{"id":170,"date":"2025-04-03T07:12:29","date_gmt":"2025-04-03T07:12:29","guid":{"rendered":"https:\/\/cms.googlycode.com\/wp99\/?p=170"},"modified":"2026-01-26T00:22:33","modified_gmt":"2026-01-26T00:22:33","slug":"can-ai-really-predict-real-estate-prices","status":"publish","type":"post","link":"https:\/\/sohoprimerealestate.com\/tr\/can-ai-really-predict-real-estate-prices\/","title":{"rendered":"Yapay Zeka Ger\u00e7ekten Gayrimenkul Fiyatlar\u0131n\u0131 Tahmin Edebilir mi?"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"170\" class=\"elementor elementor-170\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6090f006 e-flex e-con-boxed e-con e-parent\" data-id=\"6090f006\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5a45a8b5 elementor-widget elementor-widget-text-editor\" data-id=\"5a45a8b5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t\n<p>Her sekt\u00f6r \"yapay zek\u00e2 destekli\" oldu\u011funu iddia eder ve emlak sekt\u00f6r\u00fc de istisna de\u011fil. Otomatik de\u011ferleme i\u015flemlerinden ak\u0131ll\u0131 sohbet robotlar\u0131na kadar, vaat kar\u015f\u0131 konulmaz g\u00f6r\u00fcn\u00fcyor: Bir makineye yeterli veri verin, o da emlak fiyatlar\u0131n\u0131 hassas bir \u015fekilde tahmin edecektir.<\/p>\n<p><strong>Ama i\u015fte \u00e7o\u011fu ki\u015finin y\u00fcksek sesle s\u00f6ylemeyece\u011fi ger\u00e7ek:<\/strong>\u2014en iyi GPU'lar, veri bilimciler ve algoritmalarla bile yapay zeka, r'yi g\u00fcvenilir bir \u015fekilde tahmin edemez.<a href=\"https:\/\/famproperties.com\/dubai-property-prices\" target=\"_blank\" rel=\"noreferrer noopener\">eal estate prices<\/a>\u00d6zellikle Dubai gibi dinamik pazarlarda bu durum ge\u00e7erlidir. Nedenini birlikte inceleyelim.<\/p>\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<h3 class=\"wp-block-heading wp-elements-d96a4114fd8be53529d2fcad85d6e946\"><strong>Do\u011frulama Sorunu: Ge\u00e7mi\u015f Kurala Uymuyor<\/strong><\/h3>\n<\/blockquote>\n\n<p>Hen\u00fcz ger\u00e7ekle\u015fmemi\u015f bir gelecek \u00fczerinde bir modeli test edemezsiniz. Yayg\u0131n bir \u00e7\u00f6z\u00fcm yolu olan ge\u00e7mi\u015f veriler \u00fczerinde geriye d\u00f6n\u00fck test yapma y\u00f6ntemi gayrimenkul sekt\u00f6r\u00fcnde i\u015fe yaramaz.<\/p>\n<p>Hisse senedi piyasas\u0131n\u0131n aksine, gayrimenkul piyasalar\u0131\u00a0<em>non-stationary<\/em>Kurallar s\u00fcrekli de\u011fi\u015fiyor. H\u00fck\u00fcmet politikalar\u0131ndaki de\u011fi\u015fiklikler, g\u00f6\u00e7 dalgalar\u0131 veya k\u00fcresel \u015foklar, 2015-2019 verilerine g\u00f6re e\u011fitilmi\u015f bir modelin 2020'de i\u015fe yaramaz hale gelmesi anlam\u0131na geliyor.<\/p>\n<p>Sorun sadece yava\u015f geri bildirim d\u00f6ng\u00fcs\u00fc de\u011fil; ge\u00e7mi\u015fin gelece\u011fe dair g\u00fcvenilir bir rehber olmamas\u0131d\u0131r. B\u00f6yle bir modeli uygulamaya koymak, dikiz aynas\u0131na bakarak ileriye do\u011fru araba s\u00fcrmeye benzer.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Every industry claims to be \u201cAI-powered,\u201d and real estate is no exception. From automated valuations&#8230;<\/p>","protected":false},"author":1,"featured_media":661,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-170","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/sohoprimerealestate.com\/tr\/wp-json\/wp\/v2\/posts\/170","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sohoprimerealestate.com\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sohoprimerealestate.com\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sohoprimerealestate.com\/tr\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/sohoprimerealestate.com\/tr\/wp-json\/wp\/v2\/comments?post=170"}],"version-history":[{"count":4,"href":"https:\/\/sohoprimerealestate.com\/tr\/wp-json\/wp\/v2\/posts\/170\/revisions"}],"predecessor-version":[{"id":660,"href":"https:\/\/sohoprimerealestate.com\/tr\/wp-json\/wp\/v2\/posts\/170\/revisions\/660"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/sohoprimerealestate.com\/tr\/wp-json\/wp\/v2\/media\/661"}],"wp:attachment":[{"href":"https:\/\/sohoprimerealestate.com\/tr\/wp-json\/wp\/v2\/media?parent=170"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sohoprimerealestate.com\/tr\/wp-json\/wp\/v2\/categories?post=170"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sohoprimerealestate.com\/tr\/wp-json\/wp\/v2\/tags?post=170"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}