ve geli\u015ftirmenin yan\u0131 s\u0131ra Makine \u00d6\u011frenimi modellerini e\u011fitin.\u00a0Ayr\u0131ca, veri ak\u0131\u015f\u0131 programlamas\u0131 i\u00e7in kitapl\u0131klar yazabilirsiniz.\u00a0Ayr\u0131ca, programc\u0131lar bunu say\u0131sal hesaplamalar i\u00e7in kullanabilirler.<\/p><p>AI geli\u015ftirmeyi basitle\u015ftiren ve kolayla\u015ft\u0131ran ara\u00e7lar, kitapl\u0131klar ve kaynaklar i\u00e7erir.\u00a0Ara\u00e7, i\u015fleri kolayla\u015ft\u0131rmak i\u00e7in g\u00f6rsel modellerden ve ak\u0131\u015f grafiklerinden kapsaml\u0131 bir \u015fekilde yararlan\u0131r:<\/p><p>\u00d6rne\u011fin Airbnb, apartman listesi foto\u011fraflar\u0131n\u0131 kategorilere ay\u0131rmak i\u00e7in TensorFlow&#8217;u kullan\u0131r.\u00a0Bu, markan\u0131n her listelemeyi m\u00fcmk\u00fcn oldu\u011funca do\u011fru (ve ger\u00e7ek\u00e7i) \u015fekilde g\u00f6stermesine yard\u0131mc\u0131 olur.<\/p><p>Bu a\u00e7\u0131k kaynakl\u0131 yapay zeka arac\u0131 ayn\u0131 zamanda ses\/ses\/g\u00f6r\u00fcnt\u00fc tan\u0131ma , metin tabanl\u0131 uygulamalar, video alg\u0131lama ve zaman serisi verileri (<a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ve-finans\/\">finans<\/a>, muhasebe ve i\u015fletme\/kaynak planlama alanlar\u0131nda kullan\u0131lan) uygulamalar\u0131 da bulur.<\/p><p><strong>Ana \u00d6zellikler:<\/strong><\/p><ul><li>Haskell, Java, Python, C++, Go, Rust vb. gibi bir\u00e7ok dilde mevcuttur.<\/li><li>Tahmine dayal\u0131 analitik<\/li><li>Uyarlanabilir ve konu\u015fma tan\u0131ma<\/li><li>G\u00fc\u00e7l\u00fc ML \u00fcretimi<\/li><li>\u00d6\u011frenimi aktar\u0131n<\/li><li>Veri al\u0131m\u0131<\/li><li>Sezgisel \u00fcst d\u00fczey API&#8217;ler<\/li><li>\u0130\u015f ak\u0131\u015f\u0131 otomasyonu<\/li><li>Kolay model olu\u015fturma<\/li><li>\u00c7ok dilli<\/li><\/ul><p><strong>Art\u0131lar\u0131:\u00a0<\/strong><\/p><ul><li>Esnek bir mimari sayesinde hesaplaman\u0131n kolay da\u011f\u0131t\u0131m\u0131n\u0131 sa\u011flayan \u00fccretsiz yapay zeka yaz\u0131l\u0131m\u0131<\/li><li>Geli\u015ftiriciler, ara\u015ft\u0131rmac\u0131lar ve veri bilimcileri an\u0131nda sinir a\u011flar\u0131 ve makine \u00f6\u011frenimi modelleri olu\u015fturabilir ve t\u00fcm \u00f6nemli verilerden yararlanabilir<\/li><li>Kullan\u0131m\u0131 kolay bir aray\u00fcz sunar ve platformlar aras\u0131nda da\u011f\u0131t\u0131labilir<\/li><li>Farkl\u0131 TPU&#8217;lar, CPU&#8217;lar ve GPU&#8217;lar\u0131n yan\u0131 s\u0131ra PC&#8217;niz, mobil cihaz\u0131n\u0131z ve diz\u00fcst\u00fc bilgisayar\u0131n\u0131zla uyumludur<\/li><li>Di\u011fer programlama dilleri i\u00e7in \u00fc\u00e7\u00fcnc\u00fc taraf paketleri sunar<\/li><li>Yard\u0131m sunabilecek (gerekirse) canl\u0131 bir geli\u015ftirici toplulu\u011fuyla \u00f6v\u00fcn\u00fcr<\/li><\/ul><p><strong>Eksileri:<\/strong><\/p><ul><li>Eksik sembolik d\u00f6ng\u00fcler<\/li><li>Windows i\u00e7in destek sunmuyor<\/li><li>Rakiplere k\u0131yasla k\u0131yaslama testleri i\u00e7in h\u0131z ve kullan\u0131m eksikli\u011fi<\/li><li>Nvidia ve OpenCL i\u00e7in GPU deste\u011fi yok;\u00a0Python&#8217;un yaln\u0131zca tam dil deste\u011fini sunar<\/li><li>Hesaplama h\u0131z\u0131 daha iyi olabilir<\/li><li>Geli\u015fmi\u015f matematik, lineer cebir ve makine \u00f6\u011frenimi hakk\u0131nda temel bilgi gerektirir<\/li><li>E\u015fsiz yap\u0131s\u0131 nedeniyle hata bulmak ve hata ay\u0131klamak zor<\/li><li>S\u00fcper d\u00fc\u015f\u00fck seviyeli maddeye gerek yok<\/li><\/ul><h3 id=\"Apache-SystemML\"><strong>2.\u00a0<a href=\"https:\/\/systemml.incubator.apache.org\/\" target=\"_blank\" rel=\"noreferrer noopener follow external\" data-wpel-link=\"external\">Apache SistemML&#8217;si<\/a><\/strong>\u00a0<\/h3><p>B\u00fcy\u00fck Veri Kral\u0131<\/p><p><img decoding=\"async\" class=\"ce in io c\" role=\"presentation\" src=\"https:\/\/miro.medium.com\/max\/957\/1*1qeIVwPZcownFMIWvOSoyQ.jpeg\" alt=\"\" width=\"340\" height=\"255\" \/><\/p><p>Ba\u015flang\u0131\u00e7ta IBM taraf\u0131ndan geli\u015ftirilen Apache SystemML, B\u00fcy\u00fck Veriye\u00a0odaklanan\u00a0ve karma\u015f\u0131k matematik problemleri i\u00e7in ideal olan birle\u015fik bir analitik motorudur.\u00a0Spark ve Hadoop k\u00fcmelerine \u00f6l\u00e7eklenebilir ve R Python benzeri bir s\u00f6zdizimi \u00fczerinde \u00e7al\u0131\u015f\u0131r.\u00a0\u00c7o\u011funlukla, GPU&#8217;larla derin \u00f6\u011frenmede ve e\u011fitim i\u00e7in sinir a\u011f\u0131 mimarilerinde uygulamalar bulur.<\/p><p><strong>Ana \u00d6zellikler:<\/strong><\/p><ul><li>H\u0131zl\u0131 i\u015fleme ve d\u00fc\u015f\u00fck maliyetli<\/li><li>Do\u011fada dinamik<\/li><li>Bellek i\u00e7i hesaplama<\/li><li>Tekrar Kullan\u0131labilirlik<\/li><li>Hata tolerans\u0131<\/li><li>Ger\u00e7ek zamanl\u0131 ak\u0131\u015f i\u015fleme<\/li><li>\u00c7oklu dil ve geli\u015fmi\u015f analiz deste\u011fi<\/li><li>tembel de\u011ferlendirme<\/li><li>Aktif, ilerici ve geni\u015fleyen Spark toplulu\u011fu<\/li><li>Hadoop ile entegrasyon<\/li><li>K\u0131v\u0131lc\u0131m GraphX<\/li><\/ul><p><strong>Art\u0131lar\u0131:<\/strong><\/p><ul><li>Esnek, \u00f6l\u00e7eklenebilir a\u00e7\u0131k kaynakl\u0131 yapay zeka platformu<\/li><li>Veri i\u015flemede en b\u00fcy\u00fck a\u00e7\u0131k kaynak projesi<\/li><li>\u00dcst d\u00fczey programlama dili olan bildirimsel makine \u00f6\u011frenimi (DML) ve PyDML ile algoritma da\u011f\u0131t\u0131m\u0131n\u0131 h\u0131zland\u0131r\u0131r<\/li><li>Verimlili\u011fi art\u0131rmak i\u00e7in verileri ve k\u00fcme \u00f6zelliklerini temel alarak kullan\u0131m\u0131 otomatik olarak optimize eder<\/li><li>Daha iyi ve daha h\u0131zl\u0131 bir \u015fekilde sorgulamaya, veri i\u015flemeye ve analitik raporlar\u0131 olu\u015fturmaya yard\u0131mc\u0131 olur<\/li><li>H\u0131z ve \u00e7ok dilli destek sunar<\/li><li>Do\u011fas\u0131 gere\u011fi dinamiktir ve B\u00fcy\u00fck Veriye daha fazla eri\u015fim sunar<\/li><\/ul><p><strong>Eksileri:<\/strong><\/p><ul><li>Ger\u00e7ek zamanl\u0131 i\u015fleme deste\u011fi yok<\/li><li>\u00c7ok kullan\u0131c\u0131l\u0131 bir ortam i\u00e7in kullan\u0131\u015fl\u0131 de\u011fil<\/li><li>\u00d6zellikle Hadoop ile Apache Spark kullan\u0131rken k\u00fc\u00e7\u00fck bir dosya sorunu var<\/li><li>Daha az algoritmaya sahip<\/li><li>\u00d6zel dosya y\u00f6netim sistemi yok<\/li><li>Masrafl\u0131<\/li><\/ul><h3>Makine \u00d6\u011frenimi Tabanl\u0131 Kitapl\u0131klar<\/h3><p>T\u00fcm ama\u00e7 ve ama\u00e7lar i\u00e7in, bir makine \u00f6\u011frenimi kitapl\u0131\u011f\u0131, geli\u015ftiricilere her proje i\u00e7in kod yazmaya harcanan de\u011ferli zaman ve emekten tasarruf sa\u011flar.\u00a0Bir ML kitapl\u0131\u011f\u0131, tipik olarak Python veya R&#8217;de yaz\u0131lm\u0131\u015f bir dizi \u00f6nceden tan\u0131mlanm\u0131\u015f, yeniden kullan\u0131labilir i\u015flev i\u00e7erir.\u00a0<\/p><h3 id=\"Scikit-learn\"><strong>3.\u00a0<a href=\"https:\/\/scikit-learn.org\/stable\/\" target=\"_blank\" rel=\"noreferrer noopener follow external\" data-wpel-link=\"external\">Scikit \u00f6\u011frenmek<\/a>\u00a0<\/strong><\/h3><p>Veri Madencili\u011fi ve Analizi i\u00e7in \u0130deal<\/p><div class=\"wp-block-image\"><figure class=\"aligncenter size-medium is-resized\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone\" src=\"https:\/\/comparecamp.com\/media\/uploads\/2019\/02\/scikit-learn-dashboard.jpg\" alt=\"Benefits\" width=\"247\" height=\"249\" \/><\/figure><\/div><p>Spotify, JP Morgan ve Evernote gibi yerle\u015fik markalar taraf\u0131ndan kullan\u0131lan Scikit-learn, tahmine dayal\u0131 analiz, \u00f6zelle\u015ftirilmi\u015f \u00f6neriler ve di\u011fer veriye dayal\u0131 g\u00f6revler gibi ultra kullan\u0131\u015fl\u0131 i\u015flevler sunar.\u00a0Asl\u0131nda Spotify, modelleri e\u011fitmek ve \u00f6zel \u00e7alma listeleri olu\u015fturmak i\u00e7in scikit-learn kitapl\u0131klar\u0131n\u0131 kullan\u0131r &#8211; kullan\u0131c\u0131lar aras\u0131nda \u00e7ok sevilen bir \u00f6zellik.<\/p><p>Scikit-learn, veri madencili\u011fi\u00a0ve analiz yetenekleri\u00a0sunan python tabanl\u0131 a\u00e7\u0131k kaynakl\u0131 bir makine \u00f6\u011frenimi kitapl\u0131\u011f\u0131d\u0131r .\u00a02007&#8217;de piyasaya s\u00fcr\u00fcld\u00fc ve ticari ve ara\u015ft\u0131rmaya dayal\u0131 kurulu\u015flar taraf\u0131ndan kullan\u0131l\u0131yor.\u00a0Makine \u00f6\u011frenimini bir \u00fcretim sistemine dahil etmek istiyorsan\u0131z bu ara\u00e7 tam size g\u00f6re.<\/p><p><strong>Ana \u00d6zellikler:<\/strong><\/p><ul><li>Uyarlanabilir ve veri al\u0131m\u0131<\/li><li>K\u00fcmeleme ve s\u0131n\u0131fland\u0131rma<\/li><li>\u00f6n i\u015fleme<\/li><li>Model se\u00e7imi<\/li><li>Boyutsal k\u00fc\u00e7\u00fclme<\/li><li>regresyon<\/li><li>\u00c7apraz do\u011frulama<\/li><li>Veri k\u00fcmeleri ve dijital yard\u0131mc\u0131lar<\/li><li>Boyutsal k\u00fc\u00e7\u00fclme<\/li><li>\u00e7ok y\u00f6nl\u00fc \u00f6\u011frenme<\/li><li>S\u00fcre\u00e7\/i\u015f ak\u0131\u015f\u0131 otomasyonu<\/li><li>Sanal Ki\u015fisel Asistan (VPA)<\/li><\/ul><p><strong>Art\u0131lar\u0131:<\/strong><\/p><ul><li>Matplotlib, NumPy ve SciPy olmak \u00fczere \u00fc\u00e7 a\u00e7\u0131k kaynakl\u0131 projede, pop\u00fcler kullan\u0131m \u00f6rneklerinin \u00f6n\u00fcn\u00fc a\u00e7an y\u00fcksek kaliteli makine \u00f6\u011frenimi modelleriyle tasarland\u0131<\/li><li>Denetimli ve denetimsiz \u00f6\u011frenme algoritmalar\u0131 i\u00e7in destek sunar\u00a0<\/li><li>Yeniden kullan\u0131labilir ve herkes taraf\u0131ndan eri\u015filebilir olan \u00fccretsiz AI arac\u0131<\/li><li>Kullan\u0131c\u0131 davran\u0131\u015f\u0131n\u0131 tahmin etmek i\u00e7in uygun bir platform<\/li><li>Uluslararas\u0131 topluluk taraf\u0131ndan uygun \u015fekilde belgelenmi\u015f ve desteklenmi\u015ftir<\/li><li>\u00c7ok y\u00f6nl\u00fc s\u00fcre\u00e7lerin ger\u00e7ekle\u015ftirilmesini sa\u011flayan kullan\u0131m\u0131 kolay yaz\u0131l\u0131m<\/li><\/ul><p><strong>Eksileri:<\/strong>\u00a0NA<\/p><h3 id=\"PyTorch\"><strong>4.\u00a0<a href=\"https:\/\/pytorch.org\/\" target=\"_blank\" rel=\"noreferrer noopener follow external\" data-wpel-link=\"external\">PyTorch<\/a>\u00a0<\/strong><\/h3><p>Kullan\u0131\u015fl\u0131 Ara\u00e7lar ve Kitapl\u0131klar Ekosistemiyle U\u00e7tan Uca Makine \u00d6\u011frenimi A\u011f\u0131<\/p><div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><div class=\"lb-tiny-pad lb-none-v-margin lb-grid\"><div class=\"lb-row lb-row-max-large lb-snap\"><div class=\"lb-col lb-tiny-24 lb-mid-24\"><figure class=\"lb-none-v-margin lb-img\"><div><img loading=\"lazy\" decoding=\"async\" class=\"cq-dd-image alignnone\" title=\"Nas\u0131l &amp;ccedil;al\u0131\u015f\u0131r? - PyTorch on AWS\" src=\"https:\/\/d1.awsstatic.com\/product-marketing\/pytorch\/Product-Page-Diagram_PyTorch-on-AWS.491bd490ca72fc76ad0c4899ceb81587e2eb104d.png\" alt=\"PyTorch'da modelleri bir TorchServe model sunucusuyla nas\u0131l e\u011fitebilece\u011finizi g&amp;ouml;steren diyagram.\" width=\"333\" height=\"107\" \/><\/div><\/figure><\/div><\/div><\/div><\/figure><\/div><p>Facebook taraf\u0131ndan geli\u015ftirilen PyTorch, Torch tabanl\u0131 bir ML k\u00fct\u00fcphanesidir.\u00a0Avantajl\u0131 k\u0131lan \u00f6zelli\u011fi ise kullan\u0131m\u0131n\u0131n basit olmas\u0131d\u0131r.\u00a0Bu, geli\u015ftiriciler i\u00e7in \u00f6\u011frenme e\u011frisini ve da\u011f\u0131t\u0131m s\u00fcresini b\u00fcy\u00fck \u00f6l\u00e7\u00fcde azalt\u0131r.\u00a0PyTorch, basitlik, performans ve daha iyi tasarlanm\u0131\u015f bir API sundu\u011fu i\u00e7in makine \u00f6\u011frenimi sorunlar\u0131 \u00fczerinde \u00e7al\u0131\u015fan ara\u015ft\u0131rmac\u0131lar i\u00e7in ba\u015fvurulacak bir ara\u00e7 olarak ortaya \u00e7\u0131kt\u0131.<\/p><p><strong>Ana \u00d6zellikler:<\/strong><\/p><ul><li>TorchScript, istekli modda kullan\u0131m kolayl\u0131\u011f\u0131 ve esneklik sa\u011flar<\/li><li>TorchServe, PyTorch modellerini uygun \u00f6l\u00e7ekte da\u011f\u0131t\u0131yor<\/li><li>Da\u011f\u0131t\u0131lm\u0131\u015f e\u011fitime izin verir<\/li><li>Yerel ONNX deste\u011fi<\/li><li>Hibrit \u00f6n u\u00e7<\/li><li>Basit kullan\u0131c\u0131 aray\u00fcz\u00fc<\/li><li>C++ \u00f6n u\u00e7<\/li><li>Python-ilk<\/li><li>Bulut i\u015f ortaklar\u0131<\/li><\/ul><p><strong>Art\u0131lar\u0131:<\/strong><\/p><ul><li>H\u0131zl\u0131, esnek deneme ve verimli \u00fcretim sa\u011flar<\/li><li>Kullan\u0131c\u0131 dostu bir \u00f6n u\u00e7tan olu\u015fur<\/li><li>Python&#8217;dan iOS ve Android&#8217;de da\u011f\u0131t\u0131ma kadar u\u00e7tan uca i\u015f ak\u0131\u015f\u0131 sunar<\/li><li>B\u00fcy\u00fck bulut platformlar\u0131nda desteklenir<\/li><li>Sorunsuz geli\u015ftirme ve kolay \u00f6l\u00e7eklendirme sa\u011flar<\/li><li>Modellerin \u00fcretim \u00f6l\u00e7e\u011fi ortam\u0131nda \u00e7al\u0131\u015ft\u0131r\u0131lmas\u0131, \u00f6nceden olu\u015fturulmu\u015f g\u00f6r\u00fcnt\u00fclerin bir deposu ve di\u011ferleri gibi bir dizi kullan\u0131\u015fl\u0131 \u00f6zellik sunar.<\/li><\/ul><p><strong>Eksileri:<\/strong>\u00a0NA<\/p><h3>Derin \u00d6\u011frenme Ara\u00e7lar\u0131<\/h3><p>Yapay sinir a\u011flar\u0131na dayanan derin \u00f6\u011frenme ara\u00e7lar\u0131, konu\u015fma tan\u0131ma, g\u00f6r\u00fcnt\u00fc tan\u0131ma, \u00f6neri motorlar\u0131 vb. gibi alanlarda \u00e7ok \u00e7e\u015fitli uygulamalar bulur. Derin \u00f6\u011frenme arac\u0131, derin \u00f6\u011frenme uygulamalar\u0131n\u0131n sorunsuz, daha kolay ve daha verimli geli\u015ftirilmesine olanak tan\u0131r.<\/p><h3 id=\"Keras\"><strong>5.\u00a0<a href=\"https:\/\/keras.io\/\" target=\"_blank\" rel=\"noreferrer noopener follow external\" data-wpel-link=\"external\">Keralar<\/a>\u00a0<\/strong><\/h3><p>\u00dcst D\u00fczey Makine \u00d6\u011frenimi API&#8217;sidir. Keras, derin \u00f6\u011frenme modellerinin olu\u015fturulmas\u0131n\u0131 basitle\u015ftirmek amac\u0131yla 2015 y\u0131l\u0131nda piyasaya s\u00fcr\u00fcld\u00fc.\u00a0Netflix, Uber ve Yelp gibi markalar, Keras&#8217;\u0131n derin \u00f6\u011frenme yeteneklerini tekliflerine entegre etti.\u00a0Size bir \u00f6rnek vermek gerekirse, Netflix&#8217;in\u00a0<a href=\"https:\/\/www.optimove.com\/resources\/learning-center\/customer-churn-prediction-and-prevention\" target=\"_blank\" rel=\"noreferrer noopener nofollow external\" data-wpel-link=\"external\">m\u00fc\u015fteri kayb\u0131n\u0131 tahmin etmek<\/a>\u00a0i\u00e7in bu a\u00e7\u0131k kaynakl\u0131 yapay zeka platformunu nas\u0131l kulland\u0131\u011f\u0131 a\u015fa\u011f\u0131da a\u00e7\u0131klanm\u0131\u015ft\u0131r .\u00a0Netflix&#8217;in her g\u00fcn da\u011flar kadar m\u00fc\u015fteri verisiyle kar\u015f\u0131la\u015ft\u0131\u011f\u0131 yayg\u0131n bir bilgidir.<\/p><p>Toplanan kritik verilere dayanarak, abonelik tabanl\u0131\u00a0<a href=\"https:\/\/www.softermii.com\/blog\/video-streaming-platform-building\" target=\"_blank\" rel=\"follow noopener noreferrer external\" data-wpel-link=\"external\">ak\u0131\u015f platformu<\/a>\u00a0, aboneliklerini iptal etme e\u015fi\u011finde olabilecek m\u00fc\u015fterileri belirlemek i\u00e7in Keras&#8217;\u0131 kullan\u0131r.\u00a0Ard\u0131ndan Netflix , m\u00fc\u015fterilere\u00a0<em>ilgili<\/em>\u00a0indirimler\/te\u015fvikler sunarak ve\u00a0<a href=\"https:\/\/thenextscoop.com\/cro-strategies-2x-your-conversion-rate\/\" target=\"_blank\" rel=\"noreferrer noopener follow external\" data-wpel-link=\"external\">d\u00f6n\u00fc\u015f\u00fcm oranlar\u0131n\u0131 optimize<\/a>\u00a0ederek y\u0131pranmay\u0131 azaltmaya \u00e7al\u0131\u015f\u0131r .<\/p><p><strong>Ana \u00d6zellikler:<\/strong><\/p><ul><li>Python&#8217;da yaz\u0131lm\u0131\u015f<\/li><li>TensorFlow, Microsoft Cognitive Toolkit ve Theano ile kullan\u0131labilir<\/li><li>Geli\u015fmi\u015f matematiksel modeller arac\u0131l\u0131\u011f\u0131yla verilerin h\u0131zl\u0131 i\u015flenmesi i\u00e7in tasarlanm\u0131\u015ft\u0131r<\/li><li>Arka u\u00e7 hesaplamas\u0131n\u0131 gizleyen ve bir sinir a\u011f\u0131 modelinin h\u0131zla olu\u015fturulmas\u0131na izin veren \u00fcst d\u00fczey bir \u00e7er\u00e7eve sunar<\/li><\/ul><p><strong>Art\u0131lar\u0131:<\/strong><\/p><ul><li>Kullan\u0131c\u0131 dostudur ve h\u0131zl\u0131 da\u011f\u0131t\u0131m, mod\u00fclerlik ve geni\u015fletilebilirlik kolayl\u0131\u011f\u0131 sunar<\/li><li>Evri\u015fimli ve tekrarlayan a\u011flar\u0131 destekler<\/li><li>\u00d6nceden e\u011fitilmi\u015f modeller sunar<\/li><li>CPU&#8217;lar (merkezi i\u015flem birimleri) ve GPU&#8217;lar (grafik i\u015fleme birimleri) \u00fczerinde en iyi \u015fekilde \u00e7al\u0131\u015f\u0131r<\/li><li>&#8216;Geli\u015ftirici&#8217; deneyimine birincil odaklanma, onu yeni uygulamalar\u0131 h\u0131zla prototiplemek i\u00e7in ba\u015fvurulacak ara\u00e7 haline getiriyor<\/li><\/ul><p><strong>Eksileri:<\/strong><\/p><ul><li>Bazen s\u00fcrekli hatalar olu\u015fturdu\u011fu i\u00e7in d\u00fc\u015f\u00fck seviyeli API&#8217;deki sorunlar<\/li><li>Rakiplere k\u0131yasla zay\u0131f veri \u00f6n i\u015fleme ara\u00e7lar\u0131, k\u00fcmeleme ve PCM yetenekleri<\/li><li>Dinamik grafik olu\u015fturmay\u0131 desteklemiyor<\/li><li>Hesaplama daha uzun s\u00fcrer<\/li><\/ul><h3 id=\"Caffe\"><strong>6. <a href=\"https:\/\/caffe.berkeleyvision.org\/\" target=\"_blank\" rel=\"noreferrer noopener follow external\" data-wpel-link=\"external\">Caffe<\/a><\/strong><\/h3><p>H\u0131z i\u00e7in Olu\u015fturulan Derin \u00d6\u011frenme Kitapl\u0131\u011f\u0131<\/p><div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><div class=\"software-card-image d-flex flex-row justify-content-center\"><img loading=\"lazy\" decoding=\"async\" class=\"\" src=\"https:\/\/assets.exxactcorp.com\/img\/global\/logo\/software\/caffe.png\" width=\"135\" height=\"46\" \/><\/div><p>2017&#8217;de piyasaya s\u00fcr\u00fclen Caffe (H\u0131zl\u0131 \u00d6zellik G\u00f6mme i\u00e7in Evri\u015fimli Mimari), akademik ara\u015ft\u0131rmac\u0131lar taraf\u0131ndan \u00e7e\u015fitli projeler i\u00e7in giderek daha fazla kullan\u0131lmaktad\u0131r ve multimedya ve g\u00f6r\u00fc\u015f alanlar\u0131nda kullan\u0131lmaktad\u0131r. Berkeley Vizyon ve \u00d6\u011frenim Merkezi taraf\u0131ndan geli\u015ftirilen, derin \u00f6\u011frenme yetenekleri sunar. Bu a\u00e7\u0131k kaynakl\u0131 yapay zeka yaz\u0131l\u0131m\u0131, \u00f6ncelikle daha y\u00fcksek bilgi i\u015flem g\u00fcc\u00fc ve model do\u011frulu\u011fu gerektiren g\u00f6r\u00fcnt\u00fc i\u015fleme uygulamalar\u0131 i\u00e7in kullan\u0131l\u0131r. Bu ama\u00e7la, \u015fa\u015f\u0131rt\u0131c\u0131 bir \u015fekilde, g\u00fcnde 60 milyondan fazla g\u00f6r\u00fcnt\u00fcy\u00fc i\u015fleyebilir!\u00a0<\/p><\/figure><\/div><p><strong>Ana \u00d6zellikler:<\/strong><\/p><ul><li>C++ ile yaz\u0131lm\u0131\u015ft\u0131r ve Python aray\u00fcz\u00fcne sahiptir.<\/li><\/ul><p><strong>Art\u0131lar\u0131:<\/strong><\/p><ul><li>Uygulamay\u0131 ve yenili\u011fi te\u015fvik eden etkileyici bir mimari sunar.\u00a0Modeller ve optimizasyon, CPU ve GPU aras\u0131nda ge\u00e7i\u015f yapman\u0131z\u0131 sa\u011flayan sabit kodlama mimarisi olmayan yap\u0131land\u0131rma ile tan\u0131mlan\u0131r<\/li><li>Etkileyicili\u011fe, h\u0131za ve mod\u00fclerli\u011fe odaklanarak onu ara\u015ft\u0131rma deneyleri, ba\u015flang\u0131\u00e7 \u200b\u200bprototipleri ve g\u00f6r\u00fcnt\u00fc, konu\u015fma ve multimedyada b\u00fcy\u00fck \u00f6l\u00e7ekli end\u00fcstriyel uygulamalar i\u00e7in ideal hale getirir.<\/li><li>Aktif geli\u015ftirmeyi destekleyen geni\u015fletilebilir kod sunar<\/li><li>\u00c7\u0131kar\u0131m i\u00e7in 1 ms\/g\u00f6r\u00fcnt\u00fc ve \u00f6\u011frenme i\u00e7in 4 ms\/g\u00f6r\u00fcnt\u00fc h\u0131z\u0131nda g\u00fcnde 60 milyon g\u00f6r\u00fcnt\u00fcy\u00fc i\u015fleyerek h\u0131z sunar<\/li><li>Te\u015fvik edilmi\u015f b\u00fcy\u00fcme i\u00e7in topluluk deste\u011fi sa\u011flar<\/li><\/ul><p><strong>Eksileri:<\/strong><\/p><ul><li>Tekrarlayan bir etki alan\u0131nda kullan\u0131\u015fl\u0131 de\u011fildir;\u00a0yani \u00e7e\u015fitlilik bir sorundur<\/li><li>\u00dcretim i\u00e7in da\u011f\u0131t\u0131m kolay de\u011fil<\/li><li>\u00d6\u011frenme e\u011frisi dik<\/li><li>Statik yap\u0131land\u0131rma dosyalar\u0131 zorlu<\/li><\/ul><h3>Mobil Dostu Yapay Zeka Olu\u015fturma Ara\u00e7lar\u0131<strong>\u00a0<\/strong><\/h3><p>\u00c7o\u011fu yapay zeka arac\u0131, mobil cihazlar i\u00e7in\u00a0makine \u00f6\u011frenimi algoritmalar\u0131 da\u011f\u0131tmak\u00a0i\u00e7in kullan\u0131labilse de , mobil cihazlar i\u00e7in en iyi iki a\u00e7\u0131k kaynakl\u0131 yapay zeka arac\u0131 \u015funlard\u0131r\u00a0<strong>:<\/strong><\/p><h3 id=\"Apple-Core-ML\"><strong>7.\u00a0<a href=\"https:\/\/developer.apple.com\/documentation\/coreml\" target=\"_blank\" rel=\"noreferrer noopener follow external\" data-wpel-link=\"external\">Apple Core ML<\/a>\u00a0<\/strong><\/h3><p>Makine \u00d6\u011frenimi Modellerini Uygulaman\u0131za Entegre Edin<\/p><div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><div class=\"wp-block-image\">\u00a0<\/div><p><img decoding=\"async\" src=\"https:\/\/docs-assets.developer.apple.com\/published\/cc3b628bee\/rendered2x-1638462885.png\" srcset=\"https:\/\/docs-assets.developer.apple.com\/published\/cc3b628bee\/rendered2x-1638462885.png 2x\" alt=\"Flow diagram going from left to right. Starting on the left is a Core ML model file icon. Next, in the center is the Core ML framework icon, and on the right is a generic app icon, labeled &quot;your app&quot;.\" width=\"426\" height=\"auto\" \/><\/p><\/figure><\/div><p>Apple Core ML, iOS ekosistemi\u00a0i\u00e7in makine \u00f6\u011frenimi ve derin \u00f6\u011frenme modelleri olu\u015fturmaya yard\u0131mc\u0131 olan a\u00e7\u0131k kaynakl\u0131 bir yapay zeka platformudur\u00a0.\u00a0Makine \u00f6\u011frenimi modellerinin uygulaman\u0131za sorunsuz entegrasyonunu sa\u011flar.\u00a0T\u00fcm modellerin birle\u015fik bir temsilini sunar.\u00a0Core ML API&#8217;lerini ve kullan\u0131c\u0131 verilerini kullanarak, t\u00fcm\u00fc iOS cihaz\u0131n\u0131zda tahminler yapabilir ve modellere ince ayar yapabilirsiniz.\u00a0Foto\u011fraflar\u0131 kategorilere ay\u0131rmak i\u00e7in bir modeli e\u011fitebilece\u011finizi veya bir foto\u011fraftaki belirli nesneleri do\u011frudan piksellerinden alg\u0131layabilece\u011finizi unutmay\u0131n.\u00a0Core ML 3&#8217;\u00fcn \u00e7\u0131lg\u0131nca pop\u00fcler iPhone \u00f6zelliklerinin &#8211; FaceID ve animoji &#8211; arkas\u0131ndaki g\u00fc\u00e7 oldu\u011funu bilmek sizi \u015fa\u015f\u0131rtacak.<\/p><p><strong>Ana \u00d6zellikler:<\/strong><\/p><ul><li>G\u00f6r\u00fc\u015f<\/li><li>Do\u011fal dil i\u015fleme (NLP)<\/li><li>Konu\u015fma tan\u0131ma<\/li><li>transkripsiyon\/sentez<\/li><li>Ses analizi<\/li><\/ul><p><strong>Art\u0131lar\u0131:<\/strong><\/p><ul><li>Modeller, kodda yazmas\u0131 zor veya pratik olmayan g\u00f6revlerin ger\u00e7ekle\u015ftirilmesine yard\u0131mc\u0131 olur<\/li><li>Cihaz performans\u0131 i\u00e7in optimize edilmi\u015ftir, b\u00f6ylece bellek ayak izini ve g\u00fc\u00e7 t\u00fcketimini en aza indirir<\/li><li>Kullan\u0131c\u0131 verilerinin gizlili\u011fine \u00f6zen g\u00f6sterilir<\/li><li>Zay\u0131f a\u011fda bile i\u015flevsel ve duyarl\u0131 bir uygulama sunar<\/li><\/ul><h4><strong>Eksileri:<\/strong><\/h4><ul><li>Federal \u00f6\u011frenme eksikli\u011fi<\/li><\/ul><h3 id=\"OpenCV\"><strong>8.\u00a0<a href=\"https:\/\/opencv.org\/\" target=\"_blank\" rel=\"noreferrer noopener follow external\" data-wpel-link=\"external\">OpenCV<\/a>\u00a0<\/strong><\/h3><p>A\u00e7\u0131k Kaynakl\u0131 Bir Makine \u00d6\u011frenimi ve Bilgisayarla G\u00f6rme Yaz\u0131l\u0131m\u0131 IBM, Google, Toyota gibi d\u00fcnyaca \u00fcnl\u00fc markalar, \u00e7e\u015fitli g\u00f6revler i\u00e7in OpenCV kullan\u0131r.\u00a0Orijinal olarak Intel taraf\u0131ndan geli\u015ftirilen OpenCV, ger\u00e7ek zamanl\u0131 bilgisayarl\u0131 g\u00f6r\u00fc uygulamalar\u0131 i\u00e7in bir makine \u00f6\u011frenimi kitapl\u0131\u011f\u0131d\u0131r.\u00a0Nesne tan\u0131mlama ve y\u00fcz tan\u0131ma\u00a0gibi \u00e7e\u015fitli makine \u00f6\u011frenimi ve bilgisayarla g\u00f6rme yeteneklerinde kullan\u0131labilen 2.500&#8217;\u00fcn \u00fczerinde son teknoloji ve klasik algoritmaya eri\u015fim sunar\u00a0.\u00a0Bu, kullan\u0131c\u0131lar\u0131n k\u0131rm\u0131z\u0131 g\u00f6zleri kald\u0131rma, nesnelerin 3D modellerini \u00e7\u0131karma, g\u00f6z hareketlerini takip etme vb. gibi \u00e7e\u015fitli g\u00f6revleri ger\u00e7ekle\u015ftirmelerini sa\u011flar. Asl\u0131nda, ak\u0131ll\u0131 telefonlardaki bir\u00e7ok y\u00fcz alg\u0131lama uygulamas\u0131 OpenCV taraf\u0131ndan desteklenmektedir.\u00a0<\/p><p><strong>Ana \u00d6zellikler:<\/strong><\/p><ul><li>\u00c7oklu aray\u00fczler<\/li><li>Programlama fonksiyonlar\u0131 kitapl\u0131\u011f\u0131<\/li><li>Topluluk forumlar\u0131, kullan\u0131c\u0131lar\u0131n yard\u0131m istemesine ve di\u011fer geli\u015ftiricilere yard\u0131m sa\u011flamas\u0131na olanak tan\u0131yarak kitapl\u0131k ve kodlar hakk\u0131nda de\u011ferli bilgiler sa\u011flar.<\/li><\/ul><p><strong>Art\u0131lar\u0131:<\/strong><\/p><ul><li>\u00dccretsiz kullan\u0131ml\u0131 kitapl\u0131k<\/li><li>Kullan\u0131m\u0131 kolay<\/li><li><a href=\"https:\/\/acquire.io\/blog\/enhance-customer-support-experience\/\" target=\"_blank\" rel=\"noreferrer noopener follow external\" data-wpel-link=\"external\">\u0130yi m\u00fc\u015fteri deste\u011fi<\/a><\/li><li>paran\u0131z\u0131n kar\u015f\u0131l\u0131\u011f\u0131<\/li><li>Donan\u0131m h\u0131zland\u0131rma ve \u00e7ok \u00e7ekirdekli sistemlerden yararlan\u0131n<\/li><li>Algoritmalara geni\u015f eri\u015fim<\/li><li>Ger\u00e7ek zamanl\u0131 programlar\u0131 i\u015flemek i\u00e7in algoritmik verimlilik sunar<\/li><\/ul><h3><strong>Do\u011fal Dil \u0130\u015fleme Ara\u00e7lar\u0131<\/strong><\/h3><p><a href=\"https:\/\/breadnbeyond.com\/explainer-videos\/\" target=\"_blank\" rel=\"noreferrer noopener follow external\" data-wpel-link=\"external\">Yapay zekan\u0131n bir alt k\u00fcmesi olan NLP, zeka kazanmak i\u00e7in<\/a>\u00a0bir insan\u0131n do\u011fal konu\u015fmas\u0131n\u0131, metnini ve videosunu i\u015fler\u00a0.\u00a0Bu ara\u00e7lar, konu\u015fma tan\u0131ma, bilgisayarla g\u00f6rme, nesne alg\u0131lama vb. gibi yeteneklerde son derece kullan\u0131\u015fl\u0131d\u0131r.\u00a0<\/p><h3 id=\"SimpleCV\"><strong>9.\u00a0<a href=\"http:\/\/simplecv.org\/\" target=\"_blank\" rel=\"noreferrer noopener follow external\" data-wpel-link=\"external\">SimpleCV<\/a><\/strong><\/h3><p>Bilgisayarla G\u00f6rme Uygulamalar\u0131 i\u00e7in A\u00e7\u0131k Kaynak \u00c7er\u00e7evesi SimpleCV, bilgisayarla g\u00f6r\u00fc uygulamalar\u0131 olu\u015fturmaya yard\u0131mc\u0131 olan, kullan\u0131m\u0131 kolay bir makine \u00f6\u011frenimi kitapl\u0131\u011f\u0131d\u0131r.\u00a0\u00c7o\u011funlukla h\u0131zl\u0131 prototipleme ve basit uygulamalarla u\u011fra\u015fmak isteyen yeni ba\u015flayanlar taraf\u0131ndan kullan\u0131l\u0131r, dosya formatlar\u0131, arabellek y\u00f6netimi vb. hakk\u0131nda bilgi gerektirmez.\u00a0<\/p><p><strong>Ana \u00d6zellikler:<\/strong><\/p><ul><li>Hareket halindeyken optimum bilgisayarl\u0131 g\u00f6rme algoritmalar\u0131 olu\u015fturun<\/li><\/ul><p><strong>Art\u0131lar\u0131:<\/strong><\/p><ul><li>Serbest\u00e7e<\/li><li>Optimize edilmi\u015f algoritmalarla end\u00fcstri d\u00fczeyinde kullan\u0131ma haz\u0131r<\/li><li>Bit derinlikleri, dosya bi\u00e7imleri, renk uzaylar\u0131 vb. hakk\u0131nda bilgi edinmeden OpenCV gibi bilgisayarla g\u00f6rme kitapl\u0131klar\u0131na eri\u015fin.<\/li><li>Basit kodlarla iyi destek ve takip edilmesi kolay belgeler sunar<\/li><li>Verimli ve optimum API<\/li><\/ul><p><strong>Eksileri:\u00a0<\/strong><\/p><ul><li>C\/C++, Java, Matlab vb. gibi farkl\u0131 programlama dilleri i\u00e7in mevcut de\u011fildir ve yaln\u0131zca Python&#8217;u destekler<\/li><\/ul><h3 id=\"Tesseract\"><strong>10.\u00a0<a href=\"https:\/\/opensource.google\/projects\/tesseract\" target=\"_blank\" rel=\"noreferrer noopener follow external\" data-wpel-link=\"external\">Tesseract<\/a>\u00a0<\/strong><\/h3><p>Google Sponsorlu\u011funda \u00dccretsiz Bir Optik Karakter Tan\u0131ma Motorudur.<\/p><p>Tesseract, Google&#8217;\u0131n elle yaz\u0131lm\u0131\u015f\/yaz\u0131lan verileri makineler taraf\u0131ndan tan\u0131nabilir ve d\u00fczenlenebilir bir bi\u00e7ime d\u00f6n\u00fc\u015ft\u00fcren \u00fccretsiz optik karakter tan\u0131ma (OCR) motorudur.\u00a0Geli\u015fmi\u015f bir g\u00f6r\u00fcnt\u00fc \u00f6n i\u015fleme hatt\u0131d\u0131r ve sinir a\u011flar\u0131 arac\u0131l\u0131\u011f\u0131yla yeni bilgiler \u00f6\u011frenebilir.\u00a0En do\u011fru OCR motorlar\u0131ndan biri olarak kabul edilir.\u00a0Ba\u015flang\u0131\u00e7ta Hewlett-Packard taraf\u0131ndan geli\u015ftirilmi\u015ftir.<\/p><p><strong>Ana \u00d6zellikler:<\/strong><\/p><ul><li>Unicode deste\u011fi sunar\u00a0<\/li><li>Kullan\u0131ma haz\u0131r 100&#8217;den fazla dili tan\u0131yabilir<\/li><li>Mobil cihazlarda, videolarda ve Gmail resim spam alg\u0131lamas\u0131nda metin alg\u0131lama i\u00e7in kullan\u0131l\u0131r<\/li><\/ul><p><strong>Art\u0131lar\u0131:<\/strong><\/p><ul><li>Birden \u00e7ok dili destekler;\u00a0di\u011fer dilleri tan\u0131mak i\u00e7in e\u011fitilebilir<\/li><li>\u00dccretsiz yaz\u0131l\u0131m<\/li><li>Kullan\u0131m\u0131 kolay<\/li><li>300 DPI dosyalar\u0131yla iyi \u00e7al\u0131\u015f\u0131r<\/li><li>Sandvi\u00e7 PDF dosyalar\u0131n\u0131n sorunsuz olu\u015fturulmas\u0131na izin verir<\/li><\/ul><p><strong>Eksileri:<\/strong><\/p><ul><li>\u0130lkel g\u00f6r\u00fcnt\u00fc i\u015fleme<\/li><li>Yaln\u0131zca TIFF dosyalar\u0131n\u0131 okur<\/li><\/ul><\/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-5ee5164c elementor-widget elementor-widget-heading\" data-id=\"5ee5164c\" 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\">Sonu\u00e7<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-640ece9d elementor-widget elementor-widget-text-editor\" data-id=\"640ece9d\" 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 uzun ve k\u0131sa olan\u0131: Bir makine \u00f6\u011frenimi algoritmas\u0131 olu\u015fturmak, kullanman\u0131z gereken do\u011fru teknolojiyi ve a\u00e7\u0131k kaynakl\u0131 yapay zeka arac\u0131n\u0131 anlamak i\u00e7in kapsaml\u0131 bir ara\u015ft\u0131rma gerektirir.\u00a0Bu test edilmi\u015f a\u00e7\u0131k kaynakl\u0131 yapay zeka platformlar\u0131n\u0131 deneyin ve b\u00fct\u00e7enize en uygun olan\u0131 se\u00e7in.<\/span><\/p><p><span>Ayn\u0131 zamanda, a\u00e7\u0131k kaynakl\u0131 yapay zeka yaz\u0131l\u0131mlar\u0131n\u0131n ve ara\u00e7lar\u0131n\u0131n i\u015f s\u00fcre\u00e7lerini, modellerini ve insan hayal g\u00fcc\u00fcn\u00fc her g\u00fcn yeniden hayal etti\u011fini hat\u0131rlamak \u00f6nemlidir.\u00a0\u015eirketler, AI taraf\u0131ndan sunulan geni\u015f ve hen\u00fcz kullan\u0131lmam\u0131\u015f f\u0131rsatlar\u0131n kilidini a\u00e7mak i\u00e7in yat\u0131r\u0131m yapman\u0131n tam zaman\u0131.\u00a0Ne d\u00fc\u015f\u00fcn\u00fcyorsun?<\/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-7339824f elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7339824f\" 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-882cc17\" data-id=\"882cc17\" 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-b9a5e26 elementor-widget elementor-widget-image\" data-id=\"b9a5e26\" 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-489d90c2 elementor-widget elementor-widget-heading\" data-id=\"489d90c2\" 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-1526e2ff elementor-widget elementor-widget-heading\" data-id=\"1526e2ff\" 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-3d008e31 elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"3d008e31\" 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-6a739f3d\" data-id=\"6a739f3d\" 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-44949e41 elementor-widget elementor-widget-heading\" data-id=\"44949e41\" 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\">Telegram!<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-59c0b634 elementor-align-left elementor-widget elementor-widget-button\" data-id=\"59c0b634\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-lg elementor-animation-grow\" href=\"https:\/\/t.me\/yzturkiye\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Telegram Grubumuza kat\u0131l\u0131n!<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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-2442eefa elementor-widget elementor-widget-heading\" data-id=\"2442eefa\" 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-7b9158c1 premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"7b9158c1\" 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\n\t\t\n\n\t\t\t\t<div class=\"premium-blog-wrap  premium-blog-even\" data-page=\"4166\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\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>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\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>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\n\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/chatgptden-claudea-neden-geciliyor\/\" target=\"_self\">\n\t\t\t\tChatGPT&#8217;den Claude&#8217;a Neden Ge\u00e7iliyor?\t\t\t<\/a>\n\t\t<\/p>\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\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>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\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>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\n\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/google-gemini-nedir-rehberi\/\" target=\"_self\">\n\t\t\t\tGoogle Gemini Nedir? Kapsaml\u0131 Rehber ve \u00d6zellikler\t\t\t<\/a>\n\t\t<\/p>\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\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>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\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>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\n\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ulusal-altyapi-yonetimi\/\" target=\"_self\">\n\t\t\t\tYapay Zeka Ulusal Altyap\u0131 m\u0131 Oluyor? Stratejik G\u00fc\u00e7 Sava\u015f\u0131\t\t\t<\/a>\n\t\t<\/p>\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\n\t\t\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>Bunlar, g\u00fcnl\u00fck hayat\u0131m\u0131za giren ve en hafif tabirle daha kullan\u0131\u015fl\u0131 hale getiren baz\u0131 pop\u00fcler Yapay Zeka uygulamalar\u0131d\u0131r.<\/p>","protected":false},"author":1,"featured_media":4170,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[17,7,48],"class_list":["post-4166","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-yapay-zeka","tag-yapay-zeka-arastirma","tag-yapay-zeka-nedir"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/4166","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=4166"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/4166\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/4170"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=4166"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=4166"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=4166"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}