{"id":13860,"date":"2025-08-15T14:12:30","date_gmt":"2025-08-15T14:12:30","guid":{"rendered":"https:\/\/gelecekvadisi.org\/ins\/?post_type=aiero_case_study&#038;p=13860"},"modified":"2025-08-15T14:12:33","modified_gmt":"2025-08-15T14:12:33","slug":"mahir-uygulamasi-yapay-zeka-destekli-gorsel-soru-analizi","status":"publish","type":"aiero_case_study","link":"https:\/\/gelecekvadisi.org\/ins\/case-studies\/mahir-uygulamasi-yapay-zeka-destekli-gorsel-soru-analizi\/","title":{"rendered":"Mahir Uygulamas\u0131: Yapay Zeka Destekli G\u00f6rsel Soru Analizi"},"content":{"rendered":"\n<h1 class=\"wp-block-heading\">Mahir Uygulamas\u0131: Yapay Zeka Destekli G\u00f6rsel Soru Analizi<\/h1>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u00d6zet<\/strong><\/h3>\n\n\n\n<p>Mahir, \u00f6\u011fretmen ve \u00f6\u011frencilerin g\u00f6rsel sorular\u0131 yapay zek\u00e2 ile analiz edebildi\u011fi, ad\u0131m ad\u0131m \u00e7\u00f6z\u00fcmlerle destek sunan, \u00f6\u011fretmen merkezli ama kontroll\u00fc \u00f6\u011frenci eri\u015fimine de a\u00e7\u0131k bir uygulamad\u0131r. Bu \u00e7al\u0131\u015fma, Mahir uygulamas\u0131n\u0131n e\u011fitimdeki temel problemlere nas\u0131l \u00e7\u00f6z\u00fcm sundu\u011funu ve bunu hangi teknolojik y\u00f6ntemlerle sa\u011flad\u0131\u011f\u0131n\u0131 incelemektedir.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. Problem Tan\u0131m\u0131<\/strong><\/h3>\n\n\n\n<p>E\u011fitimde kar\u015f\u0131la\u015f\u0131lan yayg\u0131n problemler:<\/p>\n\n\n\n<ul class=\"wp-block-list\" class=\"wp-block-list\">\n<li><strong>Soru \u00e7\u00f6z\u00fcm platformlar\u0131n\u0131n \u00f6\u011fretmenler i\u00e7in yetersizli\u011fi:<\/strong> Mevcut uygulamalar \u00f6\u011frencileri hedef al\u0131rken, \u00f6\u011fretmenlerin a\u00e7\u0131klay\u0131c\u0131 ve ad\u0131m ad\u0131m anlat\u0131m\u0131na uygun ara\u00e7 eksikli\u011fi ya\u015fanmakta.<\/li>\n\n\n\n<li><strong>Karma\u015f\u0131k sorular\u0131n yapay zek\u00e2 ile \u00e7\u00f6z\u00fcm\u00fcnde do\u011fruluk sorunu:<\/strong> \u00d6zellikle \u00e7ok ad\u0131ml\u0131 ve s\u00f6zel sorularda, \u00f6\u011frencilerin do\u011frudan yapay zek\u00e2 kullan\u0131m\u0131 hatal\u0131 \u00f6\u011frenmeye neden olabiliyor.<\/li>\n\n\n\n<li><strong>\u00d6\u011frenciler i\u00e7in g\u00fcvenli yapay zek\u00e2 deneyimi:<\/strong> Yapay zek\u00e2n\u0131n her t\u00fcrl\u00fc soruya kontrols\u00fcz cevap vermesi, pedagojik riskler do\u011furabiliyor.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. \u00c7\u00f6z\u00fcm: Mahir Uygulamas<\/strong>\u0131<\/h3>\n\n\n\n<p>Mahir, \u00f6\u011fretmen odakl\u0131 tasarlanm\u0131\u015f bir yapay zek\u00e2 destekli soru \u00e7\u00f6z\u00fcm asistan\u0131d\u0131r.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2.1 \u00d6\u011fretmenler \u0130\u00e7in<\/h4>\n\n\n\n<ul class=\"wp-block-list\" class=\"wp-block-list\">\n<li>\u00d6\u011fretmenler sorunun foto\u011fraf\u0131n\u0131 \u00e7eker.<\/li>\n\n\n\n<li>Mahir, soruyu tan\u0131r, analiz eder ve <em>ad\u0131m ad\u0131m \u00e7\u00f6z\u00fcm yollar\u0131<\/em> sunar.<\/li>\n\n\n\n<li>\u00d6\u011fretmen bu \u00e7\u00f6z\u00fcm\u00fc dilerse d\u00fczenler ve \u00f6\u011frencileriyle payla\u015f\u0131r.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">2.2 \u00d6\u011frenciler \u0130\u00e7in (Kontroll\u00fc)<\/h4>\n\n\n\n<ul class=\"wp-block-list\" class=\"wp-block-list\">\n<li>\u00d6\u011fretmen onay\u0131 veya i\u00e7erik bazl\u0131 k\u0131s\u0131tlama ile \u00f6\u011frenciler de benzer sorular sorabilir.<\/li>\n\n\n\n<li>\u00d6\u011frenciler, sadece \u00f6\u011fretmenin izin verdi\u011fi konu veya \u00f6rneklerde yapay zek\u00e2 ile <em>benzer \u00e7\u00f6z\u00fcmler<\/em> alabilir.<\/li>\n\n\n\n<li>Bu sayede yapay zek\u00e2 kontroll\u00fc ve pedagojik \u00e7er\u00e7evede kullan\u0131lm\u0131\u015f olur.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3. Y\u00f6ntem<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">3.1 G\u00f6rsel Tan\u0131ma ve OCR<\/h4>\n\n\n\n<ul class=\"wp-block-list\" class=\"wp-block-list\">\n<li>Geli\u015fmi\u015f OCR (optical character recognition) motoru ile yaz\u0131l\u0131 ve matematiksel sorular do\u011fru \u015fekilde metne d\u00f6n\u00fc\u015ft\u00fcr\u00fcl\u00fcr.<\/li>\n\n\n\n<li>G\u00f6r\u00fcnt\u00fcdeki soru tipine g\u00f6re kategorilendirme yap\u0131l\u0131r (s\u00f6zel, i\u015flem, grafik vs.).<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3.2 Do\u011fal Dil \u0130\u015fleme (NLP)<\/h4>\n\n\n\n<ul class=\"wp-block-list\" class=\"wp-block-list\">\n<li>Soru metni GPT-4o altyap\u0131s\u0131 ile \u00e7\u00f6z\u00fcmlenerek ad\u0131m ad\u0131m i\u015flem yap\u0131s\u0131 \u00e7\u0131kar\u0131l\u0131r.<\/li>\n\n\n\n<li>Her ad\u0131m, \u00f6\u011fretmenin a\u00e7\u0131klamalar\u0131na uygun bir yap\u0131da sunulur.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3.3 G\u00fcvenli \u00d6\u011frenci Mod\u00fcl\u00fc<\/h4>\n\n\n\n<ul class=\"wp-block-list\" class=\"wp-block-list\">\n<li>\u00d6\u011frenciler i\u00e7in ayr\u0131 bir deneyim aray\u00fcz\u00fc tasarlanm\u0131\u015f, \u00f6\u011fretmen taraf\u0131ndan s\u0131n\u0131rland\u0131r\u0131labilir alanlarda yapay zek\u00e2 eri\u015fimi sa\u011flanm\u0131\u015ft\u0131r.<\/li>\n\n\n\n<li>\u00d6\u011frencinin yapt\u0131\u011f\u0131 aramalar \u00f6\u011fretmen paneline bildirilir, bu da denetim sa\u011flar.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3.4 Geli\u015ftirme Ortam\u0131<\/h4>\n\n\n\n<ul class=\"wp-block-list\" class=\"wp-block-list\">\n<li>Flutter ile mobil cihazlara tam uyumlu yap\u0131 sa\u011fland\u0131.<\/li>\n\n\n\n<li>Firebase ile veri senkronizasyonu, g\u00fcvenlik ve \u00f6\u011frenci\u2013\u00f6\u011fretmen ba\u011flant\u0131lar\u0131 kuruldu.<\/li>\n\n\n\n<li>Geli\u015fmi\u015f loglama sayesinde t\u00fcm soru\u2013\u00e7\u00f6z\u00fcm s\u00fcre\u00e7leri kay\u0131t alt\u0131na al\u0131nd\u0131.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4. Sonu\u00e7<\/strong><\/h3>\n\n\n\n<p>Mahir, \u00f6\u011fretmenlerin anlat\u0131m becerisini yapay zek\u00e2 ile g\u00fc\u00e7lendirirken, \u00f6\u011frenciler i\u00e7in de g\u00fcvenli ve rehberli bir yapay zek\u00e2 deneyimi sunar. Bu model sayesinde, yapay zek\u00e2 kontrols\u00fcz bir bilgi kayna\u011f\u0131 olmaktan \u00e7\u0131kar, e\u011fitimin denetimli bir bile\u015feni haline gelir.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Mahir Uygulamas\u0131: Yapay Zeka Destekli G\u00f6rsel Soru Analizi \u00d6zet Mahir, \u00f6\u011fretmen ve \u00f6\u011frencilerin g\u00f6rsel sorular\u0131 yapay zek\u00e2 ile analiz edebildi\u011fi, ad\u0131m ad\u0131m \u00e7\u00f6z\u00fcmlerle destek sunan, \u00f6\u011fretmen merkezli ama kontroll\u00fc \u00f6\u011frenci eri\u015fimine de a\u00e7\u0131k bir uygulamad\u0131r. Bu \u00e7al\u0131\u015fma, Mahir uygulamas\u0131n\u0131n e\u011fitimdeki temel&#8230;<\/p>\n","protected":false},"author":1,"featured_media":13861,"template":"","aiero_case_study_category":[],"aiero_case_study_tag":[63],"class_list":["post-13860","aiero_case_study","type-aiero_case_study","status-publish","has-post-thumbnail","hentry","aiero_case_study_tag-ogretmenler-icin-yapay-zeka"],"_links":{"self":[{"href":"https:\/\/gelecekvadisi.org\/ins\/wp-json\/wp\/v2\/aiero_case_study\/13860","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/gelecekvadisi.org\/ins\/wp-json\/wp\/v2\/aiero_case_study"}],"about":[{"href":"https:\/\/gelecekvadisi.org\/ins\/wp-json\/wp\/v2\/types\/aiero_case_study"}],"author":[{"embeddable":true,"href":"https:\/\/gelecekvadisi.org\/ins\/wp-json\/wp\/v2\/users\/1"}],"version-history":[{"count":1,"href":"https:\/\/gelecekvadisi.org\/ins\/wp-json\/wp\/v2\/aiero_case_study\/13860\/revisions"}],"predecessor-version":[{"id":13863,"href":"https:\/\/gelecekvadisi.org\/ins\/wp-json\/wp\/v2\/aiero_case_study\/13860\/revisions\/13863"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gelecekvadisi.org\/ins\/wp-json\/wp\/v2\/media\/13861"}],"wp:attachment":[{"href":"https:\/\/gelecekvadisi.org\/ins\/wp-json\/wp\/v2\/media?parent=13860"}],"wp:term":[{"taxonomy":"aiero_case_study_category","embeddable":true,"href":"https:\/\/gelecekvadisi.org\/ins\/wp-json\/wp\/v2\/aiero_case_study_category?post=13860"},{"taxonomy":"aiero_case_study_tag","embeddable":true,"href":"https:\/\/gelecekvadisi.org\/ins\/wp-json\/wp\/v2\/aiero_case_study_tag?post=13860"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}