{"id":1899,"date":"2024-05-23T07:41:48","date_gmt":"2024-05-23T07:41:48","guid":{"rendered":"https:\/\/hostturka.com\/blog\/?p=1899"},"modified":"2025-02-15T18:42:47","modified_gmt":"2025-02-15T18:42:47","slug":"yapay-zeka-makine-ogrenimi-nedir","status":"publish","type":"post","link":"https:\/\/hostingturka.com\/ar\/blog\/yapay-zeka-makine-ogrenimi-nedir.html","title":{"rendered":"Yapay zeka , makine \u00f6\u011frenimi nedir?"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"1899\" class=\"elementor elementor-1899\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-875a532 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"875a532\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&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-60f6107\" data-id=\"60f6107\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-320bec6 elementor-toc--minimized-on-tablet elementor-widget elementor-widget-table-of-contents\" data-id=\"320bec6\" data-element_type=\"widget\" data-settings=\"{&quot;exclude_headings_by_selector&quot;:[],&quot;headings_by_tags&quot;:[&quot;h2&quot;,&quot;h3&quot;,&quot;h4&quot;,&quot;h5&quot;,&quot;h6&quot;],&quot;marker_view&quot;:&quot;numbers&quot;,&quot;no_headings_message&quot;:&quot;No headings were found on this page.&quot;,&quot;minimize_box&quot;:&quot;yes&quot;,&quot;minimized_on&quot;:&quot;tablet&quot;,&quot;hierarchical_view&quot;:&quot;yes&quot;,&quot;min_height&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"table-of-contents.default\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__header\">\n\t\t\t\t\t\t<h4 class=\"elementor-toc__header-title\">\n\t\t\t\tKonu Ba\u015fl\u0131klar\u0131 :\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--expand\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__320bec6\" aria-expanded=\"true\" aria-label=\"Open table of contents\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-down\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\"><\/path><\/svg><\/div>\n\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--collapse\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__320bec6\" aria-expanded=\"true\" aria-label=\"Close table of contents\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-up\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M240.971 130.524l194.343 194.343c9.373 9.373 9.373 24.569 0 33.941l-22.667 22.667c-9.357 9.357-24.522 9.375-33.901.04L224 227.495 69.255 381.516c-9.379 9.335-24.544 9.317-33.901-.04l-22.667-22.667c-9.373-9.373-9.373-24.569 0-33.941L207.03 130.525c9.372-9.373 24.568-9.373 33.941-.001z\"><\/path><\/svg><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<div id=\"elementor-toc__320bec6\" class=\"elementor-toc__body\">\n\t\t\t<div class=\"elementor-toc__spinner-container\">\n\t\t\t\t<svg class=\"elementor-toc__spinner eicon-animation-spin e-font-icon-svg e-eicon-loading\" aria-hidden=\"true\" viewbox=\"0 0 1000 1000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M500 975V858C696 858 858 696 858 500S696 142 500 142 142 304 142 500H25C25 237 238 25 500 25S975 237 975 500 763 975 500 975Z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e2a56fe elementor-widget elementor-widget-heading\" data-id=\"e2a56fe\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Yapay Zeka ve Makine \u00d6\u011frenimi: Birbirini Tamamlayan \u0130ki Alan<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c1a8fdb elementor-widget elementor-widget-text-editor\" data-id=\"c1a8fdb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>Yapay zeka (YZ)<\/strong> ve <strong>makine \u00f6\u011frenimi (ML)<\/strong>, bilgisayar biliminin birbirini tamamlayan iki \u00f6nemli dal\u0131d\u0131r. Her ikisi de bilgisayarlara insan benzeri yetenekler kazand\u0131rmay\u0131 ama\u00e7lar, ancak bunu farkl\u0131 yakla\u015f\u0131mlarla yaparlar.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7b5adff elementor-widget elementor-widget-heading\" data-id=\"7b5adff\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Yapay zeka:<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9be963e elementor-widget elementor-widget-text-editor\" data-id=\"9be963e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul>\n<li>\u0130nsan zekas\u0131n\u0131 taklit etmeye odaklan\u0131r.<\/li>\n<li>Problem &ccedil;&ouml;zme, &ouml;\u011frenme ve ak\u0131l y&uuml;r&uuml;tme gibi insan bili\u015fsel i\u015flevlerini yapay sistemlerde yeniden &uuml;retmeyi ama&ccedil;lar.<\/li>\n<li>Sembolik mant\u0131k, bilgi temsili ve arama algoritmalar\u0131 gibi teknikler kullan\u0131r.<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-40a235d elementor-widget elementor-widget-heading\" data-id=\"40a235d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Makine \u00f6\u011frenimi:<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1feaea5 elementor-widget elementor-widget-text-editor\" data-id=\"1feaea5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul>\n<li>Verilerden otomatik olarak &ouml;\u011frenmeye odaklan\u0131r.<\/li>\n<li>Algoritmalar\u0131n a&ccedil;\u0131k&ccedil;a programlanmadan veri &ouml;r&uuml;nt&uuml;lerini ke\u015ffetmesine ve bunlara dayanarak tahminler yapmas\u0131na veya kararlar vermesine olanak tan\u0131r.<\/li>\n<li>G&ouml;zetimli &ouml;\u011frenme, g&ouml;zetimsiz &ouml;\u011frenme ve peki\u015ftirmeli &ouml;\u011frenme gibi farkl\u0131 &ouml;\u011frenme paradigmalar\u0131n\u0131 kullan\u0131r.<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fc5f4a5 elementor-widget elementor-widget-text-editor\" data-id=\"fc5f4a5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul>\n<li>\n<p><strong>Basit&ccedil;e s&ouml;ylemek gerekirse:<\/strong><\/p>\n<ul>\n<li><strong>Yapay zeka, bilgisayarlara insan gibi d&uuml;\u015f&uuml;nmeyi &ouml;\u011fretmeye &ccedil;al\u0131\u015f\u0131r.<\/strong><\/li>\n<li><strong>Makine &ouml;\u011frenimi ise, bilgisayarlara verilere dayanarak kendi kendine &ouml;\u011frenmeyi &ouml;\u011fretir.<\/strong><\/li>\n<\/ul>\n<p><strong>Birlikte kullan\u0131ld\u0131\u011f\u0131nda yapay zeka ve makine &ouml;\u011frenimi, g&uuml;&ccedil;l&uuml; ve &ccedil;ok y&ouml;nl&uuml; sistemler olu\u015fturmak i&ccedil;in kullan\u0131labilir.<\/strong><\/p>\n<p>&Ouml;rne\u011fin, bir yapay zeka sistemi, bir g&ouml;r&uuml;nt&uuml;deki nesneleri tan\u0131mak i&ccedil;in makine &ouml;\u011frenimi algoritmalar\u0131n\u0131 kullanabilir. Ya da, bir robot, bir ortamda nas\u0131l hareket edece\u011fini &ouml;\u011frenmek i&ccedil;in peki\u015ftirmeli &ouml;\u011frenme kullanabilir.<\/p>\n<p><strong>Yapay zeka ve makine &ouml;\u011frenimi, g&uuml;n&uuml;m&uuml;zde bir&ccedil;ok farkl\u0131 alanda kullan\u0131lmaktad\u0131r:<\/strong><\/p>\n<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e3c45af elementor-widget elementor-widget-heading\" data-id=\"e3c45af\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Makine \u00f6\u011frenimi ve yapay zeka kullan\u0131m alanlar\u0131 :<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fd8a7a7 elementor-widget elementor-widget-text-editor\" data-id=\"fd8a7a7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul>\n<li><strong>Sa\u011fl\u0131k:<\/strong> Hastal\u0131k te\u015fhisi, ila&ccedil; ke\u015ffi ve robotik cerrahi gibi alanlarda kullan\u0131l\u0131r.<\/li>\n<li><strong>Finans:<\/strong> Doland\u0131r\u0131c\u0131l\u0131k tespiti, risk y&ouml;netimi ve portf&ouml;y optimizasyonu gibi alanlarda kullan\u0131l\u0131r.<\/li>\n<li><strong>Ula\u015f\u0131m:<\/strong> Otonom ara&ccedil;lar, trafik y&ouml;netimi ve rota optimizasyonu gibi alanlarda kullan\u0131l\u0131r.<\/li>\n<li><strong>&Uuml;retim:<\/strong> &Uuml;retim hatlar\u0131n\u0131 otomatikle\u015ftirmek, &uuml;r&uuml;n kalitesini kontrol etmek ve tedarik zinciri optimizasyonu gibi alanlarda kullan\u0131l\u0131r.<\/li>\n<li><strong>Perakende:<\/strong> &Uuml;r&uuml;n &ouml;nerisi, m&uuml;\u015fteri segmentasyonu ve fiyatland\u0131rma optimizasyonu gibi alanlarda kullan\u0131l\u0131r.<\/li>\n\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ee3eb26 elementor-widget elementor-widget-text-editor\" data-id=\"ee3eb26\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<strong>Yapay zeka ve makine \u00f6\u011frenimi, gelecekte daha da \u00f6nemli hale gelecek ve hayat\u0131m\u0131z\u0131n bir\u00e7ok y\u00f6n\u00fcn\u00fc etkileyecek.<\/strong>\n\nBu alanlar\u0131n potansiyelini ve risklerini anlamak, gelece\u011fe haz\u0131rlanmak i\u00e7in \u00f6nemlidir.\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\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-7268c53 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7268c53\" data-element_type=\"section\">\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-7347f82\" data-id=\"7347f82\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Konu Ba\u015fl\u0131klar\u0131 : Yapay Zeka ve Makine \u00d6\u011frenimi: Birbirini Tamamlayan \u0130ki Alan Yapay zeka (YZ) ve makine \u00f6\u011frenimi (ML), bilgisayar biliminin birbirini tamamlayan iki \u00f6nemli dal\u0131d\u0131r. Her ikisi de bilgisayarlara insan benzeri yetenekler kazand\u0131rmay\u0131 ama\u00e7lar, ancak bunu farkl\u0131 yakla\u015f\u0131mlarla yaparlar. Yapay zeka: \u0130nsan zekas\u0131n\u0131 taklit etmeye odaklan\u0131r. Problem &ccedil;&ouml;zme, &ouml;\u011frenme ve ak\u0131l y&uuml;r&uuml;tme gibi insan [&hellip;]<\/p>","protected":false},"author":1,"featured_media":2268,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[382],"tags":[384],"class_list":["post-1899","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-teknoloji","tag-makine-ogrenimi"],"blocksy_meta":[],"_links":{"self":[{"href":"https:\/\/hostingturka.com\/ar\/wp-json\/wp\/v2\/posts\/1899","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/hostingturka.com\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/hostingturka.com\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/hostingturka.com\/ar\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/hostingturka.com\/ar\/wp-json\/wp\/v2\/comments?post=1899"}],"version-history":[{"count":0,"href":"https:\/\/hostingturka.com\/ar\/wp-json\/wp\/v2\/posts\/1899\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/hostingturka.com\/ar\/wp-json\/wp\/v2\/media\/2268"}],"wp:attachment":[{"href":"https:\/\/hostingturka.com\/ar\/wp-json\/wp\/v2\/media?parent=1899"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/hostingturka.com\/ar\/wp-json\/wp\/v2\/categories?post=1899"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/hostingturka.com\/ar\/wp-json\/wp\/v2\/tags?post=1899"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}