{"id":2815,"date":"2025-10-19T19:38:33","date_gmt":"2025-10-19T19:38:33","guid":{"rendered":"https:\/\/umitunker.com\/kurslar\/musteri-davranis-analizi\/dersler\/makine-ogrenimi-ve-musteri-davranis-analizi\/"},"modified":"2025-10-27T08:05:05","modified_gmt":"2025-10-27T08:05:05","slug":"makine-ogrenimi-ve-musteri-davranis-analizi","status":"publish","type":"lesson","link":"https:\/\/umitunker.com\/en\/kurslar\/musteri-davranis-analizi\/dersler\/makine-ogrenimi-ve-musteri-davranis-analizi\/","title":{"rendered":"Makine \u00d6\u011frenimi ve M\u00fc\u015fteri Davran\u0131\u015f Analizi"},"content":{"rendered":"<p>G\u00fcn\u00fcm\u00fcz\u00fcn rekabet\u00e7i i\u015f d\u00fcnyas\u0131nda, \u015firketlerin ba\u015far\u0131s\u0131 b\u00fcy\u00fck \u00f6l\u00e7\u00fcde m\u00fc\u015fterilerini ne kadar iyi anlad\u0131klar\u0131na ba\u011fl\u0131d\u0131r. M\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131n derinlemesine analizi, i\u015fletmelerin stratejik kararlar almas\u0131na, pazarlama kampanyalar\u0131n\u0131 optimize etmesine ve m\u00fc\u015fteri memnuniyetini art\u0131rmas\u0131na yard\u0131mc\u0131 olur. Bu ba\u011flamda, makine \u00f6\u011frenimi algoritmalar\u0131, m\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131 anlamak ve tahmin etmek i\u00e7in g\u00fc\u00e7l\u00fc bir ara\u00e7 olarak kar\u015f\u0131m\u0131za \u00e7\u0131kmaktad\u0131r.<\/p>\n<p>Makine \u00f6\u011frenimi, bilgisayarlar\u0131n verilerden \u00f6\u011frenmesini ve bu \u00f6\u011frenilen bilgileri kullanarak gelecekteki olaylar veya davran\u0131\u015flar hakk\u0131nda tahminlerde bulunmas\u0131n\u0131 sa\u011flar. Bu teknoloji, b\u00fcy\u00fck veri k\u00fcmelerini analiz etme yetene\u011fi sayesinde, m\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131 etkileyen \u00e7e\u015fitli fakt\u00f6rleri tan\u0131mlamada ve bu davran\u0131\u015flar\u0131n gelecekte nas\u0131l \u015fekillenece\u011fini \u00f6ng\u00f6rmede kritik bir rol oynar.<\/p>\n<h3>M\u00fc\u015fteri Davran\u0131\u015flar\u0131n\u0131n Analizinde Makine \u00d6\u011freniminin Rol\u00fc<\/h3>\n<p>M\u00fc\u015fteri davran\u0131\u015f analizi, m\u00fc\u015fterilerin sat\u0131n alma al\u0131\u015fkanl\u0131klar\u0131n\u0131, tercihlerini ve e\u011filimlerini belirlemek amac\u0131yla yap\u0131lan bir s\u00fcre\u00e7tir. Makine \u00f6\u011frenimi, bu s\u00fcreci daha etkin ve verimli hale getirir. \u00d6zellikle, a\u015fa\u011f\u0131daki alanlarda makine \u00f6\u011frenimi algoritmalar\u0131 etkin bir \u015fekilde kullan\u0131labilir:<\/p>\n<ol>\n<li>\n<p><strong>Segmentasyon<\/strong>: M\u00fc\u015fterileri demografik \u00f6zellikler, sat\u0131n alma al\u0131\u015fkanl\u0131klar\u0131 veya di\u011fer davran\u0131\u015fsal parametrelere g\u00f6re s\u0131n\u0131fland\u0131rmak, ki\u015fiselle\u015ftirilmi\u015f pazarlama stratejileri geli\u015ftirmede \u00f6nemlidir. K-Means veya Hiyerar\u015fik K\u00fcmeleme gibi algoritmalar, m\u00fc\u015fteri segmentasyonu i\u00e7in s\u0131kl\u0131kla kullan\u0131l\u0131r.<\/p>\n<\/li>\n<li>\n<p><strong>Tahminsel Analiz<\/strong>: M\u00fc\u015fterilerin gelecekteki davran\u0131\u015flar\u0131n\u0131 tahmin etmek, i\u015fletmelere proaktif stratejiler geli\u015ftirme imkan\u0131 tan\u0131r. \u00d6rne\u011fin, belirli bir \u00fcr\u00fcn\u00fcn sat\u0131n al\u0131nma olas\u0131l\u0131\u011f\u0131n\u0131 tahmin etmek i\u00e7in regresyon modelleri kullan\u0131labilir.<\/p>\n<\/li>\n<li>\n<p><strong>\u00d6neri Sistemleri<\/strong>: Kullan\u0131c\u0131lar\u0131n ge\u00e7mi\u015f davran\u0131\u015flar\u0131na dayanarak \u00fcr\u00fcn \u00f6nerilerinde bulunmak, m\u00fc\u015fteri deneyimini zenginle\u015ftirir. Netflix veya Amazon gibi \u015firketler, \u00f6neri sistemlerinde genellikle Collaborative Filtering veya Content-Based Filtering y\u00f6ntemlerini kullanmaktad\u0131r.<\/p>\n<\/li>\n<li>\n<p><strong>M\u00fc\u015fteri Terk Analizi<\/strong>: M\u00fc\u015fteri kayb\u0131n\u0131 en aza indirgemek i\u00e7in, hangi m\u00fc\u015fterilerin hizmet aboneliklerini sonland\u0131rma e\u011filiminde oldu\u011funu tahmin edebilmek \u00f6nemlidir. Bu analizde, lojistik regresyon veya karar a\u011fa\u00e7lar\u0131 gibi algoritmalar devreye girebilir.<\/p>\n<\/li>\n<li>\n<p><strong>Duygu Analizi<\/strong>: Sosyal medya ve di\u011fer \u00e7evrimi\u00e7i platformlardan elde edilen m\u00fc\u015fteri yorumlar\u0131n\u0131 analiz ederek, m\u00fc\u015fteri memnuniyeti ve sadakati hakk\u0131nda i\u00e7g\u00f6r\u00fcler elde etmek m\u00fcmk\u00fcnd\u00fcr. Do\u011fal Dil \u0130\u015fleme (NLP) teknikleri bu alanda yayg\u0131n olarak kullan\u0131lmaktad\u0131r.<\/p>\n<\/li>\n<\/ol>\n<h3>\u00d6rnek Uygulamalar<\/h3>\n<p>Makine \u00f6\u011frenimi, \u00e7e\u015fitli sekt\u00f6rlerde m\u00fc\u015fteri davran\u0131\u015f analizinde ba\u015far\u0131l\u0131 bir \u015fekilde uygulanmaktad\u0131r. \u00d6rne\u011fin, bir perakende \u015firketi, m\u00fc\u015fteri al\u0131\u015fveri\u015f al\u0131\u015fkanl\u0131klar\u0131n\u0131 analiz ederek en \u00e7ok satan \u00fcr\u00fcnleri belirlemek ve stok y\u00f6netimini optimize etmek i\u00e7in makine \u00f6\u011frenimi modellerini kullanabilir. Benzer \u015fekilde, bir bankac\u0131l\u0131k kurulu\u015fu, m\u00fc\u015fterilerin kredi kart\u0131 \u00f6demelerini zaman\u0131nda yapma olas\u0131l\u0131\u011f\u0131n\u0131 tahmin etmek i\u00e7in makine \u00f6\u011frenimi algoritmalar\u0131ndan yararlanabilir.<\/p>\n<h3>\u00a0<\/h3>\n<p>Makine \u00f6\u011frenimi, m\u00fc\u015fteri davran\u0131\u015f analizinde devrim niteli\u011finde bir etki yaratmaktad\u0131r. Bu teknoloji, i\u015fletmelere sadece mevcut m\u00fc\u015fteri e\u011filimlerini anlamada de\u011fil, ayn\u0131 zamanda gelecekteki davran\u0131\u015flar\u0131 tahmin etmede de \u00f6nemli avantajlar sa\u011flamaktad\u0131r. \u0130\u015fletmeler, makine \u00f6\u011frenimi ile elde ettikleri i\u00e7g\u00f6r\u00fcleri, daha iyi m\u00fc\u015fteri hizmetleri sunmak, pazarlama stratejilerini optimize etmek ve nihayetinde rekabet avantaj\u0131 elde etmek i\u00e7in kullanabilirler. Bu ders kapsam\u0131nda, makine \u00f6\u011frenimi ve m\u00fc\u015fteri davran\u0131\u015f analizi konular\u0131nda derinlemesine bilgi edinerek, bu alandaki becerilerinizi geli\u015ftirecek ve i\u015f d\u00fcnyas\u0131nda uygulayabilece\u011finiz de\u011ferli yetkinlikler kazanacaks\u0131n\u0131z.<\/p>","protected":false},"comment_status":"open","ping_status":"closed","template":"","meta":{"googlesitekit_rrm_CAow_MC7DA:productID":"","_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}}},"class_list":["post-2815","lesson","type-lesson","status-publish","has-post-thumbnail","hentry"],"aioseo_notices":[],"uagb_featured_image_src":[],"uagb_author_info":{"display_name":"umitunker","author_link":"https:\/\/umitunker.com\/en\/author\/"},"uagb_comment_info":0,"uagb_excerpt":"G\u00fcn\u00fcm\u00fcz\u00fcn rekabet\u00e7i i\u015f d\u00fcnyas\u0131nda, \u015firketlerin ba\u015far\u0131s\u0131 b\u00fcy\u00fck \u00f6l\u00e7\u00fcde m\u00fc\u015fterilerini ne kadar iyi anlad\u0131klar\u0131na ba\u011fl\u0131d\u0131r. M\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131n derinlemesine analizi, i\u015fletmelerin stratejik kararlar almas\u0131na, pazarlama kampanyalar\u0131n\u0131 optimize etmesine ve m\u00fc\u015fteri memnuniyetini art\u0131rmas\u0131na yard\u0131mc\u0131 olur. Bu ba\u011flamda, makine \u00f6\u011frenimi algoritmalar\u0131, m\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131 anlamak ve tahmin etmek i\u00e7in g\u00fc\u00e7l\u00fc bir ara\u00e7 olarak kar\u015f\u0131m\u0131za \u00e7\u0131kmaktad\u0131r. Makine \u00f6\u011frenimi, bilgisayarlar\u0131n verilerden \u00f6\u011frenmesini&hellip;","aioseo_head":"\n\t\t<!-- All in One SEO Pro 4.9.6.2 - aioseo.com -->\n\t<meta name=\"description\" content=\"G\u00fcn\u00fcm\u00fcz\u00fcn rekabet\u00e7i i\u015f d\u00fcnyas\u0131nda, \u015firketlerin ba\u015far\u0131s\u0131 b\u00fcy\u00fck \u00f6l\u00e7\u00fcde m\u00fc\u015fterilerini ne kadar iyi anlad\u0131klar\u0131na ba\u011fl\u0131d\u0131r. 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Bu ba\u011flamda, makine \u00f6\u011frenimi algoritmalar\u0131, m\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131 anlamak ve tahmin etmek i\u00e7in g\u00fc\u00e7l\u00fc bir ara\u00e7 olarak kar\u015f\u0131m\u0131za \u00e7\u0131kmaktad\u0131r.Makine \u00f6\u011frenimi, bilgisayarlar\u0131n verilerden \u00f6\u011frenmesini ve","twitter:image":"https:\/\/umitunker.com\/wp-content\/uploads\/2025\/10\/MAGNET-MODELI\u2122-EGITIMI-1024-x-1024-piksel-2-scaled.png"},"aioseo_meta_data":{"post_id":"2815","title":null,"description":null,"keywords":null,"keyphrases":null,"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":null,"og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"","isEnabled":true},"graphs":[]},"schema_type":"default","schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":null,"robots_max_videopreview":null,"robots_max_imagepreview":"large","priority":null,"frequency":null,"local_seo":null,"seo_analyzer_scan_date":"2025-10-29 10:51:25","breadcrumb_settings":null,"limit_modified_date":false,"reviewed_by":null,"open_ai":null,"ai":null,"created":"2025-10-19 19:38:33","updated":"2025-10-29 10:57:59"},"aioseo_breadcrumb":"<div class=\"aioseo-breadcrumbs\"><span class=\"aioseo-breadcrumb\">\n\t<a href=\"https:\/\/umitunker.com\/en\" title=\"Ana Sayfa\">Ana Sayfa<\/a>\n<\/span><span class=\"aioseo-breadcrumb-separator\">\u00bb<\/span><span class=\"aioseo-breadcrumb\">\n\t<a href=\"https:\/\/umitunker.com\/en\/lesson\/\" title=\"Lessons\">Lessons<\/a>\n<\/span><span class=\"aioseo-breadcrumb-separator\">\u00bb<\/span><span class=\"aioseo-breadcrumb\">\n\t<a href=\"https:\/\/umitunker.com\/en\/kurslar\/musteri-davranis-analizi\/dersler\/makine-ogrenimi-ve-musteri-davranis-analizi\/\" title=\"Makine \u00d6\u011frenimi ve M\u00fc\u015fteri Davran\u0131\u015f Analizi\">Makine \u00d6\u011frenimi ve M\u00fc\u015fteri Davran\u0131\u015f Analizi<\/a>\n<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Ana Sayfa","link":"https:\/\/umitunker.com\/en"},{"label":"Lessons","link":"https:\/\/umitunker.com\/en\/lesson\/"},{"label":"Makine \u00d6\u011frenimi ve M\u00fc\u015fteri Davran\u0131\u015f Analizi","link":"https:\/\/umitunker.com\/en\/kurslar\/musteri-davranis-analizi\/dersler\/makine-ogrenimi-ve-musteri-davranis-analizi\/"}],"_links":{"self":[{"href":"https:\/\/umitunker.com\/en\/wp-json\/wp\/v2\/lesson\/2815","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/umitunker.com\/en\/wp-json\/wp\/v2\/lesson"}],"about":[{"href":"https:\/\/umitunker.com\/en\/wp-json\/wp\/v2\/types\/lesson"}],"replies":[{"embeddable":true,"href":"https:\/\/umitunker.com\/en\/wp-json\/wp\/v2\/comments?post=2815"}],"version-history":[{"count":0,"href":"https:\/\/umitunker.com\/en\/wp-json\/wp\/v2\/lesson\/2815\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/umitunker.com\/en\/wp-json\/wp\/v2\/media\/3002"}],"wp:attachment":[{"href":"https:\/\/umitunker.com\/en\/wp-json\/wp\/v2\/media?parent=2815"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}