{"id":5495,"date":"2023-09-08T09:06:24","date_gmt":"2023-09-08T09:06:24","guid":{"rendered":"https:\/\/aix.web.tr\/?p=5495"},"modified":"2023-09-08T09:06:26","modified_gmt":"2023-09-08T09:06:26","slug":"yapay-zeka-ogrenmeye-nereden-baslanir","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/yapay-zeka-ogrenmeye-nereden-baslanir\/","title":{"rendered":"Yapay zeka \u00f6\u011frenmeye nereden ba\u015flan\u0131r?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"5495\" class=\"elementor elementor-5495\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-bdb0da3 elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bdb0da3\" 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-a41eecb\" data-id=\"a41eecb\" 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-9f45bd0 elementor-widget elementor-widget-heading\" data-id=\"9f45bd0\" 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\">Yapay zeka \u00f6\u011frenmeye nereden ba\u015flan\u0131r?<\/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-37c1b74 elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"37c1b74\" 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-d635e5d\" data-id=\"d635e5d\" 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-7486c52 elementor-widget elementor-widget-text-editor\" data-id=\"7486c52\" 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><a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-nedir\/\">Yapay zeka<\/a> b\u00fcy\u00fcleyici ve b\u00fcy\u00fcyen bir aland\u0131r. Bilim kurgu filmlerinde tasvir edilen robot hizmet\u00e7ilerden \u00e7ok uzakta olsak da YZ halihaz\u0131rda g\u00fcnl\u00fck hayat\u0131m\u0131z\u0131n bir par\u00e7as\u0131. Otonom arabalar gibi baz\u0131 YZ uygulamalar\u0131 hala geli\u015ftirme a\u015famas\u0131nda olsa da, tahmine dayal\u0131 analiz gibi di\u011fer kullan\u0131mlar zaten mevcut.\u00a0<\/p><p>YZ, t\u00fcm sekt\u00f6rlerde uygulamalar\u0131 olan \u00e7ok y\u00f6nl\u00fc bir aland\u0131r; bu da YZ ile ilgili i\u015flerin y\u00fcksek talep g\u00f6rd\u00fc\u011f\u00fc anlam\u0131na gelir. Bir McKinsey anketi, yapay zekan\u0131n hizmet operasyonu optimizasyonu, \u00fcr\u00fcn geli\u015ftirme, risk modelleme ve sahtekarl\u0131\u011f\u0131n \u00f6nlenmesi i\u00e7in giderek daha fazla kullan\u0131ld\u0131\u011f\u0131n\u0131 ortaya \u00e7\u0131kard\u0131. \u015eimdi ile 2030 aras\u0131nda bilgisayar ve bilgi ara\u015ft\u0131rma i\u015flerine olan talebin %22 oran\u0131nda artmas\u0131 bekleniyor.\u00a0<\/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-85639fa elementor-widget elementor-widget-image\" data-id=\"85639fa\" 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=\"411\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Yapay-zeka-ogrenmeye-nereden-baslanir.webp\" class=\"attachment-large size-large wp-image-5499\" alt=\"Yapay zeka \u00f6\u011frenmeye nereden ba\u015flan\u0131r?\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Yapay-zeka-ogrenmeye-nereden-baslanir.webp 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Yapay-zeka-ogrenmeye-nereden-baslanir-300x146.webp 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Yapay-zeka-ogrenmeye-nereden-baslanir-768x374.webp 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Yapay-zeka-ogrenmeye-nereden-baslanir-18x9.webp 18w\" sizes=\"(max-width: 843px) 100vw, 843px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Yapay zeka \u00f6\u011frenmeye nereden ba\u015flan\u0131r?<\/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-422a3d3 elementor-widget elementor-widget-heading\" data-id=\"422a3d3\" 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 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-275e4b9 elementor-widget elementor-widget-text-editor\" data-id=\"275e4b9\" 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><a href=\"https:\/\/www.ibm.com\/cloud\/learn\/what-is-artificial-intelligence\" rel=\"noreferrer noopener\" target=\"_blank\">Yapay zeka,<\/a> insan zekas\u0131yla ilgili g\u00f6revleri taklit edebilen bilgisayar programlar\u0131n\u0131n olu\u015fturulmas\u0131d\u0131r. YZ, bilgisayar programlamay\u0131 ve b\u00fcy\u00fck veri k\u00fcmelerini kullanarak sorunlar\u0131 \u00e7\u00f6zer. YZ alan\u0131, bilgisayarlar\u0131n deneyimlerden &#8220;\u00f6\u011frenmesine&#8221; ve insan benzeri g\u00f6revleri genellikle insanlardan \u00e7ok daha verimli bir \u015fekilde ger\u00e7ekle\u015ftirmesine olanak tan\u0131yan makine \u00f6\u011frenimini, derin \u00f6\u011frenmeyi ve do\u011fal dil i\u015flemeyi i\u00e7erir.\u00a0<\/p><p>Bu t\u00fcr yapay zekaya dar veya zay\u0131f YZ denir. Bu durumlarda bilgisayar, b\u00fcy\u00fck veri k\u00fcmelerindeki kal\u0131plar\u0131 tan\u0131yarak belirli bir g\u00f6revi yerine getirir. Dar YZ&#8217;ya\u00f6rnek olarak yay\u0131n platformunuzdan, satran\u00e7 botlar\u0131n\u0131zdan ve ak\u0131ll\u0131 hoparl\u00f6rlerinizden gelen \u00f6neriler verilebilir.\u00a0<\/p><p>Dar YZ girdilere uyum sa\u011flayabilse de verilen parametrelerin d\u0131\u015f\u0131nda performans g\u00f6steremez. Yine de kullan\u0131m alanlar\u0131 var. D\u00f6rd\u00fcnc\u00fc Sanayi Devrimi ve modern i\u015fletmelerin dijital \u00f6ncelikli yakla\u015f\u0131m\u0131, dar yapay zeka uygulamalar\u0131n\u0131 besleyebilecek muazzam miktarda veri \u00fcretiyor.<\/p><p><a href=\"https:\/\/www.nature.com\/articles\/s41599-020-0494-4\" rel=\"noreferrer noopener\" target=\"_blank\">Yapay genel zeka<\/a> (AGI) olarak da adland\u0131r\u0131lan g\u00fc\u00e7l\u00fc YZ, bilim kurgu kurgular\u0131ndaki robotlarla ili\u015fkilendirilen YZ t\u00fcr\u00fcd\u00fcr. Bu t\u00fcr bir yapay zeka yak\u0131n zamanda ger\u00e7ekle\u015fmeyecek, ancak geli\u015ftiriciler tahmin ve kontrol modelleri gibi <a href=\"https:\/\/deepmind.com\/blog\/article\/real-world-challenges-for-agi\" rel=\"noreferrer noopener\" target=\"_blank\">AGI ile ilgili zorluklar\u0131n \u00fcstesinden gelmek i\u00e7in \u00e7al\u0131\u015f\u0131yorlar.<\/a><\/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-b3301da elementor-widget elementor-widget-heading\" data-id=\"b3301da\" 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\">Neden Yapay Zeka \u00d6\u011frenmeli?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ebf982f elementor-widget elementor-widget-text-editor\" data-id=\"ebf982f\" 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><a href=\"https:\/\/deepmind.com\/blog\/article\/putting-the-power-of-alphafold-into-the-worlds-hands\" rel=\"noreferrer noopener\" target=\"_blank\">YZ, hastal\u0131klar, kirlilik ve iklim de\u011fi\u015fikli\u011fi de<\/a> dahil olmak \u00fczere toplumun en acil sorunlar\u0131na \u00e7\u00f6z\u00fcm bulma konusunda \u00f6n saflarda yer alan heyecan verici bir aland\u0131r. Ayn\u0131 zamanda ekonominin h\u0131zla b\u00fcy\u00fcyen bir sekt\u00f6r\u00fcd\u00fcr ve YZ yaz\u0131l\u0131m gelirinin\u00a0<a href=\"https:\/\/www.gartner.com\/en\/newsroom\/press-releases\/2021-11-22-gartner-forecasts-worldwide-artificial-intelligence-software-market-to-reach-62-billion-in-2022#:~:text=Market%20Growth%20Will%20Accelerate%20as,new%20forecast%20from%20Gartner%2C%20Inc.\" rel=\"noreferrer noopener\" target=\"_blank\">\u00f6nceki y\u0131la g\u00f6re %21,3<\/a> artarak 2022&#8217;de toplam 62,5 milyar dolara ula\u015fmas\u0131 bekleniyor. YZ&#8217;y\u0131 \u00f6\u011frenerek, kar\u015f\u0131l\u0131\u011f\u0131n\u0131 veren zorlu ve \u00f6d\u00fcllendirici bir kariyere haz\u0131rlanacaks\u0131n\u0131z. Bir YZ m\u00fchendisinin ortalama taban maa\u015f\u0131\u00a0<a href=\"https:\/\/www.glassdoor.com\/Salaries\/ai-engineer-salary-SRCH_KO0,11.htm\" rel=\"noreferrer noopener\" target=\"_blank\">119.000 dolar\u0131n<\/a> \u00fczerindedir.\u00a0<\/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-e8935e7 elementor-widget elementor-widget-heading\" data-id=\"e8935e7\" 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\">Bir Yapay Zeka M\u00fchendisi Ne Yapar?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-daeea78 elementor-widget elementor-widget-text-editor\" data-id=\"daeea78\" 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><a href=\"https:\/\/csuglobal.edu\/blog\/what-does-an-ai-engineer-actually-do\" rel=\"noreferrer noopener\" target=\"_blank\">Bir yapay zeka m\u00fchendisinin<\/a> rolleri ve sorumluluklar\u0131\u00a0sekt\u00f6rlerine g\u00f6re de\u011fi\u015fecektir ancak genel olarak konu\u015fursak, YZ m\u00fchendisleri daha iyi kararlar almak, performans\u0131 iyile\u015ftirmek ve verimlili\u011fi art\u0131rmak i\u00e7in YZ sistemleri ve uygulamalar\u0131 geli\u015ftirir. YZ m\u00fchendisli\u011fi \u015funlar\u0131 yapman\u0131z\u0131 gerektiren karma\u015f\u0131k bir i\u015ftir:\u00a0<\/p><ul><li>YZ y\u00f6ntemlerini kullanarak hedeflere ula\u015f\u0131n\u00a0<\/li><li>Mant\u0131k, olas\u0131l\u0131k analizi ve makine \u00f6\u011frenimi ile sorunlar\u0131 \u00e7\u00f6zme<\/li><li>Sistemleri analiz ederek geli\u015ftirme projelerini izleyin ve y\u00f6nlendirin<\/li><li>Konu\u015fma tan\u0131ma, veri i\u015fleme, veri madencili\u011fi ve robot bilimindeki en iyi uygulamalar\u0131 anlay\u0131n ve uygulay\u0131n\u00a0<\/li><\/ul>\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-ab258c1 elementor-widget elementor-widget-image\" data-id=\"ab258c1\" 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=\"422\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/yapay-zeka-dusunme-1024x512.png\" class=\"attachment-large size-large wp-image-5500\" alt=\"yapay-zeka-d\u00fc\u015f\u00fcnme\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/yapay-zeka-dusunme-1024x512.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/yapay-zeka-dusunme-300x150.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/yapay-zeka-dusunme-768x384.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/yapay-zeka-dusunme-18x9.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/yapay-zeka-dusunme.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\">yapay-zeka-d\u00fc\u015f\u00fcnme<\/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-b7e0464 elementor-widget elementor-widget-heading\" data-id=\"b7e0464\" 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 Zekay\u0131 Etkili Bir \u015eekilde \u00d6\u011frenmek i\u00e7in 8 Ad\u0131m\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3f25847 elementor-widget elementor-widget-text-editor\" data-id=\"3f25847\" 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 id=\"rank-math-howto\" class=\"rank-math-block\"><ol class=\"rank-math-steps \"><li id=\"howto-step-1668232185615\" class=\"rank-math-step\"><p class=\"rank-math-step-title \">\u00d6nko\u015fullar\u0131 Anlay\u0131n<\/p><\/li><li id=\"howto-step-1668232237579\" class=\"rank-math-step\"><p class=\"rank-math-step-title \">As Yapay Zeka Teorisi<\/p><\/li><li id=\"howto-step-1668232268874\" class=\"rank-math-step\"><p class=\"rank-math-step-title \">Ana Veri \u0130\u015fleme<\/p><\/li><li id=\"howto-step-1668232302068\" class=\"rank-math-step\"><p class=\"rank-math-step-title \">YZ Projeleri \u00dczerinde \u00c7al\u0131\u015fmak<\/p><\/li><li id=\"howto-step-1668232324264\" class=\"rank-math-step\"><p class=\"rank-math-step-title \">YZ Ara\u00e7lar\u0131yla \u00d6\u011frenin ve \u00c7al\u0131\u015f\u0131n<\/p><\/li><li id=\"howto-step-1668232340058\" class=\"rank-math-step\"><p class=\"rank-math-step-title \">YZ Kurslar\u0131n\u0131 Tercih Edin<\/p><\/li><li id=\"howto-step-1668232353491\" class=\"rank-math-step\"><p class=\"rank-math-step-title \">Staj Ba\u015fvurusu Yap\u0131n<\/p><\/li><li id=\"howto-step-1668232368293\" class=\"rank-math-step\"><p class=\"rank-math-step-title \">Bir i\u015fe girmek<\/p><\/li><\/ol><\/div><p>YZ&#8217;y\u0131 \u00f6\u011frenmenin \u00f6n\u00fcndeki en b\u00fcy\u00fck engellerden biri nereden ba\u015flayaca\u011f\u0131n\u0131 bilmemektir. Bir\u00e7ok bile\u015fenden olu\u015fan geni\u015f bir aland\u0131r. Yapay zekayla ilgili kavramlar\u0131n \u00e7o\u011fu ileri matematik ve bi\u00e7imsel mant\u0131\u011fa dayan\u0131yor ve bu da sekt\u00f6re kat\u0131lman\u0131n \u00f6n\u00fcnde engel te\u015fkil edebiliyor. Bu engellerin \u00fcstesinden gelmenize yard\u0131mc\u0131 olmak i\u00e7in yapay zeka alan\u0131n\u0131 ustal\u0131\u011fa y\u00f6nelik y\u00f6netilebilir, ad\u0131m ad\u0131m bir k\u0131lavuza ay\u0131rd\u0131k.<\/p><h3 class=\"wp-block-heading\"><strong>\u00d6nko\u015fullar\u0131 Anlay\u0131n<\/strong><\/h3><p>YZ&#8217;y\u0131 \u00f6\u011frenmeye ba\u015flamadan \u00f6nce a\u015fa\u011f\u0131daki alanlarda sa\u011flam bir temele sahip olmal\u0131s\u0131n\u0131z.<\/p><h4 class=\"wp-block-heading\"><strong>Bilgisayar Biliminin Temelleri<\/strong><\/h4><p>YZ \u00a0programlamaya ba\u015flamadan \u00f6nce <a href=\"https:\/\/cty.jhu.edu\/programs\/summer\/courses\/fundamentals-of-computer-science-fcps\" rel=\"noreferrer noopener\" target=\"_blank\">bilgisayar biliminin<\/a> temel ilkelerini anlaman\u0131z gerekir.\u00a0Bu i\u00e7erir:\u00a0<\/p><ul><li>Boole cebiri, ikili matematik ve hesaplama teorisi gibi teori ve algoritmalar<\/li><li>Bilgisayarlar\u0131n fiziksel bile\u015fenleri, dijital mant\u0131k, bilgisayar mimarisi ve a\u011f mimarisi dahil olmak \u00fczere bilgisayar donan\u0131m sistemleri\u00a0<\/li><li>Programlama dilleri, derleyiciler, bilgisayar grafikleri ve i\u015fletim sistemleri gibi yaz\u0131l\u0131m sistemleri ve \u00f6\u011feleri<\/li><\/ul><h4 class=\"wp-block-heading\"><strong>Olas\u0131l\u0131k ve \u0130statistik<\/strong><\/h4><p>Olas\u0131l\u0131k, bilgisayara belirsizlik kar\u015f\u0131s\u0131nda &#8220;ak\u0131l y\u00fcr\u00fctmeyi&#8221; \u00f6\u011fretmenize olanak tan\u0131d\u0131\u011f\u0131 i\u00e7in YZ&#8217;da kullan\u0131lan temel ilkelerden biridir. Makineler istatistikler yoluyla anlad\u0131klar\u0131 veriler arac\u0131l\u0131\u011f\u0131yla \u00f6\u011frenirler. Olas\u0131l\u0131k ve istatistik a\u015fa\u011f\u0131daki gibi sorulara cevap verebilir:\u00a0<\/p><ul><li>En yayg\u0131n sonu\u00e7 nedir?\u00a0<\/li><li>Beklenen sonu\u00e7 nedir?\u00a0<\/li><li>Veriler neye benziyor?\u00a0<\/li><\/ul><p>YZ&#8217;ya y\u00f6nelik olas\u0131l\u0131k ve istatistikler a\u015fa\u011f\u0131daki konulardan baz\u0131lar\u0131n\u0131 i\u00e7ermelidir:<\/p><ul><li>Verilerin say\u0131sal ve grafiksel a\u00e7\u0131klamas\u0131<\/li><li>Olas\u0131l\u0131k unsurlar\u0131<\/li><li>\u00d6rnekleme da\u011f\u0131l\u0131mlar\u0131<\/li><li>Olas\u0131l\u0131k da\u011f\u0131l\u0131m fonksiyonlar\u0131<\/li><li>N\u00fcfus parametrelerinin tahmini<\/li><li>Hipotez testleri\u00a0<\/li><\/ul><h4 class=\"wp-block-heading\"><strong>Matematik<\/strong><\/h4><p><a href=\"https:\/\/www.linkedin.com\/pulse\/want-get-ai-you-need-learn-lot-math-heres-how-ken-urquhart-phd\/\" rel=\"noreferrer noopener\" target=\"_blank\">Olas\u0131l\u0131k ve istatisti\u011fe ek olarak, yapay zeka konusunda uzmanla\u015fmak i\u00e7in baz\u0131 matematik<\/a> temellerini de bilmeniz gerekir:<\/p><ul><li>YZ ve makine \u00f6\u011frenimine y\u00f6nelik yakla\u015f\u0131mlar\u0131 anlamak i\u00e7in gerekli olan do\u011frusal cebir<\/li><li>Parametrelerdeki, i\u015flevlerdeki, hatalardaki ve yakla\u015f\u0131mlardaki de\u011fi\u015fikliklerle ilgilenen temel diferansiyel ve baz\u0131 \u00e7ok de\u011fi\u015fkenli hesaplamalar<\/li><li>YZ&#8217;n\u0131n temel fikirleri olan koordinat ve do\u011frusal olmayan d\u00f6n\u00fc\u015f\u00fcmler<\/li><li>Veri k\u00fcmelerine dayal\u0131 tahminler yapmak i\u00e7in do\u011frusal ve y\u00fcksek dereceli regresyonlar<\/li><li>Verileri s\u0131n\u0131fland\u0131rmak i\u00e7in lojistik regresyon\u00a0<\/li><li>Matematik form\u00fcllerini etkili koda d\u00f6n\u00fc\u015ft\u00fcrmek i\u00e7in say\u0131sal analiz<\/li><\/ul><h4 class=\"wp-block-heading\"><strong>Programlama<\/strong><\/h4><p>Ayr\u0131ca YZ uygulamalar\u0131 geli\u015ftirmeye uygun <a href=\"https:\/\/towardsdatascience.com\/top-programming-languages-for-ai-engineers-in-2020-33a9f16a80b0\" rel=\"noreferrer noopener\" target=\"_blank\">programlama dillerine<\/a> de a\u015fina olmak isteyeceksiniz. En yararl\u0131 olanlardan baz\u0131lar\u0131 \u015funlard\u0131r:<\/p><ul><li>\u00d6\u011frenmesi kolay ve yayg\u0131n olarak bulunabilen kaynaklara ve deste\u011fe sahip Python<\/li><li>Kullan\u0131c\u0131 dostu ve platformdan ba\u011f\u0131ms\u0131z Java<\/li><li>B\u00fcy\u00fck veri k\u00fcmelerini i\u015flemek i\u00e7in olu\u015fturulan R<\/li><li>1966&#8217;da\u00a0ilk chatbot terapisti\u00a0<a href=\"https:\/\/web.njit.edu\/~ronkowit\/eliza.html\" rel=\"noreferrer noopener\" target=\"_blank\">Eliza&#8217;y\u0131 yaratmak i\u00e7in kullan\u0131lan Prolog<\/a><\/li><li>En eski ikinci programlama dili olan Lisp, yaln\u0131zca Fortran&#8217;dan \u00f6nce geldi<\/li><li>Veritabanlar\u0131n\u0131 y\u00f6netmek i\u00e7in kullan\u0131lan SQL\u00a0<\/li><\/ul><h4 class=\"wp-block-heading\"><strong>Veri Yap\u0131lar\u0131<\/strong><\/h4><p>\u00d6\u011frenmek i\u00e7in YZ&#8217;n\u0131n veri bi\u00e7iminde girdiye ihtiyac\u0131 vard\u0131r. <a href=\"https:\/\/towardsdatascience.com\/8-common-data-structures-every-programmer-must-know-171acf6a1a42\" rel=\"noreferrer noopener\" target=\"_blank\">Veri yap\u0131lar\u0131,<\/a> etkili bir \u015fekilde kullan\u0131lacak verileri organize etmenin farkl\u0131 y\u00f6ntemleridir. YZ alan\u0131nda bir kariyere ba\u015flamak istiyorsan\u0131z program\u0131n\u0131z i\u00e7in en uygun veri yap\u0131s\u0131n\u0131 nas\u0131l kullanaca\u011f\u0131n\u0131z\u0131 ve uygulayaca\u011f\u0131n\u0131z\u0131 anlaman\u0131z gerekir.\u00a0En yayg\u0131n veri yap\u0131s\u0131 t\u00fcrlerinden baz\u0131lar\u0131 \u015funlard\u0131r:\u00a0<\/p><ul><li>S\u0131ralamak<\/li><li>Ba\u011flant\u0131l\u0131 liste<\/li><li>Y\u0131\u011f\u0131n<\/li><li>S\u0131ra<\/li><li>\u0130kili a\u011fa\u00e7<\/li><li>\u0130kili arama a\u011fac\u0131<\/li><li>Y\u0131\u011f\u0131n<\/li><li>karma<\/li><li>Grafik<\/li><li>Matris<\/li><\/ul><h4 class=\"wp-block-heading\"><strong>Algoritmalar<\/strong><\/h4><p><a href=\"https:\/\/www.wired.com\/insights\/2014\/09\/artificial-intelligence-algorithms-2\/\" target=\"_blank\" rel=\"noopener\">Algoritma<\/a><a href=\"https:\/\/www.wired.com\/insights\/2014\/09\/artificial-intelligence-algorithms-2\/\" rel=\"noreferrer noopener\" target=\"_blank\">,<\/a> bir hesaplaman\u0131n ger\u00e7ekle\u015ftirilmesi i\u00e7in ad\u0131m ad\u0131m y\u00f6ntemler sunar. Makine \u00f6\u011frenmesi kolayla\u015ft\u0131rmak i\u00e7in bilgisayar\u0131n kendi kendine \u00f6\u011frenmesine olanak tan\u0131yan algoritmalar tasarlaman\u0131z gerekir. Algoritmalar \u00f6nerilerde bulunmak i\u00e7in veri madencili\u011fi ve \u00f6r\u00fcnt\u00fc tan\u0131may\u0131 kullanabilir. Uygulamalar izlemeniz i\u00e7in programlar\u0131 bu \u015fekilde \u00f6nerir ve Facebook, ak\u0131\u015f\u0131n\u0131zda nelerin g\u00f6r\u00fcnece\u011fine bu \u015fekilde karar verir.\u00a0<\/p><p><a href=\"https:\/\/www.propublica.org\/article\/how-we-analyzed-the-compas-recidivism-algorithm\" rel=\"noreferrer noopener\" target=\"_blank\">Algoritmalar ayn\u0131 zamanda ev kredilerini onaylamak ve hapis cezalar\u0131na<\/a> karar vermek gibi daha \u00f6nemli ama\u00e7lar i\u00e7in de kullan\u0131l\u0131yor.\u00a0Algoritmalar g\u00fc\u00e7l\u00fc ara\u00e7lard\u0131r ancak bazen g\u00f6r\u00fcnd\u00fckleri kadar objektif de\u011fildirler ve \u00e7ok b\u00fcy\u00fck miktarda veri baz\u0131\u00a0<a href=\"https:\/\/www.tylervigen.com\/spurious-correlations\" rel=\"noreferrer noopener\" target=\"_blank\">sahte korelasyonlara<\/a> yol a\u00e7abilir.\u00a0Bu nedenle algoritmalar\u0131n insan zihninin sa\u011fduyusu ile \u015fekillendirilmesi gerekiyor.<\/p><h3 class=\"wp-block-heading\"><strong>As Yapay Zeka Teorisi\u00a0<\/strong><\/h3><p>\u00d6nko\u015fullar\u0131 \u00f6\u011frendikten sonra YZ teorisine dalmaya haz\u0131rs\u0131n\u0131z. YZ&#8217;y\u0131 y\u00fcz y\u00fcze bir ders arac\u0131l\u0131\u011f\u0131yla m\u0131, h\u0131z\u0131n\u0131z\u0131 kendinize g\u00f6re ayarlayabilece\u011finiz \u00e7evrimi\u00e7i bir kursla m\u0131, yoksa YouTube videolar\u0131yla par\u00e7a par\u00e7a m\u0131 \u00f6\u011frendi\u011finize bak\u0131lmaks\u0131z\u0131n, ayn\u0131 temel teorik kavramlar\u0131 ele alman\u0131z gerekir. \u00d6\u011frenmeniz gereken en \u00f6nemli ilkelerden baz\u0131lar\u0131 \u015funlard\u0131r:<\/p><h4 class=\"wp-block-heading\"><strong>Problem \u00e7\u00f6zme<\/strong><\/h4><p>YZ&#8217;n\u0131n amac\u0131, algoritmalar ve bulu\u015fsal y\u00f6ntemler de dahil olmak \u00fczere bir dizi tekni\u011fi i\u00e7eren bir sorunu \u00e7\u00f6zmektir. Bir yapay zeka sistemi bir arac\u0131y\u0131 ve onun ortam\u0131n\u0131 i\u00e7erir. Yapay zekada arac\u0131, karar veren programd\u0131r. YZ&#8217;da problem \u00e7\u00f6zen bir ki\u015fi, amac\u0131na ula\u015fmaya odaklan\u0131r. Hedef form\u00fcle edildikten sonra, problem form\u00fclasyonu yoluyla problemin \u00e7\u00f6z\u00fcm\u00fcne y\u00f6nelik bir s\u00fcre\u00e7 yarat\u0131l\u0131r. Bu, a\u015fa\u011f\u0131dakiler de dahil olmak \u00fczere \u00e7e\u015fitli bile\u015fenleri i\u00e7erir:\u00a0<\/p><ul><li>Arac\u0131n\u0131n ba\u015flang\u0131\u00e7 \u200b\u200bdurumu<\/li><li>Temsilcinin ger\u00e7ekle\u015ftirebilece\u011fi olas\u0131 eylemler<\/li><li>Her eylemi a\u00e7\u0131klayan bir i\u015flem modeli<\/li><li>Hedefe ula\u015f\u0131l\u0131p ula\u015f\u0131lmad\u0131\u011f\u0131n\u0131 belirlemek i\u00e7in bir hedef testi<\/li><li>Her eylem yolunun maliyeti<\/li><\/ul><h4 class=\"wp-block-heading\"><strong>Muhakeme<\/strong><\/h4><p><a href=\"https:\/\/www.javatpoint.com\/reasoning-in-artificial-intelligence\" rel=\"noreferrer noopener\" target=\"_blank\">Muhakeme,<\/a>\u00a0mevcut bilginize dayanarak sonu\u00e7 \u00e7\u0131karma veya tahminlerde bulunma s\u00fcrecidir.\u00a0Makineler d\u00fc\u015f\u00fcnme yetene\u011fine sahip olmad\u0131klar\u0131 i\u00e7in algoritmalarla bu t\u00fcr ak\u0131l y\u00fcr\u00fctmeleri yapacak \u015fekilde programlanmalar\u0131 gerekir.\u00a0Yapay zekay\u0131 sonu\u00e7lara varacak \u015fekilde programlad\u0131\u011f\u0131n\u0131zda, ona a\u015fa\u011f\u0131dakiler gibi \u00e7e\u015fitli muhakeme y\u00f6ntemlerinden birine dayanarak bir g\u00f6revi nas\u0131l tamamlayaca\u011f\u0131n\u0131 \u00f6\u011fretmeniz gerekir.<\/p><p><strong>T\u00fcmdengelim.\u00a0<\/strong>Bu t\u00fcr ak\u0131l y\u00fcr\u00fctme, bir arg\u00fcman\u0131n \u00f6nc\u00fcl\u00fcn\u00fcn ge\u00e7erli olup olmad\u0131\u011f\u0131n\u0131 belirlemek i\u00e7in mevcut verileri kullan\u0131r.\u00a0Genel ilkeleri belirli bir duruma uygulayan bir t\u00fcr ak\u0131l y\u00fcr\u00fctmedir.\u00a0E\u011fer mant\u0131\u011fa giri\u015f dersi ald\u0131ysan\u0131z muhtemelen temel t\u00fcmdengelimli ak\u0131l y\u00fcr\u00fctme \u00f6rne\u011fini hat\u0131rlars\u0131n\u0131z: E\u011fer b\u00fct\u00fcn insanlar \u00f6l\u00fcml\u00fcyse ve Sokrates de bir insansa, o zaman Sokrates \u00f6l\u00fcml\u00fcd\u00fcr.\u00a0<\/p><p><strong>End\u00fcktif ak\u0131l y\u00fcr\u00fctme.\u00a0<\/strong>T\u00fcmdengelimli ak\u0131l y\u00fcr\u00fctmenin aksine, t\u00fcmevar\u0131msal ak\u0131l y\u00fcr\u00fctme belirli g\u00f6zlemlerden genel bir sonu\u00e7 \u00fcretir.\u00a0T\u00fcmevar\u0131msal ak\u0131l y\u00fcr\u00fctmede, t\u00fcm g\u00f6zlemler do\u011fru olsa bile bir sonu\u00e7 yanl\u0131\u015f olabilir.\u00a0\u00d6rne\u011fin, mahallenizdeki t\u00fcm k\u00f6peklerin kahverengi oldu\u011funu fark edebilir ve t\u00fcm k\u00f6peklerin kahverengi oldu\u011fu gibi hatal\u0131 bir sonuca varabilirsiniz.\u00a0Yapay zekada denetimli \u00f6\u011frenme, belirli verilerden genelleme yapmak i\u00e7in t\u00fcmevar\u0131msal ak\u0131l y\u00fcr\u00fctmeyi kullan\u0131r.\u00a0Bir veritaban\u0131 ne kadar kapsaml\u0131 olursa genellemeleri de o kadar iyi olur.\u00a0<\/p><p><strong>Ka\u00e7\u0131r\u0131c\u0131 ak\u0131l y\u00fcr\u00fctme.\u00a0<\/strong>Ka\u00e7\u0131r\u0131c\u0131 ak\u0131l y\u00fcr\u00fctme, g\u00f6zlemlere b\u00fcy\u00fck olas\u0131l\u0131kla uyan bir sonuca varma s\u00fcrecidir.\u00a0Bu t\u00fcr ak\u0131l y\u00fcr\u00fctme doktorlar taraf\u0131ndan t\u0131bbi te\u015fhis koymak i\u00e7in kullan\u0131l\u0131r.\u00a0Ka\u00e7\u0131r\u0131c\u0131 ak\u0131l y\u00fcr\u00fctme, t\u00fcmdengelimli ak\u0131l y\u00fcr\u00fctmeye benzer, ancak \u00f6nc\u00fcl, sonucu garanti etmez.\u00a0Yapay zekada bu t\u00fcr ak\u0131l y\u00fcr\u00fctme, bir te\u015fhis asistan\u0131 program\u0131 taraf\u0131ndan hastan\u0131n sergiledi\u011fi semptomlara dayanarak bir te\u015fhis \u00f6nermek i\u00e7in kullan\u0131labilir.<\/p><p><strong>Sa\u011fduyulu ak\u0131l y\u00fcr\u00fctme.\u00a0<\/strong>Sa\u011fduyulu ak\u0131l y\u00fcr\u00fctme, deneyime dayanan gayri resmi bir ak\u0131l y\u00fcr\u00fctme t\u00fcr\u00fcd\u00fcr.\u00a0Resmi kurallar yerine iyi muhakeme kullanarak, bir sorunu \u00e7\u00f6zme olas\u0131l\u0131\u011f\u0131n\u0131 art\u0131rmay\u0131 ama\u00e7layan sa\u011fduyu kurallar\u0131 olan bulu\u015fsal bilgi ve bulu\u015fsal kurallarla uygulan\u0131r.\u00a0Sa\u011fduyulu ak\u0131l y\u00fcr\u00fctme, bilgisayarlar\u0131n insanlarla daha etkili bir \u015fekilde ileti\u015fim kurmas\u0131na yard\u0131mc\u0131 olmak i\u00e7in en yayg\u0131n olarak yapay zeka do\u011fal dil i\u015fleme alan\u0131nda kullan\u0131l\u0131r.\u00a0<\/p><p><strong>Monoton ak\u0131l y\u00fcr\u00fctme.\u00a0<\/strong>Monoton ak\u0131l y\u00fcr\u00fctmede, bir sonuca var\u0131ld\u0131\u011f\u0131nda, ba\u015fka ger\u00e7ekler eklense bile bu sonu\u00e7 asla de\u011fi\u015fmez.\u00a0Bir \u00f6rne\u011fi kan\u0131tlayan herhangi bir teorem, monotonik ak\u0131l y\u00fcr\u00fctmeyi kullan\u0131yor.\u00a0\u00d6rne\u011fin, &#8220;D\u00fcnya G\u00fcne\u015f&#8217;in etraf\u0131nda d\u00f6n\u00fcyor.&#8221;<\/p><p>Yapay zekada, i\u00e7erik filtreleme gibi uygulamalar i\u00e7in monoton ak\u0131l y\u00fcr\u00fctme kullan\u0131labilir.\u00a0Herhangi bir miktarda uygunsuz i\u00e7erik bar\u0131nd\u0131ran bir web sitesi filtrelenecek ve web sitesinde \u00e7ok say\u0131da uygun i\u00e7erik olsa bile bu karar asla de\u011fi\u015fmeyecektir.\u00a0<\/p><p><strong>Monoton olmayan ak\u0131l y\u00fcr\u00fctme.\u00a0<\/strong>Monotonik olmayan ak\u0131l y\u00fcr\u00fctmede, yeni bilgilerin eklenmesi durumunda sonu\u00e7 ge\u00e7ersiz k\u0131l\u0131nabilir. Eksik ve belirsiz modeller monotonik olmayan ak\u0131l y\u00fcr\u00fctmeyi kullan\u0131r. Bu t\u00fcr ak\u0131l y\u00fcr\u00fctme, robotik navigasyon sistemleri gibi\u00a0\u00a0yapay zeka uygulamalar\u0131nda faydal\u0131d\u0131r.<\/p><h4 class=\"wp-block-heading\"><strong>Veri Manip\u00fclasyonu<\/strong><\/h4><p>Yapay zeka, \u00f6\u011frenmek ve tahminlerde bulunmak i\u00e7in veri k\u00fcmelerine g\u00fcvenir; bu nedenle, verileri kullan\u0131\u015fl\u0131 bir formatta yap\u0131land\u0131rma konusunda beceri sahibi olman\u0131z gerekir.\u00a0Veri k\u00fcmeleri aras\u0131ndaki ba\u011flant\u0131lar\u0131 tan\u0131mlayan programlar olu\u015fturman\u0131z gerekecektir.\u00a0SQL, veritabanlar\u0131n\u0131 y\u00f6netmek i\u00e7in kullan\u0131lan programlama dilidir ve R,\u00a0veri bilimi\u00a0uygulamalar\u0131nda s\u0131kl\u0131kla kullan\u0131l\u0131r.\u00a0<\/p><h4 class=\"wp-block-heading\"><strong>Do\u011fal Dil Anlama<\/strong><\/h4><p><a href=\"https:\/\/www.techtarget.com\/searchenterpriseai\/definition\/natural-language-understanding-NLU\" rel=\"noreferrer noopener\" target=\"_blank\">Do\u011fal dil anlama,<\/a>\u00a0insan konu\u015fmas\u0131n\u0131 anlamak i\u00e7in programlamay\u0131 kullanan do\u011fal dil i\u015flemenin bir alt k\u00fcmesidir.\u00a0Bilgisayarlar\u0131n, bilgisayar dillerinin resmi s\u00f6zdizimi olmadan insan konu\u015fmas\u0131n\u0131 anlamas\u0131n\u0131 sa\u011flar.\u00a0Do\u011fal dil anlay\u0131\u015f\u0131 ayn\u0131 zamanda bilgisayarlar\u0131n insanlarla kendi dillerinde ileti\u015fim kurmas\u0131na da olanak tan\u0131r.\u00a0<\/p><p>Do\u011fal dil anlay\u0131\u015f\u0131, insan konu\u015fmas\u0131n\u0131 analiz etmek ve onu duyguya, adland\u0131r\u0131lm\u0131\u015f varl\u0131klara ve say\u0131sal varl\u0131klara dayal\u0131 yap\u0131land\u0131r\u0131lm\u0131\u015f bir veri modeli olarak bi\u00e7imlendirmek i\u00e7in algoritmalar kullan\u0131r.\u00a0Ses \u00f6zellikli asistanlar ve sohbet robotlar\u0131 do\u011fal dil i\u015flemeyi kullan\u0131r.\u00a0<\/p><h4 class=\"wp-block-heading\"><strong>Bilgisayar g\u00f6r\u00fc\u015f\u00fc<\/strong><\/h4><p>Bilgisayarl\u0131 g\u00f6rme, bilgisayarlar\u0131 g\u00f6rsel girdiyi g\u00f6zlemleyecek ve anlayacak \u015fekilde e\u011fitme s\u00fcrecidir.\u00a0Bilgisayarlar\u0131n resimlerden, videolardan ve di\u011fer g\u00f6rsel girdilerden bilgi \u00e7\u0131karmas\u0131na olanak tan\u0131r.\u00a0Program daha sonra bu bilgileri harekete ge\u00e7mek veya \u00f6nerilerde bulunmak i\u00e7in kullanabilir.\u00a0Bilgisayarlar, dakikada binlerce g\u00f6r\u00fcnt\u00fcy\u00fc analiz ederek g\u00f6rsel bilgileri insanlardan \u00e7ok daha h\u0131zl\u0131 analiz edebilir.\u00a0<\/p><p>Di\u011fer YZ e\u011fitim y\u00f6ntemlerinde oldu\u011fu gibi, bilgisayarl\u0131 g\u00f6rme, k\u00fc\u00e7\u00fck farkl\u0131l\u0131klar\u0131 fark etmek ve belirli g\u00f6r\u00fcnt\u00fcleri tan\u0131mak i\u00e7in b\u00fcy\u00fck veri k\u00fcmeleri gerektirir. Makine \u00f6\u011frenimindeki algoritmik modeller, bilgisayar\u0131n g\u00f6rsel verileri kendi kendine \u00f6\u011frenmesini sa\u011flar.\u00a0<\/p><h4 class=\"wp-block-heading\"><strong>Otomatik Programlama<\/strong><\/h4><p>Otomatik programlama, bir dizi spesifikasyona dayal\u0131 olarak ba\u015fka bir program\u0131n kodunu \u00fcreten bir t\u00fcr bilgisayar program\u0131d\u0131r.\u00a0Bunun bir \u00f6rne\u011fi DeepMind&#8217;\u0131n\u00a0<a href=\"https:\/\/www.theverge.com\/2022\/2\/2\/22914085\/alphacode-ai-coding-program-automatic-deepmind-codeforce\" rel=\"noreferrer noopener\" target=\"_blank\">AlphaCode&#8217;udur<\/a>; bu yaz\u0131l\u0131m, kodlama zorluklar\u0131nda test edildi\u011finde insan programc\u0131lar aras\u0131nda y\u00fczde 54&#8217;l\u00fck dilimde yer alacak kadar iyi bilgisayar programlar\u0131 yaz\u0131yor.\u00a0<\/p><p>AlphaCode&#8217;a, s\u0131n\u0131rl\u0131 girdiler kullanarak rastgele bir harf dizisini ayn\u0131 harflerden olu\u015fan ba\u015fka bir rastgele diziye d\u00f6n\u00fc\u015ft\u00fcrmek gibi kodlama yar\u0131\u015fmalar\u0131nda kullan\u0131lan bir dizi zorluk verildi.\u00a0AlphaCode bu zorlu\u011fa \u00e7ok say\u0131da olas\u0131 yan\u0131t \u00fcreterek yakla\u015ft\u0131.\u00a0Daha sonra kodu \u00e7al\u0131\u015ft\u0131rd\u0131, \u00e7\u0131kt\u0131y\u0131 test etti ve en iyi se\u00e7ene\u011fi se\u00e7mek i\u00e7in yan\u0131t\u0131 test etti.\u00a0<\/p><p>Otomatik programlaman\u0131n tek \u00f6rne\u011fi AlphaCode de\u011fildir: Microsoft ve OpenAI\u00a0, kod dizilerini otomatik olarak tamamlayan\u00a0<a href=\"https:\/\/www.theverge.com\/2021\/5\/25\/22451144\/microsoft-gpt-3-openai-coding-autocomplete-powerapps-power-fx\" rel=\"noreferrer noopener\" target=\"_blank\">GPT-3&#8217;e sahiptir. <\/a>Otomatik programlaman\u0131n kapsam\u0131 h\u00e2l\u00e2 s\u0131n\u0131rl\u0131d\u0131r, ancak sonunda programlamay\u0131 programc\u0131 olmayanlar i\u00e7in daha eri\u015filebilir hale getirebilir.<\/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-65d7f0e elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"65d7f0e\" 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-648884a\" data-id=\"648884a\" 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-126bb02 elementor-widget elementor-widget-image\" data-id=\"126bb02\" 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-d9735b5 elementor-widget elementor-widget-heading\" data-id=\"d9735b5\" 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-4f49450 elementor-widget elementor-widget-heading\" data-id=\"4f49450\" 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-f3bb74c elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"f3bb74c\" 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-d0a30ad\" data-id=\"d0a30ad\" 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-4aefa0d elementor-widget elementor-widget-heading\" data-id=\"4aefa0d\" 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-eb51f6e premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"eb51f6e\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;premium_blog_columns_number&quot;:&quot;33.33%&quot;,&quot;premium_blog_grid&quot;:&quot;yes&quot;,&quot;premium_blog_layout&quot;:&quot;even&quot;,&quot;premium_blog_columns_number_tablet&quot;:&quot;50%&quot;,&quot;premium_blog_columns_number_mobile&quot;:&quot;100%&quot;}\" data-widget_type=\"premium-addon-blog.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n\t\t\n\n\t\t\t\t<div class=\"premium-blog-wrap  premium-blog-even\" data-page=\"5495\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-300x158.jpeg\" class=\"attachment-medium size-medium wp-image-6899\" alt=\"ChatGPT&apos;den Claude&apos;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>Yapay zeka \u00f6\u011frenmeye nereden ba\u015flan\u0131r? Yapay zeka b\u00fcy\u00fcleyici ve b\u00fcy\u00fcyen bir aland\u0131r. Bilim kurgu filmlerinde tasvir edilen robot hizmet\u00e7ilerden \u00e7ok uzakta olsak da YZ halihaz\u0131rda&hellip;<\/p>","protected":false},"author":1,"featured_media":5499,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[17,7,48],"class_list":["post-5495","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-yapay-zeka","tag-yapay-zeka-arastirma","tag-yapay-zeka-nedir"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/5495","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/comments?post=5495"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/5495\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/5499"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=5495"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=5495"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=5495"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}