{"id":10741,"date":"2023-08-12T05:21:40","date_gmt":"2023-08-12T04:21:40","guid":{"rendered":"https:\/\/kolay.ai\/?page_id=10741"},"modified":"2023-10-27T15:16:36","modified_gmt":"2023-10-27T14:16:36","slug":"algoritmalar","status":"publish","type":"page","link":"https:\/\/kolay.ai\/index.php\/algoritmalar\/","title":{"rendered":"Algoritmalar"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"10741\" class=\"elementor elementor-10741\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-def1e12 elementor-section-content-middle elementor-reverse-tablet elementor-reverse-mobile elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default mas-addons-sticky-no\" data-id=\"def1e12\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;mas_addons_sticky&quot;:&quot;no&quot;}\">\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-50 elementor-top-column elementor-element elementor-element-f9aa592\" data-id=\"f9aa592\" 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-a6f8b10 mas-addons-sticky-no elementor-widget elementor-widget-mas-addons-heading\" data-id=\"a6f8b10\" data-element_type=\"widget\" data-settings=\"{&quot;mas_addons_sticky&quot;:&quot;no&quot;}\" data-widget_type=\"mas-addons-heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"mas-addons-heading-title show-line-no\">\u00dcst\u00fcn Veri Katman\u0131<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-158b4a9 mas-addons-sticky-no elementor-widget elementor-widget-text-editor\" data-id=\"158b4a9\" data-element_type=\"widget\" data-settings=\"{&quot;mas_addons_sticky&quot;:&quot;no&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.17.0 - 25-10-2023 *\/\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<h3>Veri ba\u011flant\u0131 katman\u0131 kendi i\u00e7erisinde veri versiyonlama i\u00e7ermektedir. Bu sayede, veride zamanla<br \/>olan de\u011fi\u015fimler takip edilebilmektedir.<\/h3>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-90d5d64 mas-addons-sticky-no elementor-widget elementor-widget-text-editor\" data-id=\"90d5d64\" data-element_type=\"widget\" data-settings=\"{&quot;mas_addons_sticky&quot;:&quot;no&quot;}\" 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>\u00d6rne\u011fin bir \u00fcr\u00fcn\u00fcn birim fiyat\u0131ndaki de\u011fi\u015fiklikler, ge\u00e7mi\u015f verilerin analizi s\u0131ras\u0131nda ge\u00e7mi\u015f birim fiyatlarla tutmay\u0131 gerektirir. Bu sayede firman\u0131n sat\u0131\u015f hacmi ve \u00fcr\u00fcn\u00fcn sat\u0131\u015f\u0131 aras\u0131ndaki ili\u015fkilerin \u00e7\u00f6z\u00fcmlenmesi ilgili d\u00f6nem i\u00e7in m\u00fcmk\u00fcn olabilmektedir.<\/p><p>Sekt\u00f6rde, e\u015fsiz veri zenginle\u015ftirme kapasitesi i\u00e7eren mod\u00fcl\u00fc sayesinde, veri iki farkl\u0131 a\u00e7\u0131dan zenginle\u015ftirilebilmektedir.<\/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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-56b14ba elementor-invisible\" data-id=\"56b14ba\" data-element_type=\"column\" data-settings=\"{&quot;animation&quot;:&quot;fadeInRight&quot;}\">\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-3e1f47f mas-addons-sticky-no elementor-widget elementor-widget-image\" data-id=\"3e1f47f\" data-element_type=\"widget\" data-settings=\"{&quot;mas_addons_sticky&quot;:&quot;no&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.17.0 - 25-10-2023 *\/\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\" loading=\"lazy\" width=\"1000\" height=\"1000\" src=\"https:\/\/kolay.ai\/wp-content\/uploads\/2023\/08\/Ustun-Veri-Katmani.jpg\" class=\"attachment-large size-large wp-image-11304\" alt=\"\" srcset=\"https:\/\/kolay.ai\/wp-content\/uploads\/2023\/08\/Ustun-Veri-Katmani.jpg 1000w, https:\/\/kolay.ai\/wp-content\/uploads\/2023\/08\/Ustun-Veri-Katmani-300x300.jpg 300w, https:\/\/kolay.ai\/wp-content\/uploads\/2023\/08\/Ustun-Veri-Katmani-150x150.jpg 150w, https:\/\/kolay.ai\/wp-content\/uploads\/2023\/08\/Ustun-Veri-Katmani-768x768.jpg 768w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/>\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\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-0410976 elementor-section-boxed elementor-section-height-default elementor-section-height-default mas-addons-sticky-no\" data-id=\"0410976\" data-element_type=\"section\" data-settings=\"{&quot;mas_addons_sticky&quot;:&quot;no&quot;}\">\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-b54095d\" data-id=\"b54095d\" 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-a3badd6 mas-addons-sticky-no elementor-widget elementor-widget-image\" data-id=\"a3badd6\" data-element_type=\"widget\" data-settings=\"{&quot;mas_addons_sticky&quot;:&quot;no&quot;}\" 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<img decoding=\"async\" loading=\"lazy\" width=\"1024\" height=\"543\" src=\"https:\/\/kolay.ai\/wp-content\/uploads\/2023\/08\/kolay_ai_algoritma-1024x543.jpg\" class=\"attachment-large size-large wp-image-10759\" alt=\"\" srcset=\"https:\/\/kolay.ai\/wp-content\/uploads\/2023\/08\/kolay_ai_algoritma-1024x543.jpg 1024w, https:\/\/kolay.ai\/wp-content\/uploads\/2023\/08\/kolay_ai_algoritma-300x159.jpg 300w, https:\/\/kolay.ai\/wp-content\/uploads\/2023\/08\/kolay_ai_algoritma-768x407.jpg 768w, https:\/\/kolay.ai\/wp-content\/uploads\/2023\/08\/kolay_ai_algoritma-1536x815.jpg 1536w, https:\/\/kolay.ai\/wp-content\/uploads\/2023\/08\/kolay_ai_algoritma-2048x1086.jpg 2048w, https:\/\/kolay.ai\/wp-content\/uploads\/2023\/08\/kolay_ai_algoritma-492x261.jpg 492w\" 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\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-dc58d78 elementor-section-boxed elementor-section-height-default elementor-section-height-default mas-addons-sticky-no\" data-id=\"dc58d78\" data-element_type=\"section\" data-settings=\"{&quot;mas_addons_sticky&quot;:&quot;no&quot;}\">\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-625f898\" data-id=\"625f898\" 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-74aae48 mas-addons-sticky-no elementor-widget elementor-widget-spacer\" data-id=\"74aae48\" data-element_type=\"widget\" data-settings=\"{&quot;mas_addons_sticky&quot;:&quot;no&quot;}\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.17.0 - 25-10-2023 *\/\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>.elementor-widget-spacer>.elementor-widget-container{height:100%;width:100%}.e-con-inner>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer,.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))}.e-con-inner>.elementor-widget-spacer.elementor-widget-empty,.e-con>.elementor-widget-spacer.elementor-widget-empty{position:relative;min-height:22px;min-width:22px}.e-con-inner>.elementor-widget-spacer.elementor-widget-empty .elementor-widget-empty-icon,.e-con>.elementor-widget-spacer.elementor-widget-empty .elementor-widget-empty-icon{position:absolute;top:0;bottom:0;left:0;right:0;margin:auto;padding:0;width:22px;height:22px}<\/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-80e8733 elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default mas-addons-sticky-no\" data-id=\"80e8733\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;mas_addons_sticky&quot;:&quot;no&quot;}\">\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-50 elementor-top-column elementor-element elementor-element-4f60e0a elementor-invisible\" data-id=\"4f60e0a\" data-element_type=\"column\" data-settings=\"{&quot;animation&quot;:&quot;fadeInLeft&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\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-4db6250 mas-addons-sticky-no elementor-widget elementor-widget-image\" data-id=\"4db6250\" data-element_type=\"widget\" data-settings=\"{&quot;mas_addons_sticky&quot;:&quot;no&quot;}\" 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<img decoding=\"async\" loading=\"lazy\" width=\"1000\" height=\"1000\" src=\"https:\/\/kolay.ai\/wp-content\/uploads\/2023\/08\/gelismis_veri_Datasi.jpg\" class=\"attachment-large size-large wp-image-11301\" alt=\"\" srcset=\"https:\/\/kolay.ai\/wp-content\/uploads\/2023\/08\/gelismis_veri_Datasi.jpg 1000w, https:\/\/kolay.ai\/wp-content\/uploads\/2023\/08\/gelismis_veri_Datasi-300x300.jpg 300w, https:\/\/kolay.ai\/wp-content\/uploads\/2023\/08\/gelismis_veri_Datasi-150x150.jpg 150w, https:\/\/kolay.ai\/wp-content\/uploads\/2023\/08\/gelismis_veri_Datasi-768x768.jpg 768w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/>\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\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-80f9a9f\" data-id=\"80f9a9f\" 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-c2910b6 mas-addons-sticky-no elementor-widget elementor-widget-mas-addons-heading\" data-id=\"c2910b6\" data-element_type=\"widget\" data-settings=\"{&quot;mas_addons_sticky&quot;:&quot;no&quot;}\" data-widget_type=\"mas-addons-heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"mas-addons-heading-title show-line-no\">Geli\u015fmi\u015f Veri Datas\u0131<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e2f007b mas-addons-sticky-no elementor-widget elementor-widget-text-editor\" data-id=\"e2f007b\" data-element_type=\"widget\" data-settings=\"{&quot;mas_addons_sticky&quot;:&quot;no&quot;}\" 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>\u0130\u00e7 zenginle\u015ftirme s\u0131ras\u0131nda, veri kaynaklar\u0131ndan okunan veri \u00fczerinden zenginle\u015ftirme yap\u0131lmaktad\u0131r, d\u0131\u015f veri zenginle\u015ftirme mod\u00fclleri sayesinde de veriye korona vaka say\u0131s\u0131ndan hava durumuna kadar \u00e7ok farkl\u0131 veriler otomatik olarak eklenmektedir.<\/h3><p>Veri \u00fczerinde yap\u0131lan analizlerle, zenginle\u015ftirilen ve devasa boyutlara ula\u015fan veriler \u00fczerinde eleme otomatik olarak yap\u0131lmakta, s\u00fcre\u00e7 i\u00e7erisinde eklenen verilerden, ger\u00e7ekten sonuca etki edenleri b\u0131rak\u0131lmaktad\u0131r.<\/p><p>Ger\u00e7ek bir uygulama s\u0131ras\u0131nda 10 kolonluk fatura bilgisi 1387 kolona kadar zenginle\u015ftirilmi\u015ftir, bu zenginle\u015ftirme ard\u0131ndan veri 23 kolona kadar indirgenmi\u015f ve sadece sonuca etki eden 23 kolon analize dahil edilmi\u015ftir.<\/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-f10b14a elementor-section-content-middle elementor-reverse-tablet elementor-reverse-mobile elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default mas-addons-sticky-no\" data-id=\"f10b14a\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;mas_addons_sticky&quot;:&quot;no&quot;}\">\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-50 elementor-top-column elementor-element elementor-element-7e46a5f\" data-id=\"7e46a5f\" 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-355fcf7 mas-addons-sticky-no elementor-widget elementor-widget-mas-addons-heading\" data-id=\"355fcf7\" data-element_type=\"widget\" data-settings=\"{&quot;mas_addons_sticky&quot;:&quot;no&quot;}\" data-widget_type=\"mas-addons-heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"mas-addons-heading-title show-line-no\">Makine \u00d6\u011frenme D\u00f6ng\u00fcs\u00fc<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6a7e824 mas-addons-sticky-no elementor-widget elementor-widget-text-editor\" data-id=\"6a7e824\" data-element_type=\"widget\" data-settings=\"{&quot;mas_addons_sticky&quot;:&quot;no&quot;}\" 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>Veri ba\u011flant\u0131 katman\u0131 kendi i\u00e7erisinde veri versiyonlama i\u00e7ermektedir. Bu sayede, veride zamanla<br \/>olan de\u011fi\u015fimler takip edilebilmektedir.<\/h3>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d023291 mas-addons-sticky-no elementor-widget elementor-widget-text-editor\" data-id=\"d023291\" data-element_type=\"widget\" data-settings=\"{&quot;mas_addons_sticky&quot;:&quot;no&quot;}\" 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>Ana d\u00f6ng\u00fclerden ikincisi olan makine \u00f6\u011frenme d\u00f6ng\u00fcs\u00fc ise, literat\u00fcrde bilinen CASH (combined algorithm selection and hyper-parameter- ptimization) problemini \u00e7\u00f6zmeyi ama\u00e7lamakta ve kombine olarak algoritma se\u00e7imi ve hiper parametre optimizasyonu yapmaktad\u0131r.<\/p><p>Bu otomatik se\u00e7ilen ve optimize eden algoritmalar, sisteme otomatik olarak y\u00fcklenmekte ve veri analizini yerine getirmektedir.<\/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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-bd57c40 elementor-invisible\" data-id=\"bd57c40\" data-element_type=\"column\" data-settings=\"{&quot;animation&quot;:&quot;fadeInRight&quot;}\">\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-bf6f7ba mas-addons-sticky-no elementor-widget elementor-widget-image\" data-id=\"bf6f7ba\" data-element_type=\"widget\" data-settings=\"{&quot;mas_addons_sticky&quot;:&quot;no&quot;}\" 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<img decoding=\"async\" loading=\"lazy\" width=\"1000\" height=\"1000\" src=\"https:\/\/kolay.ai\/wp-content\/uploads\/2023\/08\/makine_ogrenimi.jpg\" class=\"attachment-large size-large wp-image-11303\" alt=\"\" srcset=\"https:\/\/kolay.ai\/wp-content\/uploads\/2023\/08\/makine_ogrenimi.jpg 1000w, https:\/\/kolay.ai\/wp-content\/uploads\/2023\/08\/makine_ogrenimi-300x300.jpg 300w, https:\/\/kolay.ai\/wp-content\/uploads\/2023\/08\/makine_ogrenimi-150x150.jpg 150w, https:\/\/kolay.ai\/wp-content\/uploads\/2023\/08\/makine_ogrenimi-768x768.jpg 768w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/>\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\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>\u00dcst\u00fcn Veri Katman\u0131 Veri ba\u011flant\u0131 katman\u0131 kendi i\u00e7erisinde veri versiyonlama i\u00e7ermektedir. Bu sayede, veride zamanlaolan de\u011fi\u015fimler takip edilebilmektedir. \u00d6rne\u011fin bir \u00fcr\u00fcn\u00fcn birim fiyat\u0131ndaki de\u011fi\u015fiklikler, ge\u00e7mi\u015f verilerin analizi s\u0131ras\u0131nda ge\u00e7mi\u015f birim fiyatlarla tutmay\u0131 gerektirir. Bu sayede firman\u0131n sat\u0131\u015f hacmi ve \u00fcr\u00fcn\u00fcn sat\u0131\u015f\u0131 aras\u0131ndaki ili\u015fkilerin \u00e7\u00f6z\u00fcmlenmesi ilgili d\u00f6nem i\u00e7in m\u00fcmk\u00fcn olabilmektedir. Sekt\u00f6rde, e\u015fsiz veri zenginle\u015ftirme kapasitesi i\u00e7eren [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"inline_featured_image":false,"footnotes":""},"acf":[],"_links":{"self":[{"href":"https:\/\/kolay.ai\/index.php\/wp-json\/wp\/v2\/pages\/10741"}],"collection":[{"href":"https:\/\/kolay.ai\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/kolay.ai\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/kolay.ai\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/kolay.ai\/index.php\/wp-json\/wp\/v2\/comments?post=10741"}],"version-history":[{"count":19,"href":"https:\/\/kolay.ai\/index.php\/wp-json\/wp\/v2\/pages\/10741\/revisions"}],"predecessor-version":[{"id":11854,"href":"https:\/\/kolay.ai\/index.php\/wp-json\/wp\/v2\/pages\/10741\/revisions\/11854"}],"wp:attachment":[{"href":"https:\/\/kolay.ai\/index.php\/wp-json\/wp\/v2\/media?parent=10741"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}