{"id":201,"date":"2026-01-05T12:42:48","date_gmt":"2026-01-05T12:42:48","guid":{"rendered":"https:\/\/www.rsotoekspertizadana.com\/blog\/?p=201"},"modified":"2026-01-05T12:42:49","modified_gmt":"2026-01-05T12:42:49","slug":"yapay-zeka-surus-aliskanliklarimizi-nasil-ogreniyor","status":"publish","type":"post","link":"https:\/\/www.rsotoekspertizadana.com\/blog\/2026\/01\/05\/yapay-zeka-surus-aliskanliklarimizi-nasil-ogreniyor\/","title":{"rendered":"Yapay Zek\u00e2 S\u00fcr\u00fc\u015f Al\u0131\u015fkanl\u0131klar\u0131m\u0131z\u0131 Nas\u0131l \u00d6\u011freniyor?"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\">Direksiyon Ba\u015f\u0131nda Att\u0131\u011f\u0131m\u0131z Her Ad\u0131m Kay\u0131t Alt\u0131nda m\u0131?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Modern otomobiller art\u0131k sadece bizi bir noktadan di\u011ferine g\u00f6t\u00fcrm\u00fcyor. Ayn\u0131 zamanda <strong>nas\u0131l s\u00fcrd\u00fc\u011f\u00fcm\u00fcz\u00fc izliyor, analiz ediyor ve \u00f6\u011freniyor<\/strong>. Gaz pedal\u0131yla ne kadar nazik oldu\u011fumuzdan, ani fren yap\u0131p yapmad\u0131\u011f\u0131m\u0131za kadar pek \u00e7ok veri, ara\u00e7 i\u00e7indeki yapay zek\u00e2 sistemleri taraf\u0131ndan i\u015fleniyor.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bu yaz\u0131da, yapay zek\u00e2n\u0131n s\u00fcr\u00fc\u015f al\u0131\u015fkanl\u0131klar\u0131m\u0131z\u0131 hangi verilerle, nas\u0131l \u00f6\u011frendi\u011fini; bunun g\u00fcvenlik, konfor ve gizlilik a\u00e7\u0131s\u0131ndan ne anlama geldi\u011fini detayl\u0131ca ele al\u0131yoruz.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Yapay Zek\u00e2 \u201c\u00d6\u011frenmekten\u201d Ne Anlar?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Yapay zek\u00e2 i\u00e7in \u00f6\u011frenmek:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Tek bir davran\u0131\u015f\u0131 de\u011fil<\/li>\n\n\n\n<li>Davran\u0131\u015flar\u0131n tekrar\u0131n\u0131 ve desenini<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">anlam\u0131na gelir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Yani:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Bir kez sert fren yapman \u00f6nemli de\u011fildir<br>Ama <strong>bunu ne s\u0131kl\u0131kla yapt\u0131\u011f\u0131n<\/strong> \u00f6nemlidir.<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\">Ara\u00e7 Hangi Verileri Toplar?<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"> Pedal Kullan\u0131m\u0131<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Gaz verme h\u0131z\u0131<\/li>\n\n\n\n<li>Fren bas\u0131nc\u0131<\/li>\n\n\n\n<li>Pedallar aras\u0131 ge\u00e7i\u015f s\u00fcresi<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"> Direksiyon Hareketleri<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ani manevralar<\/li>\n\n\n\n<li>D\u00fczeltme s\u0131kl\u0131\u011f\u0131<\/li>\n\n\n\n<li>Viraj giri\u015f\u2013\u00e7\u0131k\u0131\u015f davran\u0131\u015f\u0131<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"> Zamanlama Verileri<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Hangi saatlerde s\u00fcr\u00fcyorsun<\/li>\n\n\n\n<li>Uzun yol mu, k\u0131sa mesafe mi<\/li>\n\n\n\n<li>Yo\u011fun trafikteki tepkilerin<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"> \u00c7evresel Ko\u015fullar<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Hava durumu<\/li>\n\n\n\n<li>Yol tipi<\/li>\n\n\n\n<li>Trafik yo\u011funlu\u011fu<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Bu veriler, s\u00fcr\u00fc\u015f tarz\u0131n\u0131n <strong>ko\u015fullara g\u00f6re nas\u0131l de\u011fi\u015fti\u011fini<\/strong> g\u00f6sterir.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"> Yapay Zek\u00e2 Bu Verilerle Ne Yapar?<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"> Desen Tan\u0131ma<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Sistem \u015funu \u00f6\u011frenir:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Bu s\u00fcr\u00fcc\u00fc virajlara h\u0131zl\u0131 giriyor<\/li>\n\n\n\n<li>Bu s\u00fcr\u00fcc\u00fc ani fren yap\u0131yor<\/li>\n\n\n\n<li>Bu s\u00fcr\u00fcc\u00fc sakin ama dalg\u0131n<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Bu bir <strong>etiketleme de\u011fil<\/strong>, olas\u0131l\u0131k hesaplamas\u0131d\u0131r.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"> G\u00fcvenlik M\u00fcdahaleleri<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">E\u011fer sistem:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Sert frenleri s\u0131k g\u00f6r\u00fcyorsa<\/li>\n\n\n\n<li>\u015eerit d\u0131\u015f\u0131na \u00e7\u0131kmay\u0131 fark ediyorsa<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Daha erken uyar\u0131 verir:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u015eerit takip hassasla\u015f\u0131r<\/li>\n\n\n\n<li>\u00c7arp\u0131\u015fma uyar\u0131lar\u0131 erkene \u00e7ekilir<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"> Performans ve Verimlilik Ayarlar\u0131<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Baz\u0131 ara\u00e7lar:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Gaz tepkisini<\/li>\n\n\n\n<li>Vites ge\u00e7i\u015flerini<\/li>\n\n\n\n<li>Rejeneratif frenlemeyi<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">s\u00fcr\u00fcc\u00fcye g\u00f6re optimize eder.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Sonu\u00e7:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Daha d\u00fc\u015f\u00fck t\u00fcketim<\/li>\n\n\n\n<li>Daha p\u00fcr\u00fczs\u00fcz s\u00fcr\u00fc\u015f<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"> Yapay Zek\u00e2 S\u00fcr\u00fc\u015f Tarz\u0131m\u0131z\u0131 Tahmin Edebilir mi?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">K\u0131smen, evet.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00d6rne\u011fin:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Kav\u015fa\u011fa yakla\u015f\u0131rken<\/li>\n\n\n\n<li>\u00d6nceki davran\u0131\u015flar\u0131na bakarak<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Sistem:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u201cBu s\u00fcr\u00fcc\u00fc ge\u00e7 fren yap\u0131yor\u201d<br>\u201cErken yava\u015fl\u0131yor\u201d<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">diye tahmin y\u00fcr\u00fct\u00fcr.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ama:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>%100 do\u011fru de\u011fildir<\/li>\n\n\n\n<li>Sadece olas\u0131l\u0131kt\u0131r<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"> S\u00fcr\u00fc\u015f Puanlar\u0131 ve Skorlar<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Baz\u0131 sistemler:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>S\u00fcr\u00fc\u015f puan\u0131 verir<\/li>\n\n\n\n<li>Ayl\u0131k rapor olu\u015fturur<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Bu:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>S\u00fcr\u00fcc\u00fcy\u00fc daha dikkatli yapabilir<\/li>\n\n\n\n<li>Ama stres de yaratabilir<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"> Gizlilik Nerede Ba\u015fl\u0131yor?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Toplanan veriler:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ara\u00e7 i\u00e7inde mi kal\u0131yor?<\/li>\n\n\n\n<li>Buluta m\u0131 g\u00f6nderiliyor?<\/li>\n\n\n\n<li>Kimlerle payla\u015f\u0131l\u0131yor?<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Bu noktada:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u00dcretici politikas\u0131<\/li>\n\n\n\n<li>Kullan\u0131c\u0131 onay\u0131<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u00e7ok kritik.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"> Yapay Zek\u00e2 S\u00fcr\u00fcc\u00fcden Daha \u0130yi mi?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Hay\u0131r.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Yapay zek\u00e2:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>H\u0131zl\u0131 hesap yapar<\/li>\n\n\n\n<li>Duygu ta\u015f\u0131maz<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Ama:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ba\u011flam\u0131 her zaman anlayamaz<\/li>\n\n\n\n<li>\u0130nsan sezgisine sahip de\u011fildir<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"> Gelecekte Ne De\u011fi\u015fecek?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Yak\u0131n gelecekte:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Yapay zek\u00e2 s\u00fcr\u00fcc\u00fcn\u00fcn ruh halini<\/li>\n\n\n\n<li>Yorgunlu\u011funu<\/li>\n\n\n\n<li>Stres seviyesini<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">alg\u0131lamaya \u00e7al\u0131\u015facak.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ama bu:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Yard\u0131mc\u0131 m\u0131<\/li>\n\n\n\n<li>Kontrolc\u00fc m\u00fc<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">olacak, denge \u00e7ok \u00f6nemli.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Yapay Zek\u00e2 Seni Taklit Eder, Yerine Ge\u00e7mez<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Yapay zek\u00e2:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>S\u00fcr\u00fc\u015f\u00fcn\u00fc \u00f6\u011frenir<\/li>\n\n\n\n<li>Al\u0131\u015fkanl\u0131klar\u0131n\u0131 yans\u0131t\u0131r<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Ama direksiyon ba\u015f\u0131nda:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Son karar<\/li>\n\n\n\n<li>Son sorumluluk<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">h\u00e2l\u00e2 sende.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Unutma:<br><strong>Ak\u0131ll\u0131 araba seni izler, ama sen h\u00e2l\u00e2 onu y\u00f6nlendirirsin.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Direksiyon Ba\u015f\u0131nda Att\u0131\u011f\u0131m\u0131z Her Ad\u0131m Kay\u0131t Alt\u0131nda m\u0131? Modern otomobiller art\u0131k sadece bizi bir noktadan di\u011ferine g\u00f6t\u00fcrm\u00fcyor. Ayn\u0131 zamanda nas\u0131l s\u00fcrd\u00fc\u011f\u00fcm\u00fcz\u00fc izliyor, analiz ediyor ve \u00f6\u011freniyor. Gaz pedal\u0131yla ne kadar nazik oldu\u011fumuzdan, ani fren yap\u0131p yapmad\u0131\u011f\u0131m\u0131za kadar pek \u00e7ok veri, ara\u00e7 i\u00e7indeki yapay zek\u00e2 sistemleri taraf\u0131ndan i\u015fleniyor. Bu yaz\u0131da, yapay zek\u00e2n\u0131n s\u00fcr\u00fc\u015f al\u0131\u015fkanl\u0131klar\u0131m\u0131z\u0131 hangi verilerle, [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":202,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[6,10,21,11,4,8,9,3,20],"class_list":["post-201","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized","tag-adana","tag-adanaotoekspertiz","tag-akilli-araba","tag-araba","tag-ekspertiz","tag-emarotoekspertiz","tag-mrotoekspertiz","tag-otoekspertiz","tag-yapay-zeka"],"_links":{"self":[{"href":"https:\/\/www.rsotoekspertizadana.com\/blog\/wp-json\/wp\/v2\/posts\/201","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.rsotoekspertizadana.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.rsotoekspertizadana.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.rsotoekspertizadana.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.rsotoekspertizadana.com\/blog\/wp-json\/wp\/v2\/comments?post=201"}],"version-history":[{"count":1,"href":"https:\/\/www.rsotoekspertizadana.com\/blog\/wp-json\/wp\/v2\/posts\/201\/revisions"}],"predecessor-version":[{"id":203,"href":"https:\/\/www.rsotoekspertizadana.com\/blog\/wp-json\/wp\/v2\/posts\/201\/revisions\/203"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.rsotoekspertizadana.com\/blog\/wp-json\/wp\/v2\/media\/202"}],"wp:attachment":[{"href":"https:\/\/www.rsotoekspertizadana.com\/blog\/wp-json\/wp\/v2\/media?parent=201"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.rsotoekspertizadana.com\/blog\/wp-json\/wp\/v2\/categories?post=201"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.rsotoekspertizadana.com\/blog\/wp-json\/wp\/v2\/tags?post=201"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}