{"id":5071,"date":"2023-08-04T06:53:39","date_gmt":"2023-08-04T06:53:39","guid":{"rendered":"https:\/\/aix.web.tr\/?p=5071"},"modified":"2023-08-04T06:53:43","modified_gmt":"2023-08-04T06:53:43","slug":"2023te-yapay-zeka-nedir-turleri-egilimleri-ve-gelecegi","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/2023te-yapay-zeka-nedir-turleri-egilimleri-ve-gelecegi\/","title":{"rendered":"2023&#8217;te Yapay Zeka Nedir?\u00a0T\u00fcrleri, E\u011filimleri ve Gelece\u011fi?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"5071\" class=\"elementor elementor-5071\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e772858 elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e772858\" 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-f3dec53\" data-id=\"f3dec53\" 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-28eaf19 elementor-widget elementor-widget-heading\" data-id=\"28eaf19\" 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 Yapay Zeka Nedir? T\u00fcrleri, E\u011filimleri ve Gelece\u011fi?\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-a0e537c elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a0e537c\" 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-ac04acc\" data-id=\"ac04acc\" 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-9b03852 elementor-widget elementor-widget-text-editor\" data-id=\"9b03852\" 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><a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-nedir\/\">Yapay Zeka<\/a>, dijital bir bilgisayar\u0131n veya bilgisayar kontroll\u00fc bir robotun, genellikle ak\u0131ll\u0131 varl\u0131klarla ili\u015fkilendirilen g\u00f6revleri ger\u00e7ekle\u015ftirme yetene\u011fi olarak tan\u0131mlan\u0131r. YZ ayr\u0131ca \u015fu \u015fekilde tan\u0131mlan\u0131r:<\/p><ul><li>\u0130nsanlar Taraf\u0131ndan Yarat\u0131lm\u0131\u015f Ak\u0131ll\u0131 Bir Varl\u0131k<\/li><li>A\u00e7\u0131k\u00e7a talimat verilmeden G\u00f6revleri Ak\u0131ll\u0131ca Ger\u00e7ekle\u015ftirme Yetene\u011fine Sahiptir.<\/li><li>Ak\u0131lc\u0131 ve insanca d\u00fc\u015f\u00fcn\u00fcp hareket edebilen.<\/li><\/ul><p>K\u0131sac\u0131k bir teknoloji anlay\u0131\u015f\u0131na sahip bir meslekten olmayan ki\u015fi, onu robotlara ba\u011flayacakt\u0131r.\u00a0Yapay Zekan\u0131n kendi ba\u015f\u0131na hareket edebilen ve d\u00fc\u015f\u00fcnebilen bir terminat\u00f6r benzeri fig\u00fcr oldu\u011funu s\u00f6ylerlerdi.<\/p><p dir=\"ltr\">Bir YZ ara\u015ft\u0131rmac\u0131s\u0131na yapay zeka hakk\u0131nda soru sorarsan\u0131z, bunun a\u00e7\u0131k\u00e7a talimat verilmeden sonu\u00e7lar \u00fcretebilen bir dizi algoritma oldu\u011funu s\u00f6yler. Makinelerin g\u00f6sterdi\u011fi zeka, Yapay Zeka olarak bilinir. Yapay Zeka g\u00fcn\u00fcm\u00fcz d\u00fcnyas\u0131nda \u00e7ok pop\u00fcler hale geldi. \u0130nsanlar\u0131n eylemlerini \u00f6\u011frenmek ve taklit etmek i\u00e7in programlanm\u0131\u015f makinelerde do\u011fal zekan\u0131n sim\u00fclasyonudur. Bu makineler deneyimle \u00f6\u011frenebiliyor ve insan benzeri g\u00f6revleri yerine getirebiliyor. YZ gibi teknolojiler b\u00fcy\u00fcmeye devam ettik\u00e7e, ya\u015fam kalitemiz \u00fczerinde b\u00fcy\u00fck bir etkiye sahip olacaklar. \u0130ster son kullan\u0131c\u0131 olarak ister Yapay Zeka alan\u0131nda kariyer pe\u015finde ko\u015fan olsun, herkesin bir \u015fekilde yapay zeka teknolojisiyle ba\u011flant\u0131 kurmak istemesi do\u011fald\u0131r .<\/p><h3><b>Yapay Zekan\u0131n insan gibi davran\u0131p davranmad\u0131\u011f\u0131n\u0131 nas\u0131l \u00f6l\u00e7eriz?<\/b><\/h3><p dir=\"ltr\">Bir yapay zekan\u0131n insan gibi davranabilece\u011fi duruma ula\u015fsak bile, bu \u015fekilde davranmaya devam edece\u011finden nas\u0131l emin olabiliriz? Bir YZ varl\u0131\u011f\u0131n\u0131n insana benzerli\u011fini a\u015fa\u011f\u0131dakilere dayand\u0131rabiliriz:<\/p><ul><li>turing testi<\/li><li>Bili\u015fsel Modelleme Yakla\u015f\u0131m\u0131<\/li><li>D\u00fc\u015f\u00fcnce Yasas\u0131 Yakla\u015f\u0131m\u0131<\/li><li>Rasyonel Ajan Yakla\u015f\u0131m\u0131<\/li><\/ul><p>Bu yakla\u015f\u0131mlar\u0131n nas\u0131l performans g\u00f6sterdi\u011fine ayr\u0131nt\u0131l\u0131 bir g\u00f6z atal\u0131m:<\/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-0bec547 elementor-widget elementor-widget-image\" data-id=\"0bec547\" 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\/08\/2023te-Yapay-Zeka-Nedir-Turleri-Egilimleri-ve-Gelecegi-1024x538.png\" class=\"attachment-large size-large wp-image-5082\" alt=\"2023&#039;te Yapay Zeka Nedir T\u00fcrleri, E\u011filimleri ve Gelece\u011fi\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023te-Yapay-Zeka-Nedir-Turleri-Egilimleri-ve-Gelecegi-1024x538.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023te-Yapay-Zeka-Nedir-Turleri-Egilimleri-ve-Gelecegi-300x158.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023te-Yapay-Zeka-Nedir-Turleri-Egilimleri-ve-Gelecegi-768x403.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023te-Yapay-Zeka-Nedir-Turleri-Egilimleri-ve-Gelecegi-18x9.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023te-Yapay-Zeka-Nedir-Turleri-Egilimleri-ve-Gelecegi.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\">2023'te Yapay Zeka Nedir T\u00fcrleri, E\u011filimleri ve Gelece\u011fi<\/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-0027652 elementor-widget elementor-widget-heading\" data-id=\"0027652\" 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 Zekada Turing Testi Nedir?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a077ad5 elementor-widget elementor-widget-text-editor\" data-id=\"a077ad5\" 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 dir=\"ltr\"><span>Turing Testinin temeli, Yapay Zeka varl\u0131\u011f\u0131n\u0131n bir insan ajanla sohbet edebilmesi gerekti\u011fidir.<\/span><mark dir=\"ltr\"><span>\u0130nsan ajan ideal olarak bir Yapay Zeka ile konu\u015ftuklar\u0131 sonucuna varmamal\u0131d\u0131r.<\/span><\/mark><span>.\u00a0Bu ama\u00e7lara ula\u015fmak i\u00e7in yapay zekan\u0131n \u015fu niteliklere sahip olmas\u0131 gerekir:<\/span><\/p><ul><li><span>Ba\u015far\u0131yla ileti\u015fim kurmak i\u00e7in\u00a0<a href=\"https:\/\/aix.web.tr\/yapay-zeka-ghb-dil-edinim-modeli\/\">Do\u011fal Dil \u0130\u015fleme<\/a>.<\/span><\/li><li><span>Bilgi Temsili onun haf\u0131zas\u0131 gibi davran\u0131r.<\/span><\/li><li><span>Otomatik Ak\u0131l Y\u00fcr\u00fctme, sorular\u0131 yan\u0131tlamak ve yeni sonu\u00e7lar \u00e7\u0131karmak i\u00e7in depolanan bilgileri kullan\u0131r.<\/span><\/li><li><span>Kal\u0131plar\u0131 tespit etmek ve yeni ko\u015fullara uyum sa\u011flamak i\u00e7in\u00a0<a href=\"https:\/\/aix.web.tr\/yapay-zeka-makine-ogrenimi-ve-derin-ogrenme-arasindaki-fark\/\">Makine \u00d6\u011frenimi<\/a>.<\/span><\/li><\/ul><h3><b><span>Bili\u015fsel Modelleme Yakla\u015f\u0131m\u0131<\/span><\/b><\/h3><p dir=\"ltr\"><span>Ad\u0131ndan da anla\u015f\u0131laca\u011f\u0131 gibi, bu yakla\u015f\u0131m \u0130nsan Bili\u015fine<\/span><span>\u00a0dayal\u0131 bir Yapay Zeka modeli olu\u015fturmaya \u00e7al\u0131\u015f\u0131r\u00a0.\u00a0\u0130nsan zihninin \u00f6z\u00fcn\u00fc dam\u0131tmak i\u00e7in 3 yakla\u015f\u0131m vard\u0131r:<\/span><\/p><ul><li><mark dir=\"ltr\"><span>i\u00e7 g\u00f6zlem<\/span><\/mark><span>: d\u00fc\u015f\u00fcncelerimizi g\u00f6zlemlemek ve buna dayal\u0131 bir model olu\u015fturmak<\/span><\/li><li><mark dir=\"ltr\"><span>Psikolojik Deneyler<\/span><\/mark><span>: insanlar \u00fczerinde deneyler yapmak ve davran\u0131\u015flar\u0131n\u0131 g\u00f6zlemlemek<\/span><\/li><li><mark dir=\"ltr\"><span>Beyin g\u00f6r\u00fcnt\u00fclemesi<\/span><\/mark><span>: Beynin farkl\u0131 senaryolarda nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 g\u00f6zlemlemek ve bunu kod yoluyla \u00e7o\u011faltmak i\u00e7in MRI kullanma.<\/span><\/li><\/ul><h3><b><span>D\u00fc\u015f\u00fcnce Yakla\u015f\u0131m\u0131n\u0131n Yasalar\u0131<\/span><\/b><\/h3><p><span>D\u00fc\u015f\u00fcnce Yasalar\u0131, zihnimizin i\u015fleyi\u015fini y\u00f6neten geni\u015f bir mant\u0131ksal ifadeler listesidir.\u00a0Ayn\u0131 yasalar kodlanabilir ve yapay zeka algoritmalar\u0131na uygulanabilir.\u00a0Bu yakla\u015f\u0131mla ilgili sorun, bir sorunu prensipte \u00e7\u00f6zmek (kesinlikle d\u00fc\u015f\u00fcnce yasalar\u0131na g\u00f6re) ile pratikte \u00e7\u00f6zmek olduk\u00e7a farkl\u0131 olabilir ve ba\u011flamsal n\u00fcanslar\u0131n uygulanmas\u0131n\u0131 gerektirebilir.\u00a0Ayr\u0131ca, bir sonu\u00e7tan %100 emin olmadan yapt\u0131\u011f\u0131m\u0131z baz\u0131 eylemler vard\u0131r ve \u00e7ok fazla parametre varsa bir algoritman\u0131n kopyalayamayabilir.<\/span><\/p><h3><b><span>Rasyonel Ajan Yakla\u015f\u0131m\u0131\u00a0<\/span><\/b><\/h3><p dir=\"ltr\"><span>Rasyonel bir ajan, mevcut ko\u015fullar\u0131nda m\u00fcmk\u00fcn olan en iyi sonucu elde etmek i\u00e7in hareket eder.<\/span><br dir=\"ltr\" \/><span>D\u00fc\u015f\u00fcnce Kanunlar\u0131 yakla\u015f\u0131m\u0131na g\u00f6re, bir varl\u0131k mant\u0131ksal \u00f6nermelere g\u00f6re davranmal\u0131d\u0131r.\u00a0Ancak, yap\u0131lacak mant\u0131kl\u0131 do\u011fru \u015feyin olmad\u0131\u011f\u0131, farkl\u0131 sonu\u00e7lar\u0131 ve bunlara kar\u015f\u0131l\u0131k gelen uzla\u015fmalar\u0131 i\u00e7eren birden \u00e7ok sonucun oldu\u011fu baz\u0131 durumlar vard\u0131r.\u00a0Rasyonel ajan yakla\u015f\u0131m\u0131, mevcut ko\u015fullarda m\u00fcmk\u00fcn olan en iyi se\u00e7imi yapmaya \u00e7al\u0131\u015f\u0131r.\u00a0Bu, \u00e7ok daha dinamik ve uyarlanabilir bir arac\u0131 oldu\u011fu anlam\u0131na gelir.<\/span><br dir=\"ltr\" \/><span>Art\u0131k Yapay Zekan\u0131n insan gibi davranacak \u015fekilde nas\u0131l tasarlanabilece\u011fini anlad\u0131\u011f\u0131m\u0131za g\u00f6re, bu sistemlerin nas\u0131l in\u015fa edildi\u011fine bir g\u00f6z atal\u0131m.<\/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-6d54559 elementor-widget elementor-widget-image\" data-id=\"6d54559\" 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\/2023\/08\/makineogrenmesi-1024x576.webp\" class=\"attachment-large size-large wp-image-5065\" alt=\"makin eogrenmesi\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/makineogrenmesi-1024x576.webp 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/makineogrenmesi-300x169.webp 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/makineogrenmesi-768x432.webp 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/makineogrenmesi-1536x864.webp 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/makineogrenmesi-18x10.webp 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/makineogrenmesi.webp 1921w\" 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\">makine ogrenmesi<\/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-8ec280f elementor-widget elementor-widget-heading\" data-id=\"8ec280f\" 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 (YZ) Nas\u0131l \u00c7al\u0131\u015f\u0131r?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-285d17b elementor-widget elementor-widget-text-editor\" data-id=\"285d17b\" 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 dir=\"ltr\"><span>Bir yapay zeka sistemi olu\u015fturmak, bir makinede insan \u00f6zelliklerinin ve yeteneklerinin tersine m\u00fchendislikle i\u015flenmesi ve bizim yapabilece\u011fimizi a\u015fmak i\u00e7in makinenin hesaplama becerisinin kullan\u0131lmas\u0131yla ilgili dikkatli bir s\u00fcre\u00e7tir.\u00a0<\/span><br dir=\"ltr\" \/><span>Yapay Zekan\u0131n ger\u00e7ekte nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 anlamak i\u00e7in, Yapay Zekan\u0131n \u00e7e\u015fitli alt alanlar\u0131na derinlemesine dalmak ve bu alanlar\u0131n end\u00fcstrinin \u00e7e\u015fitli alanlar\u0131na nas\u0131l uygulanabilece\u011fini anlamak gerekir.\u00a0Kapsaml\u0131 bir anlay\u0131\u015f kazanman\u0131za yard\u0131mc\u0131 olacak bir\u00a0<\/span><span>yapay zeka kursuna<\/span><span> da kat\u0131labilirsiniz.<\/span><\/p><ul><li><strong dir=\"ltr\"><mark dir=\"ltr\"><span>Makine \u00f6\u011frenme<\/span><\/mark><\/strong><span>: Makine \u00f6\u011frenimi, bir makineye ge\u00e7mi\u015f deneyimlere dayal\u0131 olarak nas\u0131l \u00e7\u0131kar\u0131mlar ve kararlar yap\u0131laca\u011f\u0131n\u0131 \u00f6\u011fretir.\u00a0\u0130nsan deneyimini dahil etmek zorunda kalmadan olas\u0131 bir sonuca ula\u015fmak i\u00e7in bu veri noktalar\u0131n\u0131n anlam\u0131n\u0131 \u00e7\u0131karmak i\u00e7in kal\u0131plar\u0131 tan\u0131mlar ve ge\u00e7mi\u015f verileri analiz eder.\u00a0Verileri de\u011ferlendirerek sonu\u00e7lara varan bu otomasyon, i\u015fletmeler i\u00e7in insan zaman\u0131ndan tasarruf sa\u011flar ve daha iyi kararlar almalar\u0131na yard\u0131mc\u0131 olur.\u00a0<\/span><span>Temel kavramlar\u0131 \u00f6\u011frenmek i\u00e7in, yeni ba\u015flayanlara y\u00f6nelik<\/span><span>\u00a0\u00fccretsiz bir makine \u00f6\u011frenimi kursuna kay\u0131t olabilirsiniz\u00a0.<\/span><\/li><li><strong dir=\"ltr\"><mark dir=\"ltr\"><span>Derin \u00d6\u011frenme<\/span><\/mark><\/strong><span>: Derin \u00d6\u011frenme bir makine \u00f6\u011frenimi tekni\u011fidir.\u00a0Bir makineye sonucu s\u0131n\u0131fland\u0131rmak, \u00e7\u0131kar\u0131m yapmak ve tahmin etmek i\u00e7in girdileri katmanlar arac\u0131l\u0131\u011f\u0131yla i\u015flemeyi \u00f6\u011fretir.<\/span><\/li><li><span>Sinir A\u011flar\u0131:\u00a0<\/span><span>Sinir A\u011flar\u0131,<\/span><span>\u00a0\u0130nsan Sinir h\u00fccrelerine benzer prensipler \u00fczerinde \u00e7al\u0131\u015f\u0131r.\u00a0Bunlar, \u00e7e\u015fitli temel de\u011fi\u015fkenler aras\u0131ndaki ili\u015fkiyi yakalayan ve verileri bir insan beyninin yapt\u0131\u011f\u0131 gibi i\u015fleyen bir dizi algoritmad\u0131r.<\/span><\/li><li><span>Do\u011fal Dil \u0130\u015fleme: NLP, bir dili bir makine taraf\u0131ndan okuma, anlama ve yorumlama bilimidir.\u00a0Bir makine, kullan\u0131c\u0131n\u0131n ne iletmek istedi\u011fini anlad\u0131\u011f\u0131nda buna g\u00f6re yan\u0131t verir.<\/span><\/li><li><span>Bilgisayarla G\u00f6rme: Bilgisayarla g\u00f6rme algoritmalar\u0131, bir g\u00f6r\u00fcnt\u00fcy\u00fc par\u00e7alara ay\u0131rarak ve nesnenin farkl\u0131 k\u0131s\u0131mlar\u0131n\u0131 inceleyerek bir g\u00f6r\u00fcnt\u00fcy\u00fc anlamaya \u00e7al\u0131\u015f\u0131r.\u00a0Bu, \u00f6nceki g\u00f6zlemlere dayal\u0131 olarak daha iyi bir \u00e7\u0131kt\u0131 karar\u0131 vermek i\u00e7in makinenin bir dizi g\u00f6r\u00fcnt\u00fcy\u00fc s\u0131n\u0131fland\u0131rmas\u0131na ve bunlardan \u00f6\u011frenmesine yard\u0131mc\u0131 olur.<\/span><\/li><li><span>Bili\u015fsel Hesaplama:\u00a0<\/span><span>Bili\u015fsel hesaplama<\/span><span>\u00a0algoritmalar\u0131, metin\/konu\u015fma\/g\u00f6r\u00fcnt\u00fcler\/nesneleri bir insan\u0131n yapt\u0131\u011f\u0131 ve istenen \u00e7\u0131kt\u0131y\u0131 vermeye \u00e7al\u0131\u015ft\u0131\u011f\u0131 \u015fekilde analiz ederek insan beynini taklit etmeye \u00e7al\u0131\u015f\u0131r.\u00a0<\/span><span>Ayr\u0131ca, yapay zeka kurslar\u0131n\u0131n ba\u015fvurular\u0131n\u0131<\/span><span>\u00a0\u00fccretsiz olarak\u00a0al\u0131n.<\/span><\/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-d06470e elementor-widget elementor-widget-image\" data-id=\"d06470e\" 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 loading=\"lazy\" decoding=\"async\" width=\"750\" height=\"701\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/3-Tur-Yapay-Zeka.jpg\" class=\"attachment-large size-large wp-image-5079\" alt=\"3 T\u00fcr Yapay Zeka\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/3-Tur-Yapay-Zeka.jpg 750w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/3-Tur-Yapay-Zeka-300x280.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/3-Tur-Yapay-Zeka-13x12.jpg 13w\" sizes=\"(max-width: 750px) 100vw, 750px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">3 T\u00fcr Yapay Zeka\n<\/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-cf6cca6 elementor-widget elementor-widget-heading\" data-id=\"cf6cca6\" 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 T\u00fcrleri Nelerdir?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-45fd04b elementor-widget elementor-widget-text-editor\" data-id=\"45fd04b\" 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>T\u00fcm yapay zeka t\u00fcrleri de\u011fil, yukar\u0131daki t\u00fcm alanlar ayn\u0131 anda. Farkl\u0131 Yapay Zeka varl\u0131klar\u0131, farkl\u0131 ama\u00e7lar i\u00e7in in\u015fa edilmi\u015ftir ve bu \u015fekilde \u00e7e\u015fitlilik g\u00f6sterirler. YZ, Tip 1 ve Tip 2&#8217;ye g\u00f6re s\u0131n\u0131fland\u0131r\u0131labilir (i\u015flevselliklere g\u00f6re). \u0130\u015fte ilk tipe k\u0131sa bir giri\u015f.<\/p><h3><strong>3 T\u00fcr Yapay Zeka<\/strong><\/h3><ul><li><mark>Yapay Dar Zeka (ANI)<\/mark><\/li><li><mark>Yapay Genel Zeka (AGI)<\/mark><\/li><li><mark>Yapay S\u00fcper Zeka (ASI)<\/mark><\/li><\/ul><p>Ayr\u0131nt\u0131l\u0131 bir g\u00f6z atal\u0131m.<\/p><h4><b>Yapay Dar Zeka (ANI) nedir?<\/b><\/h4><p dir=\"ltr\">Bu, \u015fu anda piyasada bulabilece\u011finiz en yayg\u0131n yapay zeka bi\u00e7imidir.<mark dir=\"ltr\">Bu Yapay Zeka sistemleri, tek bir sorunu \u00e7\u00f6zmek i\u00e7in tasarlanm\u0131\u015ft\u0131r ve tek bir g\u00f6revi ger\u00e7ekten iyi bir \u015fekilde y\u00fcr\u00fctebilir.\u00a0Tan\u0131m olarak, bir e-ticaret kullan\u0131c\u0131s\u0131na bir \u00fcr\u00fcn \u00f6nermek veya hava durumunu tahmin etmek gibi s\u0131n\u0131rl\u0131 yeteneklere sahiptirler.<\/mark>Bu, bug\u00fcn var olan tek Yapay Zeka t\u00fcr\u00fcd\u00fcr.\u00a0\u00c7ok \u00f6zel ba\u011flamlarda insan i\u015fleyi\u015fine yakla\u015fabiliyorlar ve hatta bir\u00e7ok durumda onlar\u0131 a\u015fabiliyorlar, ancak yaln\u0131zca s\u0131n\u0131rl\u0131 say\u0131da parametreye sahip \u00e7ok kontroll\u00fc ortamlarda m\u00fckemmelle\u015fiyorlar.<\/p><h4><b>Yapay Genel Zeka (AGI) Nedir?<\/b><\/h4><p dir=\"ltr\">AGI\u00a0hala teorik bir kavramd\u0131r.<mark dir=\"ltr\">Dil i\u015fleme, g\u00f6r\u00fcnt\u00fc i\u015fleme, hesaplamal\u0131 i\u015fleyi\u015f ve muhakeme gibi \u00e7ok \u00e7e\u015fitli alanlarda insan d\u00fczeyinde bili\u015fsel i\u015fleve sahip yapay zeka olarak tan\u0131mlan\u0131r.<\/mark><br dir=\"ltr\" \/>Bir AGI sistemi kurmaktan h\u00e2l\u00e2 \u00e7ok uza\u011f\u0131z.\u00a0Bir AGI sisteminin, insan muhakemesini taklit etmek i\u00e7in birbirleriyle ileti\u015fim kuran, birlikte \u00e7al\u0131\u015fan binlerce Yapay Dar Zeka sisteminden olu\u015fmas\u0131 gerekir.\u00a0Fujitsu&#8217;nun K veya IBM&#8217;in Watson&#8217;\u0131 gibi en geli\u015fmi\u015f bilgi i\u015flem sistemleri ve altyap\u0131lar\u0131yla bile, tek bir saniyelik n\u00f6ronal aktiviteyi sim\u00fcle etmeleri 40 dakika s\u00fcrd\u00fc.\u00a0Bu, hem insan beyninin muazzam karma\u015f\u0131kl\u0131\u011f\u0131na ve birbirine ba\u011fl\u0131l\u0131\u011f\u0131na hem de mevcut kaynaklar\u0131m\u0131zla bir AGI in\u015fa etmenin zorlu\u011funun b\u00fcy\u00fckl\u00fc\u011f\u00fcne de\u011finiyor.<\/p><h4><b>Yapay S\u00fcper Zeka (ASI) Nedir?<\/b><\/h4><p dir=\"ltr\">Burada neredeyse bilim kurgu alan\u0131na giriyoruz, ancak ASI, AGI&#8217;den mant\u0131kl\u0131 bir ilerleme olarak g\u00f6r\u00fcl\u00fcyor.<mark dir=\"ltr\">Bir Yapay S\u00fcper Zeka (ASI) sistemi, t\u00fcm insan yeteneklerini a\u015fabilir.\u00a0Bu, karar vermeyi, rasyonel kararlar almay\u0131 ve hatta daha iyi sanat yapmak ve duygusal ili\u015fkiler kurmak gibi \u015feyleri i\u00e7erir.<\/mark><br dir=\"ltr\" \/>Yapay Genel Zekaya ula\u015ft\u0131\u011f\u0131m\u0131zda, yapay zeka sistemleri h\u0131zla yeteneklerini geli\u015ftirebilecek ve hayal bile edemeyece\u011fimiz alemlere ilerleyebilecektir. AGI ve ASI aras\u0131ndaki bo\u015fluk nispeten dar olsa da (baz\u0131lar\u0131 bir nanosaniye kadar k\u0131sa bir s\u00fcre diyor, \u00e7\u00fcnk\u00fc Yapay Zeka bu kadar h\u0131zl\u0131 \u00f6\u011frenirdi), AGI&#8217;ye do\u011fru \u00f6n\u00fcm\u00fczde olan uzun yolculuk, bunun \u00e7ok uzaklarda yatan bir kavram gibi g\u00f6r\u00fcnmesini sa\u011fl\u0131yor. Yapay zekada nas\u0131l kariyer in\u015fa edilece\u011fine ili\u015fkin bu kursa g\u00f6z at\u0131n.<\/p><h3><strong>AZ ve YZ aras\u0131ndaki fark<\/strong><\/h3><table class=\"has-pale-cyan-blue-background-color has-background\" dir=\"ltr\"><tbody dir=\"ltr\"><tr dir=\"ltr\"><td class=\"has-text-align-center\" dir=\"ltr\"><strong dir=\"ltr\">Yapay zeka<\/strong><\/td><td class=\"has-text-align-center\" dir=\"ltr\"><strong dir=\"ltr\">Art\u0131r\u0131lm\u0131\u015f Zeka<\/strong><\/td><\/tr><tr dir=\"ltr\"><td class=\"has-text-align-center\" dir=\"ltr\">YZ insanlar\u0131n yerini al\u0131r ve y\u00fcksek do\u011frulukla \u00e7al\u0131\u015f\u0131r.\u00a0\u00a0<\/td><td class=\"has-text-align-center\" dir=\"ltr\">B\u00fcy\u00fctme, insanlar\u0131n yerini almaz, ancak \u00fcretime yard\u0131mc\u0131 olan sistemler yarat\u0131r.<\/td><\/tr><tr dir=\"ltr\"><td class=\"has-text-align-center\" dir=\"ltr\">\u0130nsan\u0131n karar vermesinin yerini al\u0131r<\/td><td class=\"has-text-align-center\" dir=\"ltr\">\u0130nsan\u0131n karar vermesini art\u0131r\u0131r<\/td><\/tr><tr dir=\"ltr\"><td class=\"has-text-align-center\" dir=\"ltr\">Robotlar\/End\u00fcstriyel IoT: Robotlar, fabrika kat\u0131ndaki t\u00fcm insanlar\u0131n yerini alacak.<\/td><td class=\"has-text-align-center\" dir=\"ltr\">Robotlar\/End\u00fcstriyel IoT: \u0130\u015fbirlik\u00e7i robotlar, zor ve tekrarlayan g\u00f6revlerin \u00fcstesinden gelmek i\u00e7in insanlarla birlikte \u00e7al\u0131\u015f\u0131r.<\/td><\/tr><tr dir=\"ltr\"><td class=\"has-text-align-center\" dir=\"ltr\">M\u00fc\u015fteri Ba\u015far\u0131s\u0131nda Yapay Zekan\u0131n\u00a0Ger\u00e7ek Zamanl\u0131 Uygulamalar\u0131<br dir=\"ltr\" \/>1. Otomatik M\u00fc\u015fteri Deste\u011fi ve Chatbot&#8217;lar<br dir=\"ltr\" \/>2. Sanal Asistanlar Otomatik \u0130\u015f Ak\u0131\u015flar\u0131<\/td><td class=\"has-text-align-center\" dir=\"ltr\">M\u00fc\u015fteri Ba\u015far\u0131s\u0131nda Ger\u00e7ek Zamanl\u0131 \u0130\u00e7 Zeka Uygulamalar\u0131<br dir=\"ltr\" \/>1. \u0130\u00e7 Zeka destekli m\u00fc\u015fteri analiti\u011fi<br dir=\"ltr\" \/>2. Y\u00fcksek riskli\/y\u00fcksek potansiyelli m\u00fc\u015fterileri ke\u015ffedin<br dir=\"ltr\" \/>3. Sat\u0131\u015f Tahminleri<br dir=\"ltr\" \/><br dir=\"ltr\" \/><\/td><\/tr><\/tbody><\/table><h4><strong>G\u00fc\u00e7l\u00fc ve Zay\u0131f Yapay Zeka<\/strong><\/h4><p>Yapay Zeka alan\u0131ndaki kapsaml\u0131 ara\u015ft\u0131rmalar, onu G\u00fc\u00e7l\u00fc Yapay Zeka ve Zay\u0131f Yapay Zeka olmak \u00fczere iki kategoriye daha ay\u0131r\u0131r.\u00a0Terimler, farkl\u0131 yapay zeka makinelerindeki performans seviyelerini ay\u0131rt etmek i\u00e7in John Searle taraf\u0131ndan icat edildi.\u00a0\u0130\u015fte aralar\u0131ndaki temel farklardan baz\u0131lar\u0131.<\/p><table class=\"has-pale-cyan-blue-background-color has-background\" dir=\"ltr\"><tbody dir=\"ltr\"><tr dir=\"ltr\"><td class=\"has-text-align-center\" dir=\"ltr\"><strong dir=\"ltr\"><span dir=\"ltr\">Zay\u0131f YZ<\/span><\/strong><\/td><td class=\"has-text-align-center\" dir=\"ltr\"><strong dir=\"ltr\"><span dir=\"ltr\">G\u00fc\u00e7l\u00fc YZ<\/span><\/strong><\/td><\/tr><tr dir=\"ltr\"><td class=\"has-text-align-center\" dir=\"ltr\">S\u0131n\u0131rl\u0131 kapsam\u0131 olan dar bir uygulamad\u0131r.<\/td><td class=\"has-text-align-center\" dir=\"ltr\">Daha geni\u015f bir kapsama sahip daha geni\u015f bir uygulamad\u0131r.<\/td><\/tr><tr dir=\"ltr\"><td class=\"has-text-align-center\" dir=\"ltr\">Bu uygulama belirli g\u00f6revlerde iyidir.<\/td><td class=\"has-text-align-center\" dir=\"ltr\">Bu uygulama inan\u0131lmaz insan d\u00fczeyinde zekaya sahiptir.<\/td><\/tr><tr dir=\"ltr\"><td class=\"has-text-align-center\" dir=\"ltr\">Verileri i\u015flemek i\u00e7in denetimli ve denetimsiz \u00f6\u011frenmeyi kullan\u0131r.<\/td><td class=\"has-text-align-center\" dir=\"ltr\">Verileri i\u015flemek i\u00e7in k\u00fcmeleme ve ili\u015fkilendirmeyi kullan\u0131r.<\/td><\/tr><tr dir=\"ltr\"><td class=\"has-text-align-center\" dir=\"ltr\">\u00d6rnek: Siri, Alexa.<\/td><td class=\"has-text-align-center\" dir=\"ltr\">\u00d6rnek: Geli\u015fmi\u015f Robotik<\/td><\/tr><\/tbody><\/table><h3><b>Yapay Zekan\u0131n Amac\u0131 Nedir?<\/b><\/h3><p dir=\"ltr\">Yapay Zekan\u0131n amac\u0131, insan yeteneklerine yard\u0131mc\u0131 olmak ve geni\u015f kapsaml\u0131 sonu\u00e7lar\u0131 olan geli\u015fmi\u015f kararlar almam\u0131za yard\u0131mc\u0131 olmakt\u0131r.\u00a0Teknik a\u00e7\u0131dan cevap bu.\u00a0Felsefi bir bak\u0131\u015f a\u00e7\u0131s\u0131yla Yapay Zeka, insanlar\u0131n a\u011f\u0131r i\u015flerden ar\u0131nm\u0131\u015f daha anlaml\u0131 hayatlar ya\u015famas\u0131na ve birbirine ba\u011fl\u0131 bireylerin, \u015firketlerin, devletlerin ve uluslar\u0131n karma\u015f\u0131k a\u011f\u0131n\u0131 t\u00fcm insanl\u0131k i\u00e7in faydal\u0131 olacak \u015fekilde y\u00f6netmesine yard\u0131mc\u0131 olma potansiyeline sahiptir.<br dir=\"ltr\" \/>\u015eu anda Yapay Zekan\u0131n amac\u0131, son bin y\u0131lda icat etti\u011fimiz t\u00fcm farkl\u0131 ara\u00e7lar ve teknikler taraf\u0131ndan payla\u015f\u0131l\u0131yor &#8211; insan \u00e7abas\u0131n\u0131 basitle\u015ftirmek ve daha iyi kararlar almam\u0131za yard\u0131mc\u0131 olmak.\u00a0Yapay Zeka ayn\u0131 zamanda Nihai Bulu\u015fumuz olarak lanse edildi; umut verici bir \u015fekilde \u00e7eki\u015fmeleri, e\u015fitsizli\u011fi ve insanlar\u0131n \u00e7ekti\u011fi ac\u0131lar\u0131 ortadan kald\u0131rarak hayatlar\u0131m\u0131z\u0131 nas\u0131l s\u00fcrd\u00fcrd\u00fc\u011f\u00fcm\u00fcz\u00fc katlanarak de\u011fi\u015ftirecek \u00e7\u0131\u011f\u0131r a\u00e7an ara\u00e7lar ve hizmetler icat edecek bir yarat\u0131m.<br dir=\"ltr\" \/>Yine de hepsi uzak gelecekte &#8211; bu t\u00fcr sonu\u00e7lardan hala \u00e7ok uzaktay\u0131z.\u00a0\u015eu anda, Yapay Zeka \u00e7o\u011funlukla \u015firketler taraf\u0131ndan s\u00fcre\u00e7 verimliliklerini art\u0131rmak, yo\u011fun kaynak gerektiren g\u00f6revleri otomatikle\u015ftirmek ve i\u00e7g\u00fcd\u00fcsel duygular yerine somut verilere dayal\u0131 i\u015f tahminleri yapmak i\u00e7in kullan\u0131l\u0131yor.\u00a0T\u00fcm teknolojiler bundan \u00f6nce geldi\u011fi i\u00e7in, ara\u015ft\u0131rma ve geli\u015ftirme maliyetlerinin, s\u0131radan insanlar taraf\u0131ndan eri\u015filebilir hale gelmeden \u00f6nce \u015firketler ve devlet kurumlar\u0131 taraf\u0131ndan s\u00fcbvanse edilmesi gerekiyor.\u00a0Yapay zekan\u0131n amac\u0131 ve nerede kullan\u0131ld\u0131\u011f\u0131 hakk\u0131nda daha fazla bilgi edinmek i\u00e7in bir\u00a0YZ kursuna\u00a0kat\u0131labilir ve\u00a0yapay zeka kursunun ayr\u0131nt\u0131lar\u0131n\u0131\u00a0anlayabilir ve bug\u00fcnden beceri kazanabilirsiniz.<\/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-1733eb3 elementor-widget elementor-widget-image\" data-id=\"1733eb3\" 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 loading=\"lazy\" decoding=\"async\" width=\"843\" height=\"474\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/Makine-ogrenmesi-nedir.jpg\" class=\"attachment-large size-large wp-image-4285\" alt=\"Makine \u00f6\u011frenmesi nedir?\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/Makine-ogrenmesi-nedir.jpg 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/Makine-ogrenmesi-nedir-300x169.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/Makine-ogrenmesi-nedir-768x432.jpg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/Makine-ogrenmesi-nedir-18x10.jpg 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\">Makine \u00f6\u011frenmesi nedir?<\/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-8b3b11b elementor-widget elementor-widget-heading\" data-id=\"8b3b11b\" 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 (YZ) Nerelerde Kullan\u0131l\u0131r?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e47ecaf elementor-widget elementor-widget-text-editor\" data-id=\"e47ecaf\" 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 dir=\"ltr\">Yapay zeka, kullan\u0131c\u0131 davran\u0131\u015f\u0131na ili\u015fkin i\u00e7g\u00f6r\u00fc sa\u011flamak ve verilere dayal\u0131 \u00f6nerilerde bulunmak i\u00e7in farkl\u0131 alanlarda kullan\u0131l\u0131r.\u00a0\u00d6rne\u011fin, Google&#8217;\u0131n tahmine dayal\u0131 arama algoritmas\u0131, bir kullan\u0131c\u0131n\u0131n arama \u00e7ubu\u011funa bir sonraki ad\u0131mda ne yazaca\u011f\u0131n\u0131 tahmin etmek i\u00e7in ge\u00e7mi\u015f kullan\u0131c\u0131 verilerini kulland\u0131.\u00a0<a dir=\"ltr\" href=\"https:\/\/www.netflix.com\/\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">Netflix,<\/a> bir kullan\u0131c\u0131n\u0131n bir sonraki izlemek isteyebilece\u011fi filmi \u00f6nermek i\u00e7in ge\u00e7mi\u015f kullan\u0131c\u0131 verilerini kullan\u0131r, bu da kullan\u0131c\u0131n\u0131n platforma ba\u011flanmas\u0131n\u0131 sa\u011flar ve izlenme s\u00fcresini art\u0131r\u0131r. Facebook, g\u00f6r\u00fcnt\u00fclerindeki y\u00fcz \u00f6zelliklerine g\u00f6re arkada\u015flar\u0131n\u0131z\u0131 etiketlemek i\u00e7in otomatik olarak \u00f6nerilerde bulunmak i\u00e7in kullan\u0131c\u0131lar\u0131n ge\u00e7mi\u015f verilerini kullan\u0131r. YZ, son kullan\u0131c\u0131n\u0131n hayat\u0131n\u0131 kolayla\u015ft\u0131rmak i\u00e7in b\u00fcy\u00fck kurulu\u015flar taraf\u0131ndan her yerde kullan\u0131l\u0131r. Yapay Zekan\u0131n kullan\u0131mlar\u0131 genel olarak a\u015fa\u011f\u0131dakileri i\u00e7erecek olan veri i\u015fleme kategorisine girer:<\/p><ul><li>Veriler i\u00e7inde arama yapma ve aramay\u0131 en alakal\u0131 sonu\u00e7lar\u0131 verecek \u015fekilde optimize etme<\/li><li>Parametrelere dayal\u0131 bir komut dizisini y\u00fcr\u00fctmek i\u00e7in uygulanabilen if-then muhakemesi i\u00e7in mant\u0131k zincirleri<\/li><li>Benzersiz i\u00e7g\u00f6r\u00fcler i\u00e7in b\u00fcy\u00fck veri setindeki \u00f6nemli kal\u0131plar\u0131 belirlemeye y\u00f6nelik kal\u0131p alg\u0131lama<\/li><li>Gelecekteki sonu\u00e7lar\u0131 tahmin etmek i\u00e7in uygulamal\u0131 olas\u0131l\u0131k modelleri<\/li><\/ul><h3><strong>Yapay Zekan\u0131n Avantajlar\u0131 Nelerdir?<\/strong><\/h3><p dir=\"ltr\">Teknolojinin hayat\u0131m\u0131z\u0131 daha iyi hale getirdi\u011fine hi\u00e7 \u015f\u00fcphe yok. M\u00fczik \u00f6nerileri, harita y\u00f6nergeleri ve mobil bankac\u0131l\u0131ktan doland\u0131r\u0131c\u0131l\u0131\u011f\u0131 \u00f6nlemeye kadar, yapay zeka ve di\u011fer teknolojiler her \u015feyi devrald\u0131. \u0130lerleme ve y\u0131k\u0131m aras\u0131nda ince bir \u00e7izgi vard\u0131r. Bir madalyonun her zaman iki y\u00fcz\u00fc vard\u0131r ve bu YZ i\u00e7in de ge\u00e7erlidir. Yapay Zekan\u0131n baz\u0131 avantajlar\u0131na bir g\u00f6z atal\u0131m.<\/p><h3><strong>Yapay Zekan\u0131n (YZ) Avantajlar\u0131<\/strong><\/h3><ul><li>\u0130nsan hatas\u0131nda azalma<\/li><li>7\u00d724 kullan\u0131labilir<\/li><li>Tekrarlayan i\u015flerde yard\u0131mc\u0131 olur<\/li><li>Dijital yard\u0131m\u00a0<\/li><li>Daha h\u0131zl\u0131 kararlar<\/li><li>Rasyonel Karar Verici<\/li><li>T\u0131bbi uygulamalar<\/li><li>G\u00fcvenli\u011fi Art\u0131r\u0131r<\/li><li>Verimli \u0130leti\u015fim<\/li><\/ul><p>Hadi daha yak\u0131ndan bakal\u0131m.<\/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-be8c92a elementor-widget elementor-widget-heading\" data-id=\"be8c92a\" 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 i\u00e7in \u00d6n Ko\u015fullar\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cbf2b63 elementor-widget elementor-widget-text-editor\" data-id=\"cbf2b63\" 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>Yeni ba\u015flayan biri olarak, konuya ba\u015flaman\u0131za yard\u0131mc\u0131 olacak temel \u00f6n ko\u015fullardan baz\u0131lar\u0131 burada.<\/span><\/p><ol><li><span>Matematik, yani Matematik, \u0130statistik ve olas\u0131l\u0131k \u00fczerinde g\u00fc\u00e7l\u00fc bir tutu\u015f.<\/span><\/li><li><span>Java veya Python gibi programlama dillerinde iyi miktarda deneyim.<\/span><\/li><li><span>Algoritmalar\u0131 anlama ve yazma konusunda g\u00fc\u00e7l\u00fc bir tutu\u015f.<\/span><\/li><li><span>Veri analiti\u011fi becerilerinde g\u00fc\u00e7l\u00fc bir ge\u00e7mi\u015f.<\/span><\/li><li><span>Ayr\u0131k matematikte iyi miktarda bilgi.<\/span><\/li><li><span>Makine \u00f6\u011frenimi dillerini \u00f6\u011frenme<\/span><span> iste\u011fi.<\/span><\/li><\/ol><\/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-eb462d8 elementor-widget elementor-widget-heading\" data-id=\"eb462d8\" 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 Tarihi (YZ)\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-86737d3 elementor-widget elementor-widget-text-editor\" data-id=\"86737d3\" 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>Yapay Zeka teknolojisi sand\u0131\u011f\u0131n\u0131zdan \u00e7ok daha eski ve \u201cYZ\u201d terimi ara\u015ft\u0131rmac\u0131lar i\u00e7in yeni de\u011fil. &#8220;YZ&#8221; terimi ilk olarak 1956&#8217;da Dartmouth kolejinde Marvin Minsky adl\u0131 bir bilim adam\u0131 taraf\u0131ndan icat edildi.<\/p><p dir=\"ltr\">YZ sertifikas\u0131 almak, size bu sekt\u00f6rdeki di\u011fer adaylara g\u00f6re bir avantaj sa\u011flayacakt\u0131r. Y\u00fcz Tan\u0131ma, Sa\u011fl\u0131k Hizmetlerinde Yapay Zeka, Sohbet botlar\u0131 ve daha fazlas\u0131 gibi ilerlemelerle , Yapay Zeka alan\u0131nda ba\u015far\u0131l\u0131 bir kariyere giden yolu in\u015fa etmenin \u015fimdi tam zaman\u0131. Sanal asistanlar, zamandan ve enerjiden tasarruf etmemize yard\u0131mc\u0131 olarak g\u00fcnl\u00fck ya\u015fama \u00e7oktan girdi. Tesla gibi teknoloji devlerinin s\u00fcr\u00fcc\u00fcs\u00fcz arabalar\u0131 bize gelece\u011fe at\u0131lan ilk ad\u0131m\u0131 \u015fimdiden g\u00f6sterdi. YZ, iklim de\u011fi\u015fikli\u011fi risklerini azaltmaya ve tahmin etmeye yard\u0131mc\u0131 olarak \u00e7ok ge\u00e7 olmadan bir fark yaratmam\u0131za olanak tan\u0131r. Ve t\u00fcm bu ilerlemeler sadece ba\u015flang\u0131\u00e7, daha gelecek \u00e7ok \u015fey var. Yapay Zeka taraf\u0131ndan 2023 y\u0131l\u0131na kadar 133 milyon yeni Yapay Zeka i\u015fi yarat\u0131laca\u011f\u0131 s\u00f6yleniyor.<\/p><p>Antik Yunan mitolojisinde ilk kez ak\u0131ll\u0131 robotlar ve yapay varl\u0131klar yer al\u0131yordu.\u00a0Aristoteles&#8217;in tas\u0131m\u0131 yaratmas\u0131 ve t\u00fcmdengelimli ak\u0131l y\u00fcr\u00fctmeyi uygulamas\u0131, insanl\u0131\u011f\u0131n kendi zekas\u0131n\u0131 kavrama aray\u0131\u015f\u0131nda bir d\u00f6n\u00fcm noktas\u0131yd\u0131.\u00a0Uzun ve derin k\u00f6klerine ra\u011fmen, bug\u00fcn bildi\u011fimiz \u015fekliyle yapay zeka yaln\u0131zca bir y\u00fczy\u0131ldan daha k\u0131sa bir s\u00fcredir var.<\/p><p>Yapay zeka ile ilgili olaylar\u0131n \u00f6nemli zaman \u00e7izelgesine bir g\u00f6z atal\u0131m:<\/p><p dir=\"ltr\"><strong dir=\"ltr\">1943 \u2013<\/strong> Warren McCulloch ve Walter Pits , 1943&#8217;te yapay zeka (YZ) \u00fczerine ilk \u00e7al\u0131\u015fma olan <em dir=\"ltr\"><strong dir=\"ltr\">\u00a0\u201cA Logical Calculus of Ideas Immanent in Nervous Activity\u201d adl\u0131<\/strong><\/em>\u00a0makaleyi yay\u0131nlad\u0131lar. Yapay bir n\u00f6ron modeli \u00f6nerdiler.<\/p><p dir=\"ltr\"><strong dir=\"ltr\">1949 &#8211; Donald Hebb\u00a0<\/strong><em dir=\"ltr\"><strong dir=\"ltr\">, The Organization of Behavor: A Neuropsychological Theory adl\u0131<\/strong><\/em>\u00a0kitab\u0131nda n\u00f6ronlar aras\u0131ndaki ba\u011flant\u0131 g\u00fcc\u00fcn\u00fc de\u011fi\u015ftirmek i\u00e7in teori \u00f6nerdi.<\/p><p dir=\"ltr\"><strong dir=\"ltr\">1950 &#8211;<\/strong>\u00a0\u0130ngiliz matematik\u00e7i Alan Turing,\u00a0bir makinenin insan davran\u0131\u015f\u0131 sergileme yetene\u011fine sahip olup olmad\u0131\u011f\u0131n\u0131 belirlemek i\u00e7in bir test \u00f6nerdi\u011fi\u00a0<strong dir=\"ltr\"><em dir=\"ltr\">\u201cComputing Machinery and Intelligence\u201d \u0131 yay\u0131nlad\u0131.\u00a0<\/em><\/strong>Bu test \u00fcnl\u00fc olarak Torino Testi olarak bilinir\u00a0<strong dir=\"ltr\">.<\/strong><br dir=\"ltr\" \/>Ayn\u0131 y\u0131l Harvard mezunlar\u0131 Marvin Minsky ve Dean Edmonds,\u00a0<strong dir=\"ltr\">SNARC<\/strong>\u00a0adl\u0131 ilk sinir a\u011f\u0131 bilgisayar\u0131n\u0131 yapt\u0131lar .<\/p><p dir=\"ltr\"><strong dir=\"ltr\">1956 \u2013\u00a0<\/strong><strong dir=\"ltr\">\u201cLogic Theorist\u201d<\/strong>\u00a0adl\u0131 \u201c\u00a0ilk\u00a0<strong dir=\"ltr\">yapay zeka program\u0131\u201d<\/strong>\u00a0Allen Newell ve Herbert A. Simon taraf\u0131ndan yap\u0131ld\u0131.\u00a0Bu program, 52 matematik teoreminden 38&#8217;ini do\u011frulaman\u0131n yan\u0131 s\u0131ra, bir\u00e7o\u011fu i\u00e7in yeni ve daha zarif kan\u0131tlar ke\u015ffetti.\u00a0Ayn\u0131 y\u0131l Dartmouth Konferans\u0131&#8217;nda Amerikal\u0131 bilim adam\u0131 John McCarthy taraf\u0131ndan \u201cYapay Zeka\u201d kelimesi benimsendi ve ilk kez bir akademik alan olarak ortaya at\u0131ld\u0131.<\/p><p>Yapay Zekaya y\u00f6nelik co\u015fku bu y\u0131ldan sonra h\u0131zla artt\u0131.<\/p><p dir=\"ltr\"><strong dir=\"ltr\">1959 \u2013<\/strong>\u00a0Arthur Samuel, IBM&#8217;de \u00e7al\u0131\u015f\u0131rken makine \u00f6\u011frenimi terimini ortaya att\u0131.<\/p><p dir=\"ltr\"><strong dir=\"ltr\">1963 &#8211;<\/strong>\u00a0John McCarthy, Stanford&#8217;da bir Yapay Zeka Laboratuvar\u0131 kurdu.<\/p><p dir=\"ltr\"><strong dir=\"ltr\">1966 &#8211; Joseph Weizenbaum,\u00a0<\/strong><strong dir=\"ltr\">ELIZA<\/strong>\u00a0adl\u0131 ilk sohbet robotunu yaratt\u0131 .<\/p><p dir=\"ltr\"><strong dir=\"ltr\">1972 &#8211; \u0130lk insans\u0131 robot\u00a0<\/strong><strong dir=\"ltr\">WABOT-1<\/strong>\u00a0ad\u0131yla Japonya&#8217;da yap\u0131ld\u0131\u00a0.<\/p><p dir=\"ltr\"><strong dir=\"ltr\">1974 &#8211; 1980 \u2013<\/strong> Bu d\u00f6nem \u00fcnl\u00fc olarak ilk YZ k\u0131\u015f d\u00f6nemi olarak bilinir. Pek \u00e7ok bilim insan\u0131, h\u00fck\u00fcmetten fon alamad\u0131klar\u0131 ve yapay zekaya olan ilgi giderek azald\u0131\u011f\u0131 i\u00e7in ara\u015ft\u0131rmalar\u0131n\u0131 en iyi \u015fekilde s\u00fcrd\u00fcremedi\/devam ettiremedi.<\/p><p dir=\"ltr\"><strong dir=\"ltr\">1980 \u2013<\/strong> YZ bir patlama ile geri d\u00f6nd\u00fc! Digital Equipment Corporations, ilk ba\u015far\u0131l\u0131 ticari uzman sistem olan ve yapay zeka k\u0131\u015f d\u00f6nemini resmen sonland\u0131ran R1&#8217;i geli\u015ftirdi.<br dir=\"ltr\" \/>Ayn\u0131 y\u0131l,\u00a0<strong dir=\"ltr\">Amerikan Yapay Zeka Derne\u011fi&#8217;nin<\/strong>\u00a0ilk ulusal konferans\u0131 Stanford \u00dcniversitesi&#8217;nde d\u00fczenlendi.<\/p><p dir=\"ltr\"><strong dir=\"ltr\">1987 &#8211; 1993 \u2013<\/strong> Geli\u015fmekte olan bilgisayar teknolojisi ve daha ucuz alternatiflerle, bir\u00e7ok yat\u0131r\u0131mc\u0131 ve h\u00fck\u00fcmet, ikinci YZ K\u0131\u015f d\u00f6nemine yol a\u00e7an YZ ara\u015ft\u0131rmalar\u0131na fon sa\u011flamay\u0131 durdurdu.<\/p><p dir=\"ltr\"><strong dir=\"ltr\">1997 \u2013<\/strong>\u00a0Bilgisayar insan\u0131 yener!\u00a0IBM&#8217;in bilgisayar\u0131 IBM Deep Blue, o zamanki d\u00fcnya satran\u00e7 \u015fampiyonu Gary Kasparov&#8217;u yendi ve bir d\u00fcnya satran\u00e7 \u015fampiyonunu yenen ilk bilgisayar\/makine oldu.<\/p><p dir=\"ltr\"><strong dir=\"ltr\">2002 \u2013<\/strong>\u00a0Elektrikli s\u00fcp\u00fcrgelerin ortaya \u00e7\u0131k\u0131\u015f\u0131 yapay zekan\u0131n evlere girmesini sa\u011flad\u0131.<\/p><p dir=\"ltr\"><strong dir=\"ltr\">2005 \u2013<\/strong>\u00a0Amerikan ordusu, Boston Dynamics&#8217;in \u201cBig Dog\u201d ve iRobot&#8217;un \u201cPackBot\u201d gibi otonom robotlar\u0131na yat\u0131r\u0131m yapmaya ba\u015flad\u0131.<\/p><p dir=\"ltr\"><strong dir=\"ltr\">2006 \u2013<\/strong> Facebook, Google, Twitter, Netflix gibi \u015firketler YZ kullanmaya ba\u015flad\u0131.<\/p><p dir=\"ltr\"><strong dir=\"ltr\">2008 \u2013<\/strong>\u00a0Google, konu\u015fma tan\u0131mada bir at\u0131l\u0131m yapt\u0131 ve iPhone uygulamas\u0131nda konu\u015fma tan\u0131ma \u00f6zelli\u011fini tan\u0131tt\u0131.<\/p><p dir=\"ltr\"><strong dir=\"ltr\">2011 \u2013\u00a0<\/strong><a dir=\"ltr\" href=\"https:\/\/builtin.com\/artificial-intelligence\/ibms-watson-finds-new-challenge-construction\" rel=\"noreferrer noopener nofollow\" target=\"_blank\">Watson \u2013 bir IBM bilgisayar\u0131<\/a>, 2011&#8217;de karma\u015f\u0131k sorular\u0131 ve bilmeceleri \u00e7\u00f6zmesi gereken bir oyun program\u0131 olan Jeopardy&#8217;yi kazand\u0131.\u00a0Watson, basit bir dili kavrayabildi\u011fini ve karma\u015f\u0131k sorunlar\u0131 h\u0131zla \u00e7\u00f6zebildi\u011fini g\u00f6stermi\u015fti.<\/p><p dir=\"ltr\"><strong dir=\"ltr\">2012 \u2013<\/strong>\u00a0Google Brain Deep Learning projesinin kurucusu Andrew Ng, derin \u00f6\u011frenme algoritmalar\u0131n\u0131 kullanarak 10 milyon YouTube videosunu bir sinir a\u011f\u0131na besledi.\u00a0Sinir a\u011f\u0131, kedinin ne oldu\u011fu bilgisi olmadan kediyi tan\u0131may\u0131 \u00f6\u011frendi, bu da derin \u00f6\u011frenme ve sinir a\u011flar\u0131nda yeni bir \u00e7a\u011f\u0131n ba\u015flang\u0131c\u0131 oldu.<\/p><p dir=\"ltr\"><strong dir=\"ltr\">2014 \u2013<\/strong>\u00a0Google, s\u00fcr\u00fc\u015f testini ge\u00e7en ilk s\u00fcr\u00fcc\u00fcs\u00fcz arabay\u0131 yapt\u0131.<\/p><p dir=\"ltr\"><strong dir=\"ltr\">2014 &#8211;<\/strong>\u00a0Amazon&#8217;un Alexa&#8217;s\u0131 piyasaya s\u00fcr\u00fcld\u00fc.<\/p><p dir=\"ltr\"><strong dir=\"ltr\">2016 \u2013<\/strong>\u00a0Hanson Robotics, y\u00fcz tan\u0131ma, s\u00f6zl\u00fc konu\u015fma ve y\u00fcz duygular\u0131na sahip insans\u0131 bir robot olan ilk &#8220;robot vatanda\u015f&#8221; Sophia&#8217;y\u0131 yaratt\u0131.<\/p><p dir=\"ltr\"><strong dir=\"ltr\">2020 &#8211;<\/strong> SARS-CoV-2 salg\u0131n\u0131n\u0131n ilk a\u015famalar\u0131nda Baidu, LinearFold YZ algoritmas\u0131n\u0131 bir a\u015f\u0131 olu\u015fturmak isteyen bilimsel ve t\u0131bbi ekiplerin kullan\u0131m\u0131na sundu. Sistem, \u00f6nceki y\u00f6ntemlerden 120 kat daha h\u0131zl\u0131 olan vir\u00fcs\u00fcn RNA dizisini yaln\u0131zca 27 saniyede tahmin edebiliyordu.<\/p><p>Yapay Zeka her ge\u00e7en g\u00fcn her alanda h\u0131zla ilerliyor. YZ art\u0131k gelecek de\u011fil, bug\u00fcn!<\/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-71e8311 elementor-widget elementor-widget-image\" data-id=\"71e8311\" 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<img loading=\"lazy\" decoding=\"async\" width=\"750\" height=\"504\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Yapay-Zeka-Teknolojisi.jpg\" class=\"attachment-large size-large wp-image-5081\" alt=\"Yapay Zeka Teknolojisi\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Yapay-Zeka-Teknolojisi.jpg 750w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Yapay-Zeka-Teknolojisi-300x202.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Yapay-Zeka-Teknolojisi-18x12.jpg 18w\" sizes=\"(max-width: 750px) 100vw, 750px\" \/>\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-663a6c6 elementor-widget elementor-widget-heading\" data-id=\"663a6c6\" 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\">G\u00fcnl\u00fck Hayatta Yapay Zeka<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a7ba8e9 elementor-widget elementor-widget-text-editor\" data-id=\"a7ba8e9\" 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>G\u00fcnl\u00fck hayatta kullanabilece\u011finiz YZ uygulamalar\u0131n\u0131n bir listesi:<\/p><p dir=\"ltr\"><strong dir=\"ltr\">\u00c7evrimi\u00e7i al\u0131\u015fveri\u015f:<\/strong>\u00a0\u00c7evrimi\u00e7i al\u0131\u015fveri\u015fte yapay zeka, kullan\u0131c\u0131lara \u00f6nceki aramalar\u0131na ve sat\u0131n almalar\u0131na g\u00f6re ki\u015fiselle\u015ftirilmi\u015f \u00f6neriler sunmak i\u00e7in kullan\u0131l\u0131r.<\/p><p dir=\"ltr\"><strong dir=\"ltr\">Dijital ki\u015fisel asistanlar:<\/strong>\u00a0Ak\u0131ll\u0131 telefonlar, ki\u015fiselle\u015ftirilmi\u015f hizmetler sa\u011flamak i\u00e7in yapay zekay\u0131 kullan\u0131r.\u00a0YZ asistanlar\u0131, sorular\u0131 yan\u0131tlayabilir ve kullan\u0131c\u0131lar\u0131n g\u00fcnl\u00fck rutinlerini sorunsuz bir \u015fekilde d\u00fczenlemelerine yard\u0131mc\u0131 olabilir. Hizmet olarak yapay zekay\u0131\u00a0buradan inceleyin\u00a0.<\/p><p dir=\"ltr\"><strong dir=\"ltr\">Makine \u00e7evirileri:<\/strong> YZ tabanl\u0131 dil \u00e7eviri yaz\u0131l\u0131m\u0131, kullan\u0131c\u0131lar\u0131n di\u011fer dilleri anlamalar\u0131na yard\u0131mc\u0131 olabilecek \u00e7eviriler, altyaz\u0131 ve dil alg\u0131lama sa\u011flar.<\/p><p dir=\"ltr\"><strong dir=\"ltr\">Siber g\u00fcvenlik:<\/strong> YZ sistemleri, kal\u0131plar\u0131 tan\u0131maya ve sald\u0131r\u0131lar\u0131 geri izlemeye dayal\u0131 olarak siber sald\u0131r\u0131lar\u0131 tan\u0131maya ve bunlarla m\u00fccadele etmeye yard\u0131mc\u0131 olabilir.<\/p><p dir=\"ltr\"><strong dir=\"ltr\">Covid-19&#8217;a kar\u015f\u0131 yapay zeka:<\/strong>\u00a0Covid-19 s\u00f6z konusu oldu\u011funda, yapay zeka salg\u0131nlar\u0131n belirlenmesinde, sa\u011fl\u0131k hizmetleri taleplerinin i\u015flenmesinde ve hastal\u0131\u011f\u0131n yay\u0131lmas\u0131n\u0131n izlenmesinde kullan\u0131lm\u0131\u015ft\u0131r.<\/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-0534904 elementor-widget elementor-widget-heading\" data-id=\"0534904\" 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\">\u0130\u015f D\u00fcnyas\u0131nda Yapay Zeka Uygulamalar\u0131\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-43b3d1c elementor-widget elementor-widget-text-editor\" data-id=\"43b3d1c\" 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 dir=\"ltr\">Yapay zeka, \u00e7ok \u00e7e\u015fitli olas\u0131 kullan\u0131m durumlar\u0131yla ger\u00e7ekten bir\u00e7ok sekt\u00f6r\u00fc d\u00f6n\u00fc\u015ft\u00fcrme potansiyeline sahiptir.\u00a0T\u00fcm bu farkl\u0131 sekt\u00f6rlerin ve kullan\u0131m durumlar\u0131n\u0131n ortak noktas\u0131, hepsinin veri odakl\u0131 olmas\u0131d\u0131r.\u00a0Yapay Zeka \u00f6z\u00fcnde verimli bir veri i\u015fleme sistemi oldu\u011fundan, her yerde optimizasyon i\u00e7in \u00e7ok fazla potansiyel vard\u0131r.<br dir=\"ltr\" \/><br dir=\"ltr\" \/>Yapay zekan\u0131n \u015fu anda parlad\u0131\u011f\u0131 sekt\u00f6rlere bir g\u00f6z atal\u0131m.<\/p><div dir=\"ltr\"><b dir=\"ltr\">Sa\u011fl\u0131k hizmeti:<\/b><\/div><ul><li><b dir=\"ltr\">Y\u00f6netim:<\/b> YZ sistemleri, insan hatalar\u0131n\u0131 en aza indirmek ve verimlili\u011fi en \u00fcst d\u00fczeye \u00e7\u0131karmak i\u00e7in rutin, g\u00fcnl\u00fck y\u00f6netim g\u00f6revlerine yard\u0131mc\u0131 oluyor. NLP yoluyla t\u0131bbi notlar\u0131n transkripsiyonlar\u0131 ve doktorlar\u0131n okumas\u0131n\u0131 kolayla\u015ft\u0131rmak i\u00e7in hasta bilgilerinin yap\u0131land\u0131r\u0131lmas\u0131na yard\u0131mc\u0131 olur.<\/li><li><b dir=\"ltr\">Telet\u0131p:<\/b>\u00a0Acil olmayan durumlar i\u00e7in hastalar, semptomlar\u0131n\u0131 analiz etmek, hayati belirtilerini girmek ve t\u0131bbi m\u00fcdahaleye ihtiya\u00e7 olup olmad\u0131\u011f\u0131n\u0131 de\u011ferlendirmek i\u00e7in bir hastanenin yapay zeka sistemine ula\u015fabilir.\u00a0Bu, onlara yaln\u0131zca \u00e7ok \u00f6nemli vakalar\u0131 getirerek t\u0131p uzmanlar\u0131n\u0131n i\u015f y\u00fck\u00fcn\u00fc azalt\u0131r.<\/li><li><b dir=\"ltr\">Destekli Te\u015fhis: Yapay Zeka<\/b>\u00a0, bilgisayarla g\u00f6rme ve evri\u015fimli sinir a\u011flar\u0131 arac\u0131l\u0131\u011f\u0131yla art\u0131k t\u00fcm\u00f6rleri ve di\u011fer habis olu\u015fumlar\u0131 kontrol etmek i\u00e7in MRI taramalar\u0131n\u0131 radyologlar\u0131n yapabilece\u011finden \u00e7ok daha h\u0131zl\u0131 ve \u00f6nemli \u00f6l\u00e7\u00fcde daha d\u00fc\u015f\u00fck bir hata pay\u0131 ile okuyabiliyor.<\/li><li><b dir=\"ltr\">Robot yard\u0131ml\u0131 cerrahi:<\/b>\u00a0Robotik ameliyatlar\u0131n \u00e7ok k\u00fc\u00e7\u00fck bir hata pay\u0131 vard\u0131r ve yorulmadan g\u00fcn\u00fcn her saati ameliyatlar\u0131 tutarl\u0131 bir \u015fekilde ger\u00e7ekle\u015ftirebilir.\u00a0Bu kadar y\u00fcksek bir do\u011frulukla \u00e7al\u0131\u015ft\u0131klar\u0131 i\u00e7in, geleneksel y\u00f6ntemlere g\u00f6re daha az invazivdirler ve bu da hastalar\u0131n hastanede iyile\u015fmek i\u00e7in harcad\u0131klar\u0131 zaman\u0131 potansiyel olarak azalt\u0131r.<\/li><li><b dir=\"ltr\">Hayati \u0130statistiklerin \u0130zlenmesi:<\/b>\u00a0\u00a0Bir ki\u015finin sa\u011fl\u0131k durumu, ilgili hayati de\u011ferlerinin de\u011fi\u015fen seviyelerine ba\u011fl\u0131 olarak devam eden bir s\u00fcre\u00e7tir.\u00a0Art\u0131k kitlesel pazarda pop\u00fclerlik kazanan giyilebilir cihazlarla, bu veriler dokunarak mevcut de\u011fil, eyleme d\u00f6n\u00fc\u015ft\u00fcr\u00fclebilir i\u00e7g\u00f6r\u00fcler sa\u011flamak i\u00e7in analiz edilmeyi bekliyor.\u00a0Hayati belirtiler, sa\u011fl\u0131k dalgalanmalar\u0131n\u0131 daha hasta fark\u0131nda olmadan tahmin etme potansiyeline sahip oldu\u011fundan, burada bir\u00e7ok hayat kurtar\u0131c\u0131 uygulama vard\u0131r.<\/li><\/ul><figure><\/figure><div dir=\"ltr\"><b dir=\"ltr\">e-ticaret<\/b><\/div><ul><li><strong dir=\"ltr\">Daha iyi tavsiyeler:<\/strong>\u00a0Bu genellikle insanlar\u0131n yapay zekan\u0131n i\u015f uygulamalar\u0131 hakk\u0131nda soruldu\u011funda verdi\u011fi ilk \u00f6rnektir ve bunun nedeni, yapay zekan\u0131n halihaz\u0131rda harika sonu\u00e7lar verdi\u011fi bir aland\u0131r.\u00a0\u00c7o\u011fu b\u00fcy\u00fck e-ticaret oyuncusu, kullan\u0131c\u0131lar\u0131n ilgilerini \u00e7ekebilecek \u00fcr\u00fcn \u00f6nerileri yapmak i\u00e7in Yapay Zekay\u0131 dahil etti ve bu da k\u00e2rl\u0131l\u0131klar\u0131nda \u00f6nemli art\u0131\u015flara yol a\u00e7t\u0131.<\/li><li><b dir=\"ltr\">Chatbot&#8217;lar:\u00a0<\/b>Yapay Zeka sohbet robotlar\u0131n\u0131n\u00a0end\u00fcstriler genelinde ve ziyaret etti\u011fimiz di\u011fer t\u00fcm web sitelerinde\u00a0\u00e7o\u011falmas\u0131na dayanan bir ba\u015fka \u00fcnl\u00fc \u00f6rnek .\u00a0Bu chatbot&#8217;lar art\u0131k m\u00fc\u015fterilere tek saatlerde ve yo\u011fun saatlerde de hizmet vererek s\u0131n\u0131rl\u0131 insan kayna\u011f\u0131 darbo\u011faz\u0131n\u0131 ortadan kald\u0131r\u0131yor.<\/li><li><b dir=\"ltr\">Spam ve sahte incelemeleri filtreleme:<\/b>\u00a0Amazon gibi sitelerin ald\u0131\u011f\u0131 y\u00fcksek hacimli incelemeler nedeniyle, k\u00f6t\u00fc ama\u00e7l\u0131 i\u00e7eri\u011fi filtrelemek i\u00e7in insan g\u00f6z\u00fcn\u00fcn bunlar\u0131 taramas\u0131 imkans\u0131z olacakt\u0131r.\u00a0Yapay Zeka, NLP&#8217;nin g\u00fcc\u00fc sayesinde bu yorumlar\u0131 \u015f\u00fcpheli etkinlikler i\u00e7in tarayabilir ve filtreleyerek daha iyi bir al\u0131c\u0131 deneyimi sa\u011flayabilir.<\/li><li><b dir=\"ltr\">Aramay\u0131 optimize etme:<\/b>\u00a0T\u00fcm e-ticaret, kullan\u0131c\u0131lar\u0131n istediklerini aramas\u0131na ve onu bulabilmesine ba\u011fl\u0131d\u0131r.\u00a0Yapay Zeka, kullan\u0131c\u0131lar\u0131n tam olarak arad\u0131klar\u0131 \u00fcr\u00fcn\u00fc bulmalar\u0131n\u0131 sa\u011flamak i\u00e7in arama sonu\u00e7lar\u0131n\u0131 binlerce parametreye dayal\u0131 olarak optimize ediyor.<\/li><li><b dir=\"ltr\">Tedarik zinciri:<\/b> YZ, talebi kar\u015f\u0131lamak i\u00e7in stoklar\u0131n\u0131 y\u00f6netebilmeleri i\u00e7in farkl\u0131 zaman dilimlerinde farkl\u0131 \u00fcr\u00fcnlere olan talebi tahmin etmek i\u00e7in kullan\u0131l\u0131yor.<\/li><\/ul><div dir=\"ltr\"><b dir=\"ltr\">\u0130nsan kaynaklar\u0131\u00a0<\/b><\/div><ul><li><b dir=\"ltr\">\u00c7al\u0131\u015fma k\u00fclt\u00fcr\u00fc olu\u015fturma:<\/b> YZ, \u00e7al\u0131\u015fan verilerini analiz etmek ve onlar\u0131 do\u011fru ekiplere yerle\u015ftirmek, yetkinliklerine g\u00f6re projeler atamak, i\u015f yeri hakk\u0131nda geri bildirim toplamak ve hatta \u015firketlerinden ayr\u0131lma e\u015fi\u011finde olup olmad\u0131klar\u0131n\u0131 tahmin etmeye \u00e7al\u0131\u015fmak i\u00e7in kullan\u0131l\u0131yor.<b dir=\"ltr\">\u00a0<\/b><\/li><li><b dir=\"ltr\">\u00a0\u0130\u015fe Al\u0131m:<\/b>\u00a0NLP ile yapay zeka, birka\u00e7 saniye i\u00e7inde binlerce \u00f6zge\u00e7mi\u015fi inceleyebilir ve uygun olup olmad\u0131\u011f\u0131n\u0131 belirleyebilir.\u00a0Bu faydal\u0131d\u0131r \u00e7\u00fcnk\u00fc herhangi bir insan hatas\u0131 veya \u00f6nyarg\u0131s\u0131 i\u00e7ermez ve i\u015fe alma d\u00f6ng\u00fclerinin uzunlu\u011funu \u00f6nemli \u00f6l\u00e7\u00fcde azalt\u0131r.<\/li><\/ul><h3><strong>YZ&#8217;daki robotlar<\/strong><\/h3><p>Robotik alan\u0131, yapay zeka bir ger\u00e7eklik haline gelmeden \u00f6nce bile ilerliyor. Bu a\u015famada yapay zeka, robot biliminin verimli robotlarla daha h\u0131zl\u0131 yenilik yapmas\u0131na yard\u0131mc\u0131 oluyor. Yapay zekadaki robotlar, \u00f6zellikle imalat ve paketleme end\u00fcstrilerinde dikey ve end\u00fcstrilerde uygulama bulmu\u015ftur. \u0130\u015fte YZ&#8217;daki robotlar\u0131n birka\u00e7 uygulamas\u0131:<\/p><h4><strong>Toplant\u0131\u00a0<\/strong><\/h4><ul><li>YZ, geli\u015fmi\u015f g\u00f6r\u00fc\u015f sistemleriyle birlikte ger\u00e7ek zamanl\u0131 rota d\u00fczeltmede yard\u0131mc\u0131 olabilir<\/li><li>Ayr\u0131ca robotlar\u0131n belirli bir s\u00fcre\u00e7 i\u00e7in hangi yolun en iyi oldu\u011funu \u00e7al\u0131\u015f\u0131rken \u00f6\u011frenmesine yard\u0131mc\u0131 olur.<\/li><\/ul><h4><strong>M\u00fc\u015fteri servisi<\/strong><\/h4><ul><li>YZ \u00f6zellikli robotlar, perakende ve konaklama sekt\u00f6rlerinde m\u00fc\u015fteri hizmetleri kapasitesinde kullan\u0131l\u0131yor<\/li><li>Bu robotlar, m\u00fc\u015fterilerle ak\u0131ll\u0131ca ve bir insan gibi etkile\u015fim kurmak i\u00e7in Do\u011fal Dil \u0130\u015fleme&#8217;den yararlan\u0131yor<\/li><li>Bu sistemler insanlarla ne kadar \u00e7ok etkile\u015fime girerse, makine \u00f6\u011frenimi yard\u0131m\u0131yla o kadar \u00e7ok \u015fey \u00f6\u011frenirler.<\/li><\/ul><h4><strong>Ambalajlama\u00a0<\/strong><\/h4><ul><li>YZ, daha h\u0131zl\u0131, daha ucuz ve daha do\u011fru paketleme sa\u011flar<\/li><li>Bir robotun yapt\u0131\u011f\u0131 belirli hareketleri kaydetmeye yard\u0131mc\u0131 olur ve bunlar\u0131 s\u00fcrekli iyile\u015ftirerek robotik sistemlerin kolayca kurulmas\u0131n\u0131 ve hareket ettirilmesini sa\u011flar.<\/li><\/ul><h4><strong>A\u00e7\u0131k Kaynak Robotik\u00a0<\/strong><\/h4><ul><li>G\u00fcn\u00fcm\u00fczde robotik sistemler, YZ yeteneklerine sahip a\u00e7\u0131k kaynakl\u0131 sistemler olarak sat\u0131lmaktad\u0131r.\u00a0<\/li><li>Bu \u015fekilde, kullan\u0131c\u0131lar robotlara belirli bir uygulamaya dayal\u0131 \u00f6zel g\u00f6revleri ger\u00e7ekle\u015ftirmeyi \u00f6\u011fretebilir.<\/li><li>\u00d6rn: k\u00fc\u00e7\u00fck \u00f6l\u00e7ekli tar\u0131m<\/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-5b3a980 elementor-widget elementor-widget-heading\" data-id=\"5b3a980\" 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\">YZ Teknolojisini Bu Kadar Faydal\u0131 K\u0131lan Nedir?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2a67088 elementor-widget elementor-widget-text-editor\" data-id=\"2a67088\" 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>Yapay zeka, onu m\u00fckemmel bir ara\u00e7 haline getiren \u00e7e\u015fitli kritik avantajlar sunar, \u00f6rne\u011fin:<\/p><ul><li><strong dir=\"ltr\">Otomasyon<\/strong> \u2013 YZ, s\u0131k\u0131c\u0131 s\u00fcre\u00e7leri\/g\u00f6revleri herhangi bir yorgunluk olmadan otomatikle\u015ftirebilir.<\/li><li><strong dir=\"ltr\">Geli\u015ftirme<\/strong> \u2013 YZ, son kullan\u0131c\u0131lar i\u00e7in deneyimleri iyile\u015ftirerek ve daha iyi \u00fcr\u00fcn \u00f6nerileri sunarak t\u00fcm \u00fcr\u00fcn ve hizmetleri etkili bir \u015fekilde geli\u015ftirebilir.<\/li><li><strong dir=\"ltr\">Analiz ve Do\u011fruluk<\/strong> \u2013 YZ analizi, insanlardan \u00e7ok daha h\u0131zl\u0131 ve daha do\u011frudur. YZ, verileri daha iyi kararlarla yorumlama yetene\u011fini kullanabilir.<\/li><\/ul><p>Basit\u00e7e ifade etmek gerekirse yapay zeka, kurulu\u015flar\u0131n daha iyi kararlar almas\u0131na, \u00fcr\u00fcn ve i\u015f s\u00fcre\u00e7lerini \u00e7ok daha h\u0131zl\u0131 geli\u015ftirmesine yard\u0131mc\u0131 olur.<\/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-f751338 elementor-widget elementor-widget-heading\" data-id=\"f751338\" 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 Zekada Kariyer Trendleri\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-471e1f0 elementor-widget elementor-widget-text-editor\" data-id=\"471e1f0\" 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>Yapay Zeka alan\u0131ndaki kariyerler, son birka\u00e7 y\u0131lda istikrarl\u0131 bir b\u00fcy\u00fcme g\u00f6sterdi ve h\u0131zlanarak b\u00fcy\u00fcmeye devam edecek.\u00a0Hindistan \u015firketlerinin %57&#8217;si pazar gereksinimlerine uygun do\u011fru yetene\u011fi i\u015fe almak istiyor.\u00a0Yapay zeka rol\u00fcne ba\u015far\u0131l\u0131 bir \u015fekilde ge\u00e7i\u015f yapan adaylar, maa\u015flar\u0131nda ortalama %60-70&#8217;lik bir art\u0131\u015f g\u00f6rd\u00fcler.\u00a0Mumbai rekabette \u00f6ne \u00e7\u0131k\u0131yor ve onu Bangalore ve Chennai izliyor.\u00a0WEF&#8217;e g\u00f6re yapay zekada 2020 y\u0131l\u0131na kadar 133 milyon i\u015f yarat\u0131lacak. Ara\u015ft\u0131rmalar, i\u015f talebinin artt\u0131\u011f\u0131n\u0131 ancak i\u015f g\u00fcc\u00fcn\u00fcn buna ayak uyduramad\u0131\u011f\u0131n\u0131 belirtiyor.\u00a0<\/p><p>YZ, sa\u011fl\u0131k, bankac\u0131l\u0131k ve <a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ve-finans\/\">finans<\/a>, pazarlama ve e\u011flence end\u00fcstrisi gibi \u00e7e\u015fitli sekt\u00f6rlerde kullan\u0131lmaktad\u0131r. Derin \u00d6\u011frenme M\u00fchendisi, Veri Bilimcisi, Veri Bilimi Direkt\u00f6r\u00fc ve K\u0131demli Veri Bilimcisi, YZ Becerileri gerektiren en \u00f6nemli i\u015flerden baz\u0131lar\u0131d\u0131r.<\/p><p>Mevcut f\u0131rsatlar\u0131n artmas\u0131yla birlikte, bu alanda becerilerinizi geli\u015ftirmek i\u00e7in do\u011fru zaman oldu\u011funu rahatl\u0131kla s\u00f6yleyebiliriz.<\/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-53c0fcd elementor-widget elementor-widget-image\" data-id=\"53c0fcd\" 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<img loading=\"lazy\" decoding=\"async\" width=\"843\" height=\"522\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/YZ-ML-ve-DL-1024x634.jpg\" class=\"attachment-large size-large wp-image-5080\" alt=\"YZ, ML ve DL\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/YZ-ML-ve-DL-1024x634.jpg 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/YZ-ML-ve-DL-300x186.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/YZ-ML-ve-DL-768x475.jpg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/YZ-ML-ve-DL-18x12.jpg 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/YZ-ML-ve-DL.jpg 1213w\" sizes=\"(max-width: 843px) 100vw, 843px\" \/>\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-59a22e8 elementor-widget elementor-widget-heading\" data-id=\"59a22e8\" 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\">YZ, ML ve DL aras\u0131ndaki ili\u015fki nedir?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eb02961 elementor-widget elementor-widget-text-editor\" data-id=\"eb02961\" 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>Yukar\u0131daki resimde g\u00f6sterildi\u011fi gibi, \u00fc\u00e7 e\u015fmerkezli oval, DL&#8217;yi, yine YZ&#8217;n\u0131n ba\u015fka bir alt k\u00fcmesi olan ML&#8217;nin bir alt k\u00fcmesi olarak tan\u0131mlar. Bu nedenle YZ, ba\u015flang\u0131\u00e7ta patlak veren her \u015feyi kapsayan bir kavramd\u0131r. Ard\u0131ndan, daha sonra geli\u015fen makine \u00f6\u011frenimi ve son olarak, \u015fimdi yapay zekan\u0131n ilerlemelerini ba\u015fka bir d\u00fczeye y\u00fckseltmeyi vaat eden DL izledi.<\/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-77902da elementor-widget elementor-widget-heading\" data-id=\"77902da\" 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 \u00d6rnekleri\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-84aa35e elementor-widget elementor-widget-text-editor\" data-id=\"84aa35e\" 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><span>Facebook Arkada\u015f \u00d6nerileri<\/span><\/li><li><span>Siri, Alexa ve di\u011fer ak\u0131ll\u0131 asistanlar<\/span><\/li><li><span>s\u00fcr\u00fcc\u00fcs\u00fcz arabalar<\/span><\/li><li><span>Robo-dan\u0131\u015fmanlar<\/span><\/li><li><span>konu\u015fma robotlar\u0131<\/span><\/li><li><span>E-posta spam filtreleri<\/span><\/li><li><span>Netflix&#8217;in \u00f6nerileri<\/span><\/li><li><span>Proaktif sa\u011fl\u0131k y\u00f6netimi<\/span><\/li><li><span>Hastal\u0131k haritalamas\u0131<\/span><\/li><li><span>Otomatik finansal yat\u0131r\u0131m<\/span><\/li><li><span>Sanal seyahat rezervasyon acentesi<\/span><\/li><li><span>Sosyal medya takibi<\/span><\/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-e0c549e elementor-widget elementor-widget-heading\" data-id=\"e0c549e\" 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 Zekan\u0131n Gelece\u011fi\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2589d76 elementor-widget elementor-widget-text-editor\" data-id=\"2589d76\" 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>\u0130nsanl\u0131k olarak teknolojik de\u011fi\u015fimler ve kurgudan her zaman etkilenmi\u015fizdir, \u015fu anda tarihimizin en b\u00fcy\u00fck geli\u015fmelerinin ortas\u0131nda ya\u015f\u0131yoruz.\u00a0Yapay Zeka, teknoloji alan\u0131nda bir sonraki b\u00fcy\u00fck \u015fey olarak ortaya \u00e7\u0131kt\u0131.\u00a0D\u00fcnyan\u0131n d\u00f6rt bir yan\u0131ndaki kurulu\u015flar, yapay zeka ve makine \u00f6\u011freniminde \u00e7\u0131\u011f\u0131r a\u00e7an yeniliklerle kar\u015f\u0131m\u0131za \u00e7\u0131k\u0131yor.\u00a0Yapay zeka, yaln\u0131zca her end\u00fcstrinin ve her insan\u0131n gelece\u011fini etkilemekle kalm\u0131yor, ayn\u0131 zamanda b\u00fcy\u00fck veri, robotik ve Nesnelerin \u0130nterneti gibi geli\u015fmekte olan teknolojilerin ana itici g\u00fcc\u00fc olarak hareket ediyor.\u00a0B\u00fcy\u00fcme h\u0131z\u0131 g\u00f6z \u00f6n\u00fcne al\u0131nd\u0131\u011f\u0131nda, \u00f6ng\u00f6r\u00fclebilir gelecek i\u00e7in teknolojik bir yenilik\u00e7i olarak hareket etmeye devam edecektir.\u00a0Bu nedenle, e\u011fitimli ve sertifikal\u0131 profesyonellerin \u00f6d\u00fcllendirici bir kariyere girmeleri i\u00e7in muazzam f\u0131rsatlar var.\u00a0Bu teknolojiler geli\u015fmeye devam ederken,<\/p><h3><strong>Yapay Zekada Kariyer F\u0131rsatlar\u0131<\/strong><\/h3><ul><li><strong>Yapay Zeka ve Makine \u00d6\u011frenimi Geli\u015ftiricisi\/M\u00fchendisi<\/strong><\/li><\/ul><p>Yapay Zeka ve Makine \u00d6\u011frenimi M\u00fchendisi\/Geli\u015ftiricisi, istatistiksel analiz yapmaktan, istatistiksel testler y\u00fcr\u00fctmekten ve istatistiksel tasar\u0131mlar\u0131 uygulamaktan sorumludur.\u00a0Ayr\u0131ca, derin \u00f6\u011frenme sistemleri geli\u015ftirir, makine \u00f6\u011frenimi programlar\u0131n\u0131 y\u00f6netir, makine \u00f6\u011frenimi algoritmalar\u0131n\u0131 uygular vb.\u00a0<\/p><p dir=\"ltr\">Bu nedenle, temel olarak \u015firket i\u00e7in YZ ve ML tabanl\u0131 \u00e7\u00f6z\u00fcmler kullan\u0131yorlar. Yapay zeka ve makine \u00f6\u011frenimi geli\u015ftiricisi olmak i\u00e7in Python, Scala ve Java&#8217;da iyi programlama becerilerine ihtiyac\u0131n\u0131z olacak. Azure ML Studio, Apache Hadoop, Amazon ML vb. \u00e7er\u00e7eveler \u00fczerinde \u00e7al\u0131\u015f\u0131rs\u0131n\u0131z. Belirlenen yapay zeka\u00a0<strong dir=\"ltr\">m\u00fchendisi \u00f6\u011frenme yolunda<\/strong>\u00a0ilerlerseniz , ba\u015far\u0131 tamamen sizindir!\u00a0Hindistan&#8217;da bir yapay zeka m\u00fchendisinin ortalama maa\u015f\u0131n\u0131n, y\u0131lda 4 Lakhs INR ile 20 Lakhs INR aras\u0131nda de\u011fi\u015fti\u011fi bulundu.\u00a0<\/p><ul><li><strong>Yapay Zeka Analisti\/Uzman\u0131<\/strong><\/li><\/ul><p dir=\"ltr\"><strong dir=\"ltr\">Bir yapay zeka analisti<\/strong> veya uzman\u0131n\u0131n rol\u00fc,\u00a0bir yapay zeka m\u00fchendisininkine benzer.\u00a0Temel sorumluluk, belirli veri k\u00fcmelerinin e\u011filimlerini ve modellerini incelemek i\u00e7in veri analizi becerilerini kullanarak belirli bir sekt\u00f6r taraf\u0131ndan sunulan hizmetleri geli\u015ftirmeye y\u00f6nelik yapay zeka odakl\u0131 \u00e7\u00f6z\u00fcmlere ve planlara hitap etmektir.\u00a0\u0130ster sa\u011fl\u0131k sekt\u00f6r\u00fc, ister finans sekt\u00f6r\u00fc, jeoloji sekt\u00f6r\u00fc, siber g\u00fcvenlik veya ba\u015fka herhangi bir sekt\u00f6r hakk\u0131nda konu\u015fun, YZ analistlerinin veya uzmanlar\u0131n\u0131n her yerde olduk\u00e7a iyi bir etkiye sahip oldu\u011fu g\u00f6r\u00fcl\u00fcyor. Bir Yapay Zeka Analisti\/Uzman\u0131 iyi bir programlama, sistem analizi ve hesaplamal\u0131 istatistik ge\u00e7mi\u015fine sahip olmal\u0131d\u0131r. Lisans veya e\u015fde\u011feri bir derece, giri\u015f seviyesi bir pozisyon alman\u0131za yard\u0131mc\u0131 olabilir, ancak temel YZ analisti pozisyonlar\u0131 i\u00e7in bir y\u00fcksek lisans veya e\u015fde\u011feri bir derece \u015fartt\u0131r.\u00a0<strong dir=\"ltr\">Bir yapay zeka analistinin<\/strong> ortalama maa\u015f\u0131 y\u0131llar\u0131n deneyimine ve \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131z \u015firkete ba\u011fl\u0131 olarak y\u0131lda INR 3 Lakhs ile y\u0131lda 10 Lakhs aras\u0131nda herhangi bir yerde olabilir.\u00a0<\/p><ul><li><strong>Veri Bilimcisi<\/strong><\/li><\/ul><p dir=\"ltr\">Veri bilimcilere\u00a0olan b\u00fcy\u00fck talep nedeniyle, terime zaten a\u015fina olma ihtimaliniz y\u00fcksektir.\u00a0Bir veri bilimcinin rol\u00fc, de\u011ferli veri ak\u0131\u015flar\u0131n\u0131 ve kaynaklar\u0131n\u0131 tan\u0131mlamay\u0131, veri toplama s\u00fcre\u00e7lerinin otomasyonu i\u00e7in veri m\u00fchendisleriyle birlikte \u00e7al\u0131\u015fmay\u0131, b\u00fcy\u00fck verilerle u\u011fra\u015fmay\u0131, tahmine dayal\u0131 makine \u00f6\u011frenimi modelleri geli\u015ftirmeye y\u00f6nelik e\u011filimleri ve kal\u0131plar\u0131 \u00f6\u011frenmek i\u00e7in b\u00fcy\u00fck miktarda veriyi analiz etmeyi i\u00e7erir.\u00a0Bir veri bilimcisi, ilgi \u00e7ekici g\u00f6rselle\u015ftirme ara\u00e7lar\u0131 ve teknikleri yard\u0131m\u0131yla karar vericiler i\u00e7in \u00e7\u00f6z\u00fcmler ve stratejiler geli\u015ftirmekten de sorumludur.\u00a0SQL, Python, Scala, SAS, SSAS ve R, bir veri bilimcisi i\u00e7in en yararl\u0131 ara\u00e7lard\u0131r.\u00a0Amazon ML, Azure ML Studio, Spark MLlib vb. \u00e7er\u00e7eveler \u00fczerinde \u00e7al\u0131\u015fmalar\u0131 gerekir.\u00a0Hindistan&#8217;da bir veri bilimcisinin ortalama maa\u015f\u0131 y\u0131ll\u0131k INR 5-22 Lakhs,\u00a0<\/p><ul><li><strong>Ara\u015ft\u0131rmac\u0131 bilim adam\u0131<\/strong><\/li><\/ul><p dir=\"ltr\"><strong dir=\"ltr\">Ara\u015ft\u0131rma Bilimcisi, di\u011fer b\u00fcy\u00fcleyici yapay zeka i\u015flerinden<\/strong> biridir..\u00a0Bu yapay zeka i\u015f pozisyonu, ger\u00e7ek d\u00fcnya sorunlar\u0131na yapay zeka odakl\u0131 \u00e7\u00f6z\u00fcmler geli\u015ftirmek ve ke\u015ffetmek i\u00e7in Yapay Zeka ve Makine \u00d6\u011frenimi alan\u0131n\u0131 ara\u015ft\u0131rmakla ilgili sorumluluklara sahiptir.\u00a0Bildi\u011fimiz gibi, hangi ak\u0131\u015fta olursa olsun ara\u015ft\u0131rma, temel uzmanl\u0131k gerektirir.\u00a0Ayn\u0131 \u015fekilde, bir ara\u015ft\u0131rmac\u0131 bilim insan\u0131n\u0131n rol\u00fc, Hesaplamal\u0131 \u0130statistik, Uygulamal\u0131 Matematik, Derin \u00d6\u011frenme, Makine \u00d6\u011frenimi ve Sinir A\u011flar\u0131 gibi \u00e7e\u015fitli YZ disiplinlerinde ustal\u0131k gerektirir.\u00a0Bir ara\u015ft\u0131rma bilim insan\u0131n\u0131n Python, Scala, SAS, SSAS ve R programlama becerilerine sahip olmas\u0131 beklenir.\u00a0Apache Hadoop, Apache Signa, Scikit Learn, H20, ara\u015ft\u0131rma bilimcisi olarak \u00fczerinde \u00e7al\u0131\u015f\u0131labilecek baz\u0131 yayg\u0131n \u00e7er\u00e7evelerdir.\u00a0Geli\u015fmi\u015f bir y\u00fcksek lisans veya doktora derecesi, yapay zeka ara\u015ft\u0131rma bilimcisi olmak i\u00e7in bir zorunluluktur.\u00a0Mevcut ara\u015ft\u0131rmalara g\u00f6re,\u00a0<\/p><ul><li><strong>\u00dcr\u00fcn M\u00fcd\u00fcr\u00fc<\/strong><\/li><\/ul><p dir=\"ltr\">G\u00fcn\u00fcm\u00fczde \u00f6nde gelen her \u015firkette, bir \u00fcr\u00fcn y\u00f6neticisinin\u00a0i\u015fi,\u00a0<strong dir=\"ltr\">yapay zekan\u0131n<\/strong> \u00f6nemli bir rol\u00fcn\u00fc i\u00e7ermektedir .Stratejik olarak veri toplayarak zorlu sorunlar\u0131 \u00e7\u00f6zmek, bir \u00fcr\u00fcn y\u00f6neticisinin g\u00f6revidir.\u00a0\u0130lgili i\u015fi engelleyen sorunlar\u0131 belirleme ve veri yorumlama i\u00e7in ilgili veri k\u00fcmelerini daha fazla toplama becerisine sahip olman\u0131z gerekir.\u00a0Veri yorumlamas\u0131 yap\u0131ld\u0131ktan sonra, \u00fcr\u00fcn y\u00f6neticisi, veri yorumlamas\u0131ndan elde edilen \u00e7\u0131kar\u0131mlar\u0131n tasvir etti\u011fi i\u015f etkilerini de\u011ferlendirmek i\u00e7in etkili yapay zeka stratejileri uygular.\u00a0\u00d6nemli i\u015f rol\u00fc g\u00f6z \u00f6n\u00fcne al\u0131nd\u0131\u011f\u0131nda, her kurulu\u015fun verimli bir \u00fcr\u00fcn y\u00f6neticisine ihtiyac\u0131 vard\u0131r.\u00a0Bu nedenle, bir \u00fcr\u00fcn y\u00f6neticisinin bir \u00fcr\u00fcn\u00fcn aktif olarak \u00e7al\u0131\u015fmas\u0131n\u0131 sa\u011flad\u0131\u011f\u0131n\u0131 s\u00f6yleyebiliriz.\u00a0Python, R, SQL ve di\u011fer temel diller gibi iyi uygulamal\u0131 programlama dillerine sahip olunmal\u0131d\u0131r.\u00a0Ba\u015flang\u0131\u00e7ta, bir \u00fcr\u00fcn m\u00fcd\u00fcr\u00fcn\u00fcn ortalama maa\u015f\u0131, sonraki y\u0131llarda bir Crore&#8217;a kadar \u00e7\u0131kabilen, y\u0131ll\u0131k INR 7-8 Lakhs civar\u0131ndad\u0131r.\u00a0\u00dccretsiz \u00f6\u011fle yeme\u011fi diye bir \u015fey yoktur;\u00a0benzer \u015fekilde, \u00fcr\u00fcn y\u00f6neticisi olarak i\u015fe girmek i\u00e7in YZ-ML, Bilgisayar Bilimi, \u0130statistik, Pazarlama ile ilgili temel kavramlar hakk\u0131nda derinlemesine bilgi sahibi olman\u0131z gerekir.\u00a0Nihayetinde, deneyim, beceriler, \u015firket ve konumlar, bir \u00fcr\u00fcn y\u00f6neticisi olarak maa\u015f\u0131n\u0131z\u0131 belirleyen ba\u015fl\u0131ca fakt\u00f6rlerdir.\u00a0<\/p><ul><li><strong>robot bilimcisi<\/strong><\/li><\/ul><p dir=\"ltr\">K\u00fcresel otomasyon trendlerinin liderli\u011fini ve yapay zeka alan\u0131nda roboti\u011fin ortaya \u00e7\u0131k\u0131\u015f\u0131n\u0131 takip ederek, bunun kesinlikle robot bilimciler i\u00e7in filizlenen talebin bir i\u015fareti oldu\u011funu s\u00f6yleyebiliriz.\u00a0Teknolojinin \u00f6nc\u00fc hale geldi\u011fi bu h\u0131zl\u0131 tempolu d\u00fcnyada, robotlar ger\u00e7ekten de manuel veya tekrarlayan ve s\u0131k\u0131c\u0131 g\u00f6revleri yerine getiren insanlar\u0131n i\u015fini \u00e7al\u0131yor.\u00a0Aksine robotik alan\u0131nda uzman profesyonellere istihdam sa\u011flamaktad\u0131r.\u00a0Bu robotik sistemleri kurmak ve y\u00f6netmek i\u00e7in bir robot m\u00fchendisine ihtiyac\u0131m\u0131z var.\u00a0Robotik m\u00fchendisi olarak kariyer yapmak i\u00e7in robotik, Bilgisayar Bilimi veya M\u00fchendislik alanlar\u0131nda y\u00fcksek lisans derecesine sahip olman\u0131z gerekir.\u00a0<strong dir=\"ltr\">Bir robot bilimcisi, di\u011fer ilgin\u00e7 ve y\u00fcksek maa\u015fl\u0131 yapay zeka\u00a0<\/strong><strong dir=\"ltr\">kariyerlerinden<\/strong> biridir. \u00dcstlenmek Robotlar\u0131n ne kadar karma\u015f\u0131k oldu\u011funun zaten fark\u0131nda oldu\u011fumuz i\u00e7in, onlarla m\u00fccadele etmek farkl\u0131 disiplinlerde bilgi gerektiriyor. Robotik alan\u0131 ilginizi \u00e7ekiyorsa ve programlama, mekanik, elektronik, elektrik, alg\u0131lama ve psikoloji ve bili\u015fte bir dereceye kadar iyiyseniz, bu kariyer se\u00e7ene\u011fini tercih etmekte fayda var.\u00a0<\/p>\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-03883b3 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"03883b3\" 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-e968b77\" data-id=\"e968b77\" 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-4c7a894 elementor-widget elementor-widget-image\" data-id=\"4c7a894\" 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-7079f1a elementor-widget elementor-widget-heading\" data-id=\"7079f1a\" 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-b3934b1 elementor-widget elementor-widget-heading\" data-id=\"b3934b1\" 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-398219f elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"398219f\" 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-fe6400e\" data-id=\"fe6400e\" 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-7c70db7 elementor-widget elementor-widget-heading\" data-id=\"7c70db7\" 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-73cf95e 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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>2023&#8217;te Yapay Zeka Nedir? T\u00fcrleri, E\u011filimleri ve Gelece\u011fi? 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