{"id":5355,"date":"2023-11-08T07:35:00","date_gmt":"2023-11-08T07:35:00","guid":{"rendered":"https:\/\/noveltybilisim.com.tr\/blog\/?p=5355"},"modified":"2023-11-10T11:26:55","modified_gmt":"2023-11-10T11:26:55","slug":"analiz-dogrulama-nedir","status":"publish","type":"post","link":"https:\/\/noveltybilisim.com.tr\/blog\/analiz-dogrulama-nedir\/","title":{"rendered":"Analiz Do\u011frulama Nedir?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"5355\" class=\"elementor elementor-5355\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c8fc1db elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c8fc1db\" data-element_type=\"section\">\n\t\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-dde1a85\" data-id=\"dde1a85\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-88a056c elementor-widget elementor-widget-text-editor\" data-id=\"88a056c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.13.2 - 11-05-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><span style=\"background-color: var(--solid-white); color: var(--body-fcolor); font-size: 16px; letter-spacing: var(--body-fspace); text-transform: var(--body-transform);\">Ya\u015fam bilimleri sekt\u00f6r\u00fcnde Yapay Zeka (AI) ve Makine \u00d6\u011frenimi (ML) do\u011frulamas\u0131 ge\u00e7ti\u011fimiz y\u0131l\u0131n moda s\u00f6zc\u00fckleri oldu.<\/span><\/p><p><span style=\"background-color: var(--solid-white); color: var(--body-fcolor); font-size: 16px; letter-spacing: var(--body-fspace); text-transform: var(--body-transform);\">\u00a0<\/span><\/p><p>Sekt\u00f6rdeki her b\u00fcy\u00fck \u015firket, s\u00fcre\u00e7lerini optimize etmek i\u00e7in bu g\u00fc\u00e7l\u00fc analitik sistemlerden yararlanmak istiyor. Ne yaz\u0131k ki bu, AI\/ML tabanl\u0131 sistemler kullan\u0131ld\u0131\u011f\u0131nda veya AI\/ML tabanl\u0131 bir \u00fcr\u00fcn piyasaya s\u00fcr\u00fcld\u00fc\u011f\u00fcnde basit, kullan\u0131c\u0131 dostu ve g\u00fcvenilir bir do\u011frulama \u00e7er\u00e7evesi gerektiriyor.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7880957 elementor-widget elementor-widget-spacer\" data-id=\"7880957\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.13.2 - 11-05-2023 *\/\n.elementor-column .elementor-spacer-inner{height:var(--spacer-size)}.e-con{--container-widget-width:100%}.e-con-inner>.elementor-widget-spacer,.e-con>.elementor-widget-spacer{width:var(--container-widget-width,var(--spacer-size));--align-self:var(--container-widget-align-self,initial);--flex-shrink:0}.e-con-inner>.elementor-widget-spacer>.elementor-widget-container,.e-con-inner>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer,.e-con>.elementor-widget-spacer>.elementor-widget-container,.e-con>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer{height:100%}.e-con-inner>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer>.elementor-spacer-inner,.e-con>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer>.elementor-spacer-inner{height:var(--container-widget-height,var(--spacer-size))}<\/style>\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d357ca5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d357ca5\" data-element_type=\"section\">\n\t\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-a001117\" data-id=\"a001117\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8f1c26f elementor-widget elementor-widget-spacer\" data-id=\"8f1c26f\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a2f85d2 elementor-widget elementor-widget-text-editor\" data-id=\"a2f85d2\" data-element_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<h3>Yapay Zeka ve Makine \u00d6\u011frenimi Aras\u0131ndaki Fark Nedir?<\/h3><div>\u00a0<\/div><div>Yapay Zeka, makinelerin insan zekas\u0131n\u0131 taklit etmesini sa\u011flayan herhangi bir teknik olarak tan\u0131mlanmaktad\u0131r. Makinelerin &#8220;insan gibi d\u00fc\u015f\u00fcnmesini&#8221; sa\u011flar. Bu ara\u00e7lar\u0131 kullanarak, \u00e7e\u015fitli karar alma s\u00fcre\u00e7lerinin verimlili\u011fini art\u0131rmak ve ayn\u0131 zamanda kurulu\u015funuzdaki inovasyonu daha da ileriye ta\u015f\u0131mak m\u00fcmk\u00fcnd\u00fcr. \u015eirketlerin, g\u00fcn\u00fcm\u00fczde s\u0131kl\u0131kla yakalanan ancak nadiren tam potansiyeliyle kullan\u0131lan verilerdeki yeni de\u011feri ortaya \u00e7\u0131karmalar\u0131n\u0131 sa\u011flarlar.<\/div><p>\u00a0<\/p><p><b>Makine \u00f6\u011frenimi nedir?<\/b><\/p><p>Makine \u00f6\u011frenimi bir ad\u0131m daha ileri gider. Makinelerin \u00f6\u011frenme yoluyla otonom olarak geli\u015fmesini sa\u011flayan bir yapay zeka alt k\u00fcmesidir. Bu, makine \u00f6\u011frenimi teknolojisine dayal\u0131 sistemlerin, y\u00fcr\u00fctmek \u00fczere tasarland\u0131klar\u0131 g\u00f6revleri yerine getirirken a\u015famal\u0131 olarak geli\u015fece\u011fi anlam\u0131na gelir. Makinelerin bile i\u015f ba\u015f\u0131nda \u00f6\u011frenmeye ba\u015flayaca\u011f\u0131n\u0131 kim d\u00fc\u015f\u00fcnebilirdi ki?<\/p><p><b>Yapay zeka ve makine \u00f6\u011frenimi do\u011frulama gereksinimleri:<\/b><\/p><p>Her iki teknoloji i\u00e7in de do\u011frulama gerekliliklerine bakmaya ba\u015flad\u0131\u011f\u0131m\u0131zda \u00e7e\u015fitli zorluklar ortaya \u00e7\u0131kmaktad\u0131r. Klasik olarak, onaylanm\u0131\u015f sistemler piyasaya s\u00fcr\u00fcld\u00fckleri andan itibaren sabitlenirler. Do\u011frulama genellikle yaln\u0131zca sistemde b\u00fcy\u00fck g\u00fcncellemeler yap\u0131ld\u0131\u011f\u0131nda yeniden de\u011ferlendirilir. Sabit algoritmalar her girdinin her seferinde ayn\u0131 \u00e7\u0131kt\u0131y\u0131 \u00fcretmesini sa\u011flar.<\/p><p>Yapay zeka\/ML tabanl\u0131 sistemler, yaz\u0131l\u0131m\u0131n e\u011fitim, yeniden e\u011fitim ve kendi kendine \u00f6\u011frenme y\u00f6nleri nedeniyle daha \u00f6zel bir durumdur. Bug\u00fcne kadar, YZ veya ML yaz\u0131l\u0131m\u0131n\u0131n d\u00fc\u015f\u00fcnce s\u00fcrecini tersine m\u00fchendislik yapmak hen\u00fcz m\u00fcmk\u00fcn de\u011fildir, bu da yaz\u0131l\u0131m\u0131 tam olarak anlamay\u0131 zorla\u015ft\u0131rmaktad\u0131r.<\/p><p>Pratikte bu sistemleri kara kutular olarak adland\u0131r\u0131yoruz. Karar verme s\u00fcre\u00e7lerini tam olarak test edilebilir par\u00e7alara ay\u0131rmak zordur ve makine \u00f6\u011frenimi tabanl\u0131 sistemlere bakt\u0131\u011f\u0131m\u0131zda, sistem hizmete sokuldu\u011fu g\u00f6revleri yerine getirerek her \u00f6\u011frendi\u011finde s\u00fcre\u00e7 de\u011fi\u015fir. Sistemin e\u011fitimine ba\u011fl\u0131 olarak farkl\u0131 \u00e7\u0131kt\u0131lar \u00fcretebilir.<\/p><p>\u00a0<\/p><h3>Farkl\u0131 Yapay Zeka T\u00fcrleri<\/h3><div>\u00a0<\/div><div><b>1. Kural tabanl\u0131 statik sistemler<\/b><br \/><b><br \/><\/b><\/div><div>\u0130lk kategori kural tabanl\u0131 statik sistemlerdir. Bu, \u015fu anda ya\u015fam bilimleri \u015firketlerinde kullan\u0131lan \u00e7o\u011fu sistem bu kategoriye girdi\u011finden, a\u00e7\u0131k ara en b\u00fcy\u00fck gruptur. Bu sistemlerde otomasyon, statik kurallar ve sabit algoritmalar arac\u0131l\u0131\u011f\u0131yla sa\u011flan\u0131r.<\/div><p>\u00a0<\/p><p><b>2. Yapay zeka tabanl\u0131 statik sistemler<br \/><\/b><\/p><p>\u0130kinci kategori yapay zeka tabanl\u0131 statik sistemlerdir. Bu sistemler yapay zeka kullan\u0131r ancak kendi kendine \u00f6\u011frenmezler. E\u011fitim ve \u00f6\u011frenme piyasaya s\u00fcr\u00fclmeden \u00f6nce ger\u00e7ekle\u015fir ve her g\u00fcncellemede tekrarlanabilir. Bu t\u00fcr uygulamalar\u0131n do\u011frulamas\u0131 genellikle mevcut en iyi uygulamalara ve y\u00f6nergelere g\u00f6re yap\u0131labilir, ancak bu sistemlerin yapay zeka bile\u015feni, bu blogda daha sonra tart\u0131\u015faca\u011f\u0131m\u0131z ek \u00e7\u0131kt\u0131lar gerektirir.<\/p><p>Bu sistemlerin AI olmayan i\u015flevleri, \u00f6rne\u011fin GAMP\u00ae5&#8217;te \u00f6zetlenen ola\u011fan iyi uygulamalar\u0131n \u00f6tesinde ek bir do\u011frulama \u00e7abas\u0131 gerektirmez. \u0130yi bilinen V-modeli, \u015felale veya \u00e7evik geli\u015ftirme yakla\u015f\u0131m\u0131yla kullan\u0131labilir ve \u00e7\u0131kt\u0131lar, bir do\u011frulama plan\u0131 ve \u00f6zet raporla birlikte kullan\u0131c\u0131 gereksinimleri, i\u015flevsel, tasar\u0131m ve\/veya yap\u0131land\u0131rma \u00f6zellikleri, kurulum testleri, i\u015flevsel testler ve kullan\u0131c\u0131 kabul testlerinden olu\u015fur.<\/p><p>Yapay zeka d\u0131\u015f\u0131 i\u015flevlerin bu do\u011frulama \u00e7abas\u0131 s\u0131ras\u0131nda, sistemin yapay zeka bile\u015fenini belgelendirirken ve test ederken baz\u0131 ek endi\u015feler g\u00f6z \u00f6n\u00fcnde bulundurulmal\u0131d\u0131r. AI olmayan k\u0131s\u0131mda oldu\u011fu gibi, sistemin AI bile\u015feni de do\u011frulanmal\u0131d\u0131r. V-modeli \u00e7\u0131kt\u0131lar\u0131 iyi bir ba\u015flang\u0131\u00e7 olsa da, do\u011frulama s\u0131ras\u0131nda YZ modelini yeterince kapsamak i\u00e7in ek bilgiler veya test \u00e7abalar\u0131 belgelenmelidir.<\/p><p>Sistem ya\u015fam d\u00f6ng\u00fcs\u00fcn\u00fcn konsept a\u015famas\u0131 i\u00e7in ak\u0131lda tutulmas\u0131 gereken \u00f6nemli hususlar, \u00f6ncelikle sistemin hem e\u011fitimi hem de testi i\u00e7in kullan\u0131lan veri se\u00e7imiyle ilgilidir. Bu, do\u011frulaman\u0131n sonucu \u00fczerinde b\u00fcy\u00fck bir etkiye sahip olaca\u011f\u0131ndan, gerekli \u00f6zen, bilgi ve uzmanl\u0131kla yap\u0131lmal\u0131d\u0131r.<\/p><p>Sistem ya\u015fam d\u00f6ng\u00fcs\u00fcn\u00fcn proje a\u015famas\u0131nda, YZ modeli, model gereksinimleri ve spesifikasyonlar\u0131nda tan\u0131mlanmal\u0131d\u0131r. Tasar\u0131m ve e\u011fitim belgelenmeli ve \u00f6nceden se\u00e7ilmi\u015f e\u011fitim verileri seti ile y\u00fcr\u00fct\u00fclmeli ve test verileri setine dayal\u0131 olarak modelin test edilmesinin sonucu, model gereksinimleri ve \u00f6zellikleri de belgelenmelidir.<\/p><p>Sistemin i\u015fletme a\u015famas\u0131nda, \u00fcretim\/ya\u015fam d\u00f6ng\u00fcs\u00fc veri seti izlenmeli ve bu veri setindeki de\u011fi\u015fikliklerin e\u011fitim ve test veri setinde bir ayarlama gerektirip gerektirmeyece\u011fini ve herhangi bir yeniden e\u011fitim \u00e7abas\u0131n\u0131 tetikleyip tetiklemeyece\u011fini belirlemek i\u00e7in s\u00fcrekli olarak g\u00f6zden ge\u00e7irilmelidir.<\/p><p><b>3. Yapay zeka tabanl\u0131 dinamik sistemler<\/b><\/p><p>\u00dc\u00e7\u00fcnc\u00fc kategori ise yapay zeka tabanl\u0131 dinamik sistemlerdir. Makine \u00f6\u011frenimi tabanl\u0131 uygulamalar bu kategoriye girer. Bu t\u00fcr sistemler, makine \u00f6\u011frenimi y\u00f6n\u00fc nedeniyle operasyonel a\u015famada de\u011fi\u015fir. Belirli bir girdi verildi\u011finde sistemin \u00e7\u0131kt\u0131s\u0131, sistem \u00f6\u011frendi\u011fi i\u00e7in zaman i\u00e7inde farkl\u0131 olabilir.<\/p><p>Do\u011frulama zorluklar\u0131 bu kategoride en b\u00fcy\u00fckt\u00fcr. YZ do\u011frulama ya\u015fam d\u00f6ng\u00fcs\u00fc i\u00e7in FDA \u00f6nerisi, bu sistemlerin do\u011frulanmas\u0131n\u0131 ve kontroll\u00fc bir durumda tutulmas\u0131n\u0131 sa\u011flamak i\u00e7in odaklan\u0131lmas\u0131 gereken yere ilk bak\u0131\u015f sa\u011flar. Bu t\u00fcr bir do\u011frulama i\u00e7in a\u00e7\u0131k ve pratik d\u00fczenlemeler hen\u00fcz mevcut de\u011fildir.<\/p><p>\u00a0<\/p>\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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8bb57d1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8bb57d1\" data-element_type=\"section\">\n\t\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-d0f000e\" data-id=\"d0f000e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c277966 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"c277966\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.13.2 - 11-05-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/11\/business-concept-with-graphic-holography-1024x683.jpg\" class=\"attachment-large size-large wp-image-6383\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/11\/business-concept-with-graphic-holography-1024x683.jpg 1024w, https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/11\/business-concept-with-graphic-holography-300x200.jpg 300w, https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/11\/business-concept-with-graphic-holography-768x513.jpg 768w, https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/11\/business-concept-with-graphic-holography-1536x1025.jpg 1536w, https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/11\/business-concept-with-graphic-holography-2048x1367.jpg 2048w, https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/11\/business-concept-with-graphic-holography-330x220.jpg 330w, https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/11\/business-concept-with-graphic-holography-420x280.jpg 420w, https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/11\/business-concept-with-graphic-holography-615x410.jpg 615w, https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/11\/business-concept-with-graphic-holography-860x574.jpg 860w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\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-fd7aba9 elementor-widget elementor-widget-spacer\" data-id=\"fd7aba9\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-562fde2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"562fde2\" data-element_type=\"section\">\n\t\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-915aab2\" data-id=\"915aab2\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-599d8cd elementor-widget elementor-widget-text-editor\" data-id=\"599d8cd\" data-element_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<p style=\"font-family: Oxygen, sans-serif; font-size: 16px; font-weight: 400; font-style: normal;\"><span style=\"font-weight: bold;\">Yapay Zeka Do\u011frulamas\u0131 ve Makine \u00d6\u011frenimi Do\u011frulamas\u0131 i\u00e7in Do\u011frulama \u0130lkeleri:<\/span><\/p>\n<p style=\"font-family: Oxygen, sans-serif; font-size: 16px; font-weight: 400; font-style: normal;\">Art\u0131k ne t\u00fcr farkl\u0131 YZ tabanl\u0131 sistemlerin var oldu\u011funu bildi\u011fimize g\u00f6re, Almanya, Avusturya ve \u0130svi\u00e7re&#8217;den ISPE YZ do\u011frulama gruplar\u0131, sistemin otonomisine ve kontrol tasar\u0131m\u0131na dayal\u0131 YZ do\u011frulama stratejileri i\u00e7in ilk \u00f6neride bulundular. Birka\u00e7 \u00f6rnek kullanarak, bir sistemin otonomi ve kontrol tasar\u0131m\u0131n\u0131n gerekli do\u011frulama \u00e7abas\u0131n\u0131 nas\u0131l tan\u0131mlad\u0131\u011f\u0131n\u0131 a\u00e7\u0131klayaca\u011f\u0131z.<\/p>\n<p><b>Bir sistemin \u00f6zerkli\u011fi:<\/b><\/p>\n<p>Bir sistemin olgunlu\u011funun gerekli do\u011frulama \u00e7abas\u0131n\u0131 nas\u0131l belirledi\u011fini anlamak i\u00e7in \u00f6ncelikle olgunlu\u011funu belirleyen iki bile\u015fene bakaca\u011f\u0131z. \u0130lk parametre bir sistemin \u00f6zerkli\u011fidir. Bu \u00f6zerklik, sabit algoritmalar\u0131n kullan\u0131m\u0131ndan (AI\/ML bile\u015feni olmadan) tamamen otomatik, ba\u011f\u0131ms\u0131z ve kendi kendine \u00f6\u011frenen bir sisteme kadar de\u011fi\u015febilir.<\/p>\n<p>G\u00fcncellemeleri otomatik olarak ger\u00e7ekle\u015ftirme yetene\u011fi artt\u0131k\u00e7a, sistem (otomatik) g\u00fcncellemeler konusunda daha fazla karar verici hale geldi\u011finden, sistemin ya\u015fam d\u00f6ng\u00fcs\u00fc boyunca g\u00f6revlerini ama\u00e7land\u0131\u011f\u0131 gibi yerine getirmesini ve getirmeye devam etmesini sa\u011flamak i\u00e7in gereken do\u011frulama \u00e7abas\u0131 da artar.<\/p>\n<p><b>Kontrol tasar\u0131m\u0131:<\/b><\/p>\n<p>\u0130kinci parametre ise kontrol tasar\u0131m\u0131d\u0131r. Bu kontrol tasar\u0131m\u0131, mevcut valide edilmi\u015f bir s\u00fcre\u00e7\/sisteme paralel olarak kullan\u0131lan bir sistemden, kendi kendini kontrol eden otomatik olarak \u00e7al\u0131\u015fan bir sisteme kadar de\u011fi\u015febilir. Sisteme \u00fcr\u00fcn kalitesini ve hasta g\u00fcvenli\u011fini izleyen ne kadar \u00e7ok kontrol verilirse, validasyon \u00e7abas\u0131 da o kadar b\u00fcy\u00fck olur.<\/p>\n<p><\/p>\n<h3>AI do\u011frulama kategorisi I &amp; II<\/h3>\n<div>&nbsp;<\/div>\n<div><b>En d\u00fc\u015f\u00fck 2 kategori \u015funlardan olu\u015fur:<\/b><\/div>\n<div>&nbsp;<\/div>\n<div><b>Kategori I:<\/b> do\u011frulanm\u0131\u015f ayr\u0131 bir sisteme paralel olarak var olduklar\u0131 i\u00e7in do\u011frulama gerektirmeyen sistemler.<br><b>Kategori II<\/b>: sabit algoritmalar kullanan sistemler. Kategori II sistemleri mevcut en iyi uygulamalara g\u00f6re do\u011frulanabilir. \u00d6rnekler hemen hemen her ya\u015fam bilimleri \u015firketinde \u00fcretim veya KYS s\u00fcre\u00e7lerini otomatikle\u015ftiren sistemlerde bulunabilir.<\/div>\n<div>&nbsp;<\/div>\n<div><b>AI do\u011frulama kategorisi III<\/b><\/div>\n<div>&nbsp;<\/div>\n<div>Bu kategoriden itibaren t\u00fcm sistemler bir \u00e7e\u015fit yapay zeka i\u00e7erir. Kategori III sistemleri kilitli bir durumda kullan\u0131l\u0131r ve YZ modelinin yeniden e\u011fitilmesi, e\u011fitim ve test veri k\u00fcmeleri ile periyodik g\u00fcncellemeler yoluyla yap\u0131l\u0131r.<\/div>\n<div>&nbsp;<\/div>\n<div>H\u00fccre k\u00fclt\u00fcrlerinin g\u00f6r\u00fcnt\u00fclerine dayanarak farkl\u0131 bakteri t\u00fcrlerini tan\u0131yan g\u00f6r\u00fcnt\u00fc tan\u0131ma sistemleri buna bir \u00f6rnektir. Bu sistem, etiketlenmi\u015f bakteri g\u00f6r\u00fcnt\u00fclerine dayal\u0131 olarak farkl\u0131 bakteri t\u00fcrlerini tan\u0131mak i\u00e7in geli\u015ftirme a\u015famalar\u0131nda e\u011fitilir.<\/div>\n<div>&nbsp;<\/div>\n<div>Bu sistemin do\u011frulanmas\u0131 i\u00e7in, otomatik sistemlerin geleneksel do\u011frulamas\u0131na ek olarak, iyi uygulamalar do\u011frulamam\u0131z\u0131 yapay zeka modeline geni\u015fletmemiz gerekir. Geli\u015ftirme s\u0131ras\u0131nda kullan\u0131lan e\u011fitim ve test verileri sistemin \u00e7\u0131kt\u0131s\u0131n\u0131 belirleyece\u011finden, bu sistemler i\u00e7in YZ modelinin do\u011frulanmas\u0131n\u0131n odak noktas\u0131 veriler olmal\u0131d\u0131r.<\/div>\n<div>&nbsp;<\/div>\n<div>Yanl\u0131\u015f etiketlenmi\u015f e\u011fitim veya test verileri, veri yanl\u0131l\u0131\u011f\u0131 veya yolsuzluk, sistemimizin sonucunu b\u00fcy\u00fck \u00f6l\u00e7\u00fcde etkileyebilir. Bu nedenle, bir risk analizi, veri b\u00fct\u00fcnl\u00fc\u011f\u00fc de\u011ferlendirmesi ve veri etiketleme prosed\u00fcrleri, kullan\u0131lan verilerin kalitesini sa\u011flamal\u0131d\u0131r.<\/div>\n<div>&nbsp;<\/div>\n<div>Buna ek olarak, test s\u0131ras\u0131nda, se\u00e7ilen yapay zeka modelinin kullan\u0131m durumu i\u00e7in uygun oldu\u011fu ve e\u011fitilen modelin giri\u015f verilerine dayal\u0131 olarak beklenen sonu\u00e7lar\u0131 \u00fcretti\u011fi do\u011frulanmal\u0131d\u0131r. Piyasaya s\u00fcr\u00fcld\u00fckten sonra, \u00f6nceden belirlenmi\u015f ko\u015fullar ve sistem izleme, modelin performans\u0131na ba\u011fl\u0131 olarak yeniden e\u011fitimi tetiklemelidir.<\/div>\n<div>&nbsp;<\/div>\n<div><b>AI do\u011frulama kategorileri IV &amp; V<\/b><\/div>\n<div><b>&nbsp;<\/b><\/div>\n<div>Kategori IV ve V sistemleri i\u00e7in YZ do\u011frulama yakla\u015f\u0131m\u0131ndaki fark, yeniden e\u011fitimde yatmaktad\u0131r. Bu kategorilerdeki sistemler kendi kararlar\u0131n\u0131 verirler, ancak her karar i\u00e7in onay arayarak veya karar\u0131n revize edilmesine izin vererek bir t\u00fcr insan kontrol\u00fc devam eder.<\/div>\n<div>&nbsp;<\/div>\n<div>YZ do\u011frulama kategorisi IV&#8217;teki sistemler, manuel yeniden e\u011fitim veya otomatik yeniden e\u011fitimden sonra bir onay ad\u0131m\u0131 yoluyla yeniden e\u011fitim ve g\u00fcncellemelerin kontrol\u00fcn\u00fc bir insana b\u0131rakan sistemlerdir. Bu sistemler i\u00e7in, do\u011frulama s\u0131ras\u0131nda, operasyonlar s\u0131ras\u0131nda sistemin ve YZ modelinin izlenmesini art\u0131rmak ve sonu\u00e7lar\u0131 operasyonlar s\u0131ras\u0131nda kalite i\u00e7in KPI&#8217;larla kar\u015f\u0131la\u015ft\u0131rmak \u00f6nemlidir.<\/div>\n<div>&nbsp;<\/div>\n<div>YZ do\u011frulama kategorisi V&#8217;teki sistemler i\u00e7in, yeniden e\u011fitim ve g\u00fcncellemeler tamamen sistemin kendisi taraf\u0131ndan yap\u0131l\u0131r; insan izleme sadece sistem taraf\u0131ndan verilen kararlar i\u00e7in izleme ad\u0131m\u0131nda kal\u0131r. Sistemin girdi verilerine dayanarak hala beklenen sonu\u00e7lar\u0131 \u00fcretti\u011finden emin olmak i\u00e7in, sistemi kontrol etmek ve sonu\u00e7lar\u0131n hala beklenenlerle e\u015fle\u015fti\u011finden emin olmak i\u00e7in operasyon a\u015famas\u0131nda \u00f6nceden tan\u0131mlanm\u0131\u015f bir dizi test verisi ile periyodik yeniden testler yap\u0131lmal\u0131d\u0131r.<\/div>\n<div>&nbsp;<\/div>\n<div>Bu sistemlere bir \u00f6rnek de kestirimci bak\u0131m sistemleridir. Bu sistemler, uzun vadeli ar\u0131zalardan veya y\u00fcksek onar\u0131m maliyetlerinden ka\u00e7\u0131nmak i\u00e7in hangi ekipman\u0131n ne zaman bak\u0131ma ihtiyac\u0131 oldu\u011funa dair kararlar verir. S\u00f6z konusu sisteme ve sistemin g\u00fcncellemeler ve yeniden e\u011fitim \u00fczerindeki kontrol\u00fcne ba\u011fl\u0131 olarak, sistem bu iki kategoriden birine girecektir. Sistemler, bir sisteme ne zaman bak\u0131lmas\u0131 gerekti\u011fini tahmin etmek i\u00e7in \u00f6nceki kesintiler veya bak\u0131m s\u0131ras\u0131nda \u00fcretilen verilerle kar\u015f\u0131la\u015ft\u0131rarak ald\u0131klar\u0131 girdi verilerinden \u00f6\u011frenirler.<\/div><div><br><\/div>\n<div><b>AI do\u011frulama kategorisi VI<\/b><\/div>\n<div>\n<p>En b\u00fcy\u00fck riske sahip sistemler, sistemin sonucu veya e\u011fitim y\u00f6n\u00fc \u00fczerinde herhangi bir insan kontrol\u00fc olmayan sistemlerdir. \u015eu anda, s\u00fcrekli de\u011fi\u015fen do\u011fas\u0131 ve bu AI\/ML sistemleri \u00e7a\u011f\u0131yla ilgili insan kontrol\u00fcn\u00fcn eksikli\u011fi g\u00f6z \u00f6n\u00fcne al\u0131nd\u0131\u011f\u0131nda, bu t\u00fcr sistemleri do\u011frulamak i\u00e7in mevcut en iyi uygulamalar yoktur.<\/p>\n<p><\/p>\n<\/div>\n<div>\n<h3><b>Sonu\u00e7<\/b><\/h3>\n<div><b>&nbsp;<\/b><\/div>\n<p>Yapay Zeka (AI) ve Makine \u00d6\u011frenimi (ML) ya\u015fam bilimleri end\u00fcstrisinde moda kelimeler olmas\u0131na ra\u011fmen, mevcut en iyi uygulamalar zaten AI tabanl\u0131 sistemlerin otomatik sistem do\u011frulamas\u0131n\u0131n b\u00fcy\u00fck \u00e7o\u011funlu\u011fu i\u00e7in iyi bir \u00e7er\u00e7eve sa\u011flamaktad\u0131r. Sistemi YZ modeline odaklanarak geni\u015fleterek, ya\u015fam bilimleri end\u00fcstrisinde kullan\u0131lmak \u00fczere tamamen do\u011frulanm\u0131\u015f sistemler sa\u011flayabiliriz.<\/p>\n<p><\/p>\n<p>Daha fazla \u00f6zg\u00fcn i\u00e7erik i\u00e7in&nbsp;<a href=\"https:\/\/noveltybilisim.com.tr\/blog\" target=\"_blank\" rel=\"noopener\">BURAYA<\/a>&nbsp;t\u0131klay\u0131n\u0131z.<\/p>\n<p>G\u00fcncel bilgiler i\u00e7in:<a href=\"https:\/\/www.instagram.com\/noveltybilisim\/?hl=tr\" target=\"_blank\" style=\"font-size: 16px; font-style: inherit; letter-spacing: var(--body-fspace); text-transform: var(--body-transform);\">&nbsp;https:\/\/www.instagram.com\/noveltybilisim\/?hl=tr<\/a><\/p>\n<\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1aa2256 elementor-widget elementor-widget-spacer\" data-id=\"1aa2256\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Yapay Zeka (AI) ve Makine \u00d6\u011frenimi (ML) ya\u015fam bilimleri end\u00fcstrisinde moda kelimeler olmas\u0131na ra\u011fmen, mevcut en iyi uygulamalar zaten AI tabanl\u0131 sistemlerin otomatik sistem do\u011frulamas\u0131n\u0131n b\u00fcy\u00fck \u00e7o\u011funlu\u011fu i\u00e7in iyi bir \u00e7er\u00e7eve sa\u011flamaktad\u0131r. Sistemi YZ modeline odaklanarak geni\u015fleterek, ya\u015fam bilimleri end\u00fcstrisinde kullan\u0131lmak \u00fczere tamamen do\u011frulanm\u0131\u015f sistemler sa\u011flayabiliriz.<\/p>\n","protected":false},"author":1,"featured_media":6381,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[118,104],"tags":[189,244,245,156,154,185],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Analiz Do\u011frulama Nedir? - Novelty Yapay Zeka Teknolojileri Blog<\/title>\n<meta name=\"description\" content=\"yapay zeka ile analiz do\u011frulama ve iyile\u015ftirilmesi\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/noveltybilisim.com.tr\/blog\/analiz-dogrulama-nedir\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Analiz Do\u011frulama Nedir? 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