{"id":1309,"date":"2020-06-21T19:14:34","date_gmt":"2020-06-21T19:14:34","guid":{"rendered":"https:\/\/aix.web.tr\/?p=1309"},"modified":"2024-06-26T13:42:20","modified_gmt":"2024-06-26T13:42:20","slug":"yapay-zeka-ghb-dil-edinim-modeli","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/yapay-zeka-ghb-dil-edinim-modeli\/","title":{"rendered":"AI GHB LANGUAGE ACQUISITION MODEL"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"1309\" class=\"elementor elementor-1309\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-54bf2a1 elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"54bf2a1\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&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-abee492\" data-id=\"abee492\" data-element_type=\"column\" data-e-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-9ba596c elementor-widget elementor-widget-shortcode\" data-id=\"9ba596c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"1494\" class=\"elementor elementor-1494\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6a0c6bf elementor-section-height-min-height elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"6a0c6bf\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;stretch_section&quot;:&quot;section-stretched&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-33 elementor-top-column elementor-element elementor-element-0f33f4b\" data-id=\"0f33f4b\" data-element_type=\"column\" data-e-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-e3797c5 elementor-icon-list--layout-inline elementor-align-center animated-slow elementor-list-item-link-full_width elementor-invisible elementor-widget elementor-widget-icon-list\" data-id=\"e3797c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInLeft&quot;}\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">ANA SAYFA<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/hakkimizda\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">HAKKIMIZDA<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/arastirmalar\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">ARA\u015eTIRMALAR<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/blog\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">BLOG 4.0<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\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-33 elementor-top-column elementor-element elementor-element-ea69513\" data-id=\"ea69513\" data-element_type=\"column\" data-e-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-bff95a7 animated-slow elementor-invisible elementor-widget elementor-widget-image\" data-id=\"bff95a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&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\t<a href=\"https:\/\/aix.web.tr\/\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1667\" height=\"790\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo.png\" class=\"attachment-full size-full wp-image-3104\" alt=\"Aix Logo\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo.png 1667w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-300x142.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-1024x485.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-768x364.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-1536x728.png 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-18x9.png 18w\" sizes=\"(max-width: 1667px) 100vw, 1667px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\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-33 elementor-top-column elementor-element elementor-element-c9c0555\" data-id=\"c9c0555\" data-element_type=\"column\" data-e-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-1c86e38 elementor-icon-list--layout-inline elementor-align-center animated-slow elementor-list-item-link-full_width elementor-invisible elementor-widget elementor-widget-icon-list\" data-id=\"1c86e38\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInRight&quot;}\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/ders\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">DERS<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/konusmalar\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">KONU\u015eMALAR<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/iletisim\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">\u0130LET\u0130\u015e\u0130M<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/basvuru\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">EK\u0130BE KATIL<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t<\/div>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-81fbd96 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"81fbd96\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;slideshow&quot;,&quot;background_slideshow_gallery&quot;:[{&quot;id&quot;:531,&quot;url&quot;:&quot;http:\\\/\\\/www.aix.web.tr\\\/wp-content\\\/uploads\\\/2019\\\/12\\\/ezgif.com-video-to-gif-1.gif&quot;}],&quot;shape_divider_bottom&quot;:&quot;mountains&quot;,&quot;background_slideshow_loop&quot;:&quot;yes&quot;,&quot;background_slideshow_slide_duration&quot;:5000,&quot;background_slideshow_slide_transition&quot;:&quot;fade&quot;,&quot;background_slideshow_transition_duration&quot;:500}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" opacity=\"0.33\" d=\"M473,67.3c-203.9,88.3-263.1-34-320.3,0C66,119.1,0,59.7,0,59.7V0h1000v59.7 c0,0-62.1,26.1-94.9,29.3c-32.8,3.3-62.8-12.3-75.8-22.1C806,49.6,745.3,8.7,694.9,4.7S492.4,59,473,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" opacity=\"0.66\" d=\"M734,67.3c-45.5,0-77.2-23.2-129.1-39.1c-28.6-8.7-150.3-10.1-254,39.1 s-91.7-34.4-149.2,0C115.7,118.3,0,39.8,0,39.8V0h1000v36.5c0,0-28.2-18.5-92.1-18.5C810.2,18.1,775.7,67.3,734,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" d=\"M766.1,28.9c-200-57.5-266,65.5-395.1,19.5C242,1.8,242,5.4,184.8,20.6C128,35.8,132.3,44.9,89.9,52.5C28.6,63.7,0,0,0,0 h1000c0,0-9.9,40.9-83.6,48.1S829.6,47,766.1,28.9z\"\/>\n<\/svg>\t\t<\/div>\n\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-9e0e64c\" data-id=\"9e0e64c\" data-element_type=\"column\" data-e-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-0b6a442 elementor-widget elementor-widget-heading\" data-id=\"0b6a442\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">GHB Dil Edinim Modeli<\/h1>\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-11a9ba07 elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"11a9ba07\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1267d04c\" data-id=\"1267d04c\" data-element_type=\"column\" data-e-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-2acc93c7 elementor-widget elementor-widget-heading\" data-id=\"2acc93c7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Dil Edinimi Nedir?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-57698697 elementor-widget elementor-widget-text-editor\" data-id=\"57698697\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Dil edinimini kendi hayatlar\u0131m\u0131zdan \u00f6rnek verecek olursak; \u00e7ocu\u011fun \u00e7evresinde konu\u015fulan dili \u00e7evresindekilerin d\u00fczeyinde konu\u015fabilmesi s\u00fcreci diyebiliriz. Bu s\u00fcre\u00e7 tamamland\u0131ktan sonra dil geli\u015fimi, yani k\u00f6klerini dil ediniminden alan ve ya\u015fam boyu devam eden s\u00fcre\u00e7 ba\u015flar.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-13480f4 elementor-widget elementor-widget-text-editor\" data-id=\"13480f4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Bug\u00fcn\u00fcn makalesinde, size GHB (Generative Hypernym Basic) dil edinme modelini tan\u0131taca\u011f\u0131m. Bu projede, metin tahminleri ve metin olu\u015fturmay\u0131 ba\u015fard\u0131k. GHB dil edinme modelimizin \u00f6\u011frenme kapasitesi (1,5 milyar); AI2 (465 milyon), Facebook Ai (355 milyon) ve Google Ai&#8217;\u0131n (340 milyon) \u00f6\u011frenme kapasitesinden olduk\u00e7a yukar\u0131da.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f78208c elementor-widget elementor-widget-heading\" data-id=\"f78208c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Yapay Sinir A\u011flar\u0131<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-31e2f0b elementor-widget elementor-widget-text-editor\" data-id=\"31e2f0b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Al\u0131\u015fkanl\u0131klar\u0131m\u0131z\u0131 \u00f6\u011frenen bir tahmin modeli olu\u015fturaca\u011f\u0131m\u0131z bir \u00f6rne\u011fi ele alal\u0131m. \u00d6rne\u011fimizde \u00e7ok basit bir hayat\u0131m\u0131z olacak &#8211; g\u00fcne\u015fli g\u00fcnlerde y\u00fczece\u011fiz\u00a0 ve ya\u011fmurlu g\u00fcnlerde \u015femsiye a\u00e7aca\u011f\u0131z.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ab089a7 elementor-widget elementor-widget-image\" data-id=\"ab089a7\" data-element_type=\"widget\" data-e-type=\"widget\" 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\" width=\"300\" height=\"263\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/06\/g\u00f6rsel1-300x263.png\" class=\"attachment-medium size-medium wp-image-1316\" alt=\"\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/06\/g\u00f6rsel1-300x263.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/06\/g\u00f6rsel1.png 626w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\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<div class=\"elementor-element elementor-element-224aaf8 elementor-widget elementor-widget-text-editor\" data-id=\"224aaf8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Buradaki hedefimiz hava girdisine dayal\u0131 faaliyetlerimizi tahmin edecek bir model elde etmektir.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-762d45a elementor-widget elementor-widget-image\" data-id=\"762d45a\" data-element_type=\"widget\" data-e-type=\"widget\" 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\" width=\"300\" height=\"248\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/06\/g\u00f6rsel2-300x248.png\" class=\"attachment-medium size-medium wp-image-1317\" alt=\"\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/06\/g\u00f6rsel2-300x248.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/06\/g\u00f6rsel2.png 690w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\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<div class=\"elementor-element elementor-element-984781b elementor-widget elementor-widget-text-editor\" data-id=\"984781b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Modelin a\u011f\u0131rl\u0131klar\u0131n\u0131, yani k\u0131rm\u0131z\u0131 matristeki verilen girdiler i\u00e7in istenen \u00e7\u0131kt\u0131lar\u0131 verecek de\u011ferleri t\u00fcretmeyi hedefliyoruz.<br \/>Bunu yapabilmek i\u00e7in, a\u011f\u0131m\u0131z\u0131 ger\u00e7ek hayattaki davran\u0131\u015flar\u0131m\u0131z\u0131 yans\u0131tacak (hava durumu, aktivitesi vb.) veriler ile e\u011fitece\u011fiz. G\u00fcne\u015fli g\u00fcnlerde y\u00fczme ve ya\u011fmurlu g\u00fcnlerde \u015femsiye a\u00e7ma plan\u0131m\u0131za ba\u011fl\u0131 kalaca\u011f\u0131m\u0131z\u0131 varsayarak, modeli besleyece\u011fimiz yaln\u0131zca iki \u00e7ift de\u011fer olacak &#8211; (\u2600\ufe0f, \ud83c\udfca\u200d\u2640\ufe0f) ve (\ud83c\udf27, \u2602\ufe0f).<br \/>Biraz e\u011fitimden sonra, yani girdi-\u00e7\u0131kt\u0131 \u00e7iftlerini (denetimli \u00f6\u011frenme) sa\u011flamak, k\u0131rm\u0131z\u0131 a\u011f\u0131rl\u0131k matrisimiz yakla\u015f\u0131k olarak a\u015fa\u011f\u0131daki gibi g\u00f6r\u00fcnecektir.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d488f85 elementor-widget elementor-widget-image\" data-id=\"d488f85\" data-element_type=\"widget\" data-e-type=\"widget\" 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 loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"248\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/06\/g\u00f6rsel-3-300x248.png\" class=\"attachment-medium size-medium wp-image-1318\" alt=\"\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/06\/g\u00f6rsel-3-300x248.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/06\/g\u00f6rsel-3.png 690w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\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<div class=\"elementor-element elementor-element-6d769d1 elementor-widget elementor-widget-text-editor\" data-id=\"6d769d1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Kolayca do\u011frulayabilirsiniz.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b88eb0 elementor-widget elementor-widget-image\" data-id=\"5b88eb0\" data-element_type=\"widget\" data-e-type=\"widget\" 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 loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"75\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/06\/g\u00f6rsel4-300x75.png\" class=\"attachment-medium size-medium wp-image-1319\" alt=\"\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/06\/g\u00f6rsel4-300x75.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/06\/g\u00f6rsel4.png 498w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\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<div class=\"elementor-element elementor-element-0275e63 elementor-widget-divider--separator-type-pattern elementor-widget-divider--no-spacing elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"0275e63\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\" style=\"--divider-pattern-url: url(&quot;data:image\/svg+xml,%3Csvg xmlns=&#039;http:\/\/www.w3.org\/2000\/svg&#039; preserveAspectRatio=&#039;xMidYMid meet&#039; overflow=&#039;visible&#039; height=&#039;100%&#039; viewBox=&#039;0 0 126 26&#039; fill=&#039;black&#039; stroke=&#039;none&#039;%3E%3Cpath d=&#039;M10.7,6l2.5,2.6l-4,4.3l4,5.4l-2.5,1.9l-4.5-5.2l-3.9,4.2L0.7,17L4,13.1L0,8.6l2.3-1.3l3.9,3.9L10.7,6z M23.9,6.6l4.2,4.5L32,7.2l2.3,1.3l-4,4.5l3.2,3.9L32,19.1l-3.9-3.3l-4.5,4.3l-2.5-1.9l4.4-5.1l-4.2-3.9L23.9,6.6zM73.5,6L76,8.6l-4,4.3l4,5.4l-2.5,1.9l-4.5-5.2l-3.9,4.2L63.5,17l4.1-4.7L63.5,8l2.3-1.3l4.1,3.6L73.5,6z M94,6l2.5,2.6l-4,4.3l4,5.4L94,20.1l-3.9-5l-3.9,4.2L84,17l3.2-3.9L84,8.6l2.3-1.3l3.2,3.9L94,6z M106.9,6l4.5,5.1l3.9-3.9l2.3,1.3l-4,4.5l3.2,3.9l-1.6,2.1l-3.9-4.2l-4.5,5.2l-2.5-1.9l4-5.4l-4-4.3L106.9,6z M53.1,6l2.5,2.6l-4,4.3l4,4.6l-2.5,1.9l-4.5-4.5l-3.5,4.5L43.1,17l3.2-3.9l-4-4.5l2.3-1.3l3.9,3.9L53.1,6z&#039;\/%3E%3C\/svg%3E&quot;);\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f641faf elementor-widget elementor-widget-text-editor\" data-id=\"f641faf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Peki ya \u00f6rne\u011fin Adana&#8217;ya ta\u015f\u0131n\u0131r ve t\u00fcm y\u0131l boyunca g\u00fcne\u015fli bir hava ile kar\u015f\u0131la\u015f\u0131rsak ne olur? Fiziksel ve entelekt\u00fcel geli\u015fim aras\u0131nda bir t\u00fcr dengeyi korumak i\u00e7in al\u0131\u015fkanl\u0131klar\u0131m\u0131z\u0131 de\u011fi\u015ftirmeli ve y\u00fczmek ile \u015femsiye a\u00e7mak (sa\u00e7ma gelmesin g\u00fcne\u015f oldu\u011funda da \u015femsiye a\u00e7ar\u0131z) aras\u0131nda ge\u00e7i\u015f yapmal\u0131y\u0131z. D\u00fcn y\u00fczd\u00fcysek, bug\u00fcn \u015femsiye a\u00e7acak ve yar\u0131n y\u00fczece\u011fiz. Alternatif faaliyetler bu rutine ba\u011fl\u0131 kalacak.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f2853e4 elementor-widget elementor-widget-image\" data-id=\"f2853e4\" data-element_type=\"widget\" data-e-type=\"widget\" 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 loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"125\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/06\/g\u00f6rsel5-300x125.png\" class=\"attachment-medium size-medium wp-image-1320\" alt=\"\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/06\/g\u00f6rsel5-300x125.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/06\/g\u00f6rsel5-1024x427.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/06\/g\u00f6rsel5-768x320.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/06\/g\u00f6rsel5.png 1227w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\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<div class=\"elementor-element elementor-element-ec3ac5d elementor-widget elementor-widget-text-editor\" data-id=\"ec3ac5d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Yukar\u0131daki ya\u015fam de\u011fi\u015fiklikleri ile birlikte, tahmin modelimizi buna g\u00f6re de\u011fi\u015ftirmemiz gerekiyor. <strong>Klasik Sinir A\u011flar\u0131<\/strong>, girdileri denklem dizilerini dikkate almad\u0131\u011f\u0131 i\u00e7in burada bize yard\u0131mc\u0131 olmaz. Bu a\u015famada <strong>Tekrarlayan Sinir A\u011flar\u0131<\/strong> devreye giriyor. Klasik Yapay Sinir A\u011flar\u0131na kar\u015f\u0131t olarak, \u00f6rne\u011fimizde bulunan s\u0131ral\u0131 verileri i\u015flemek ve bunlardan \u00f6\u011frenmek i\u00e7in uygundurlar.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4ee3498 elementor-widget elementor-widget-heading\" data-id=\"4ee3498\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Tekrarlayan Sinir A\u011flar\u0131<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e041682 elementor-widget elementor-widget-text-editor\" data-id=\"e041682\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Hava durumunu dikkate almad\u0131\u011f\u0131m\u0131z i\u00e7in, hem girdi hem de \u00e7\u0131kt\u0131 olarak ele al\u0131nabilecek sadece iki de\u011fere sahibiz &#8211; y\u00fczmek ve \u015femsiye a\u00e7mak. Basitle\u015ftirilmi\u015f Tekrarlayan <a href=\"https:\/\/aix.web.tr\/en\/sinir-agi-nedir-tanimi-avantajlari-ve-dezavantajlari-nelerdir\/\">Sinir A\u011f\u0131<\/a> modelimiz a\u015fa\u011f\u0131daki gibi g\u00f6r\u00fcnecektir.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-87146a5 elementor-widget elementor-widget-image\" data-id=\"87146a5\" data-element_type=\"widget\" data-e-type=\"widget\" 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 loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"250\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/06\/g\u00f6rsel6-300x250.png\" class=\"attachment-medium size-medium wp-image-1321\" alt=\"\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/06\/g\u00f6rsel6-300x250.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/06\/g\u00f6rsel6.png 675w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\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<div class=\"elementor-element elementor-element-d878679 elementor-widget elementor-widget-text-editor\" data-id=\"d878679\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u015eimdi a\u011f yap\u0131m\u0131z\u0131 tan\u0131mlad\u0131\u011f\u0131m\u0131z i\u00e7in, baz\u0131 e\u011fitim verileriyle beslemeye devam edebiliriz. Y\u00fczmek d\u00f6n\u00fc\u015f\u00fcml\u00fc olarak \u015femsiye a\u00e7aca\u011f\u0131m\u0131z\u0131 varsayarsak, e\u011fitim verilerimiz \u015f\u00f6yle g\u00f6r\u00fcnecektir (\u2602\ufe0f, \ud83c\udfca\u200d\u2640\ufe0f,\u2026, \u2602\ufe0f, \ud83c\udfca\u200d\u2640\ufe0f).<\/p><p>Biraz e\u011fitimden sonra, yakla\u015f\u0131k bir a\u011f\u0131rl\u0131k matrisi elde edece\u011fiz.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-35a4ef1 elementor-widget elementor-widget-image\" data-id=\"35a4ef1\" data-element_type=\"widget\" data-e-type=\"widget\" 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 loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"250\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/06\/g\u00f6rsel7-300x250.png\" class=\"attachment-medium size-medium wp-image-1322\" alt=\"\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/06\/g\u00f6rsel7-300x250.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/06\/g\u00f6rsel7.png 675w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\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<div class=\"elementor-element elementor-element-15192d7 elementor-widget elementor-widget-text-editor\" data-id=\"15192d7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Son olarak, bu model, yak\u0131n zamanda y\u00fczersek, daja sonra \u015femsiye a\u00e7aca\u011f\u0131m\u0131z\u0131 ve benzer \u015fekilde yak\u0131n zamanda \u015femsiye a\u00e7arsak, bir sonrakinde y\u00fczece\u011fimizi do\u011fru bir \u015fekilde tahmin edecektir.<\/p><p>Farkl\u0131 de\u011ferlere ra\u011fmen, \u00f6nceki \u00f6rnekteki Sinir A\u011f&#8217;a tam olarak benziyor. Bunu yapar, \u00e7\u00fcnk\u00fc asl\u0131nda bir anlamda hala bir sinir a\u011f\u0131d\u0131r ve t\u00fcm altta yatan kavramlar\u0131, tekrarlayan bir \u015fekilde \u00f6nceki iterasyonlardan \u00e7\u0131kt\u0131lar\u0131 bir sonraki giri\u015flere girdi olarak almas\u0131 ger\u00e7e\u011fi de\u011fi\u015fmez.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2c66aad elementor-widget elementor-widget-html\" data-id=\"2c66aad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<img decoding=\"async\" src=\"http:\/\/colah.github.io\/posts\/2015-08-Understanding-LSTMs\/img\/RNN-unrolled.png\" alt=\"Simply Easy Learning\" >\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9449ca8 elementor-widget elementor-widget-text-editor\" data-id=\"9449ca8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Yukar\u0131daki \u00f6rnekler RNN kavram\u0131n\u0131n resimlerini kavramak i\u00e7in \u00e7ok basit ve kolayd\u0131r. Ba\u015fl\u0131ca \u00f6zellikleri, tekrarlayan do\u011falar\u0131 nedeniyle, bilgiyi s\u00fcrd\u00fcrebilmeleridir.<\/p><p>\u00c7ok insani bir \u015fey \u00e7\u00fcnk\u00fc insanlar olarak, genellikle bunun fark\u0131nda olmadan sorunlar\u0131 \u00e7\u00f6zmemize yard\u0131mc\u0131 olan \u00f6n bilgi ve belle\u011fe sahibiz. Okumak gibi \u00f6nemsiz bir faaliyet bile bu fenomenden b\u00fcy\u00fck bir avantaj sa\u011flar. Okudu\u011fumuz gibi, her karakteri ba\u011f\u0131ms\u0131z olarak i\u015flemiyoruz, \u00e7\u00fcnk\u00fc her biri tek ba\u015f\u0131na bir \u015fey ifade etmiyor. &#8220;A&#8221; harfi &#8220;b&#8221; harfinden daha iyi veya daha k\u00f6t\u00fc de\u011fildir. Sadece kelimeler, c\u00fcmleler ve benzeri y\u00fcksek seviyeli yap\u0131lar\u0131n par\u00e7alar\u0131ysa mant\u0131kl\u0131 olmaya ba\u015flarlar.<\/p><blockquote><p><em class=\"mj\">\u201cAoccdrnig to a rscheearch at Cmabrigde Uinervtisy, it deosn\u2019t mttaer in waht oredr the ltteers in a wrod are, the olny iprmoatnt tihng is taht the frist and lsat ltteers be at the rghit pclae. The rset can be a toatl mses and you can sitll raed it wouthit porbelm. Tihs is bcuseae the huamn mnid deos not raed ervey lteter by istlef, but the wrod as a wlohe.\u201d<\/em><\/p><\/blockquote><p>RNN&#8217;ler, birbirini takip eden \u00f6\u011frenme ad\u0131mlar\u0131 s\u0131ras\u0131nda bilginin devaml\u0131l\u0131\u011f\u0131n\u0131 sa\u011flayan tekrarlayan a\u011f mimarisiyle bu yetene\u011fe ula\u015fmaya \u00e7al\u0131\u015f\u0131r. Bir c\u00fcmlede eksik bir kelimeyi tahmin etmeye \u00e7al\u0131\u015fan metin tahmini modelini ele alal\u0131m.<\/p><blockquote><p>Bizi \u00f6ld\u00fcrmeyen \u015fey &#8220;&#8230;&#8221;<\/p><\/blockquote><p>San\u0131r\u0131m \u00e7o\u011fumuz cevab\u0131n g\u00fc\u00e7lendirir oldu\u011funu biliyoruz. Peki nunu nas\u0131l biliyoruz? T\u00fcm zamanlar\u0131n en pop\u00fcler al\u0131nt\u0131lar\u0131ndan biri oldu\u011fu ve sadece kitaplardan, filmlerden, TV \u015fovlar\u0131ndan vb. kaynaklarda \u00e7ok kez kullan\u0131ld\u0131\u011f\u0131 i\u00e7in biliyoruz.<br \/>Neyse ki, dil edinim modelimiz i\u00e7in, bu ifadeyi i\u00e7eren bir veri k\u00fcmesiyle beslendi ve yak\u0131n zamanda ortaya \u00e7\u0131kt\u0131, b\u00f6ylece ge\u00e7erli bir \u00e7\u00f6z\u00fcm elde etmek i\u00e7in haf\u0131zas\u0131n\u0131 da kullanabildi.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-efbaafc elementor-widget elementor-widget-html\" data-id=\"efbaafc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<img decoding=\"async\" src=\"http:\/\/colah.github.io\/posts\/2015-08-Understanding-LSTMs\/img\/RNN-shorttermdepdencies.png\" alt=\"Simply Easy Learning\" >\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4972681 elementor-widget elementor-widget-text-editor\" data-id=\"4972681\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Modelimizde ilgili bilgileri bulabildik \u00e7\u00fcnk\u00fc nispeten yak\u0131nd\u0131, \u00e7ok geriye bakmak zorunda de\u011fildik.<br \/>Metin tahmini modelimizin ba\u015fka bir \u00f6rne\u011fini ele alal\u0131m. Bu sefer modelimizi Charles Darwin\u2019in t\u00fcm koleksiyonuyla besleyece\u011fiz (asl\u0131nda yapt\u0131m, kontrol et). O zaman modelimizden, verilen bir kelime \u00f6be\u011findeki eksik bir kelimeyi tahmin etmesini isteyelim.<\/p><blockquote><p>T\u00fcrlerin (\u2026)<\/p><\/blockquote><p>Bu bilmece kesinlikle \u00f6ncekinden daha zordur, ancak Darwin\u2019in eserlerine a\u015fina olanlar\u0131n\u0131z muhtemelen kay\u0131p kelimenin \u201cK\u00f6keni\u201d oldu\u011funu ve t\u00fcm ifadenin evrim teorisi hakk\u0131ndaki en \u00fcnl\u00fc kitab\u0131n\u0131n ba\u015fl\u0131\u011f\u0131 oldu\u011funu bilirler.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c36fb9c elementor-widget elementor-widget-html\" data-id=\"c36fb9c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<img decoding=\"async\" src=\"http:\/\/colah.github.io\/posts\/2015-08-Understanding-LSTMs\/img\/RNN-longtermdependencies.png\" alt=\"Simply Easy Learning\" >\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d55d74c elementor-widget elementor-widget-text-editor\" data-id=\"d55d74c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Tekrarlanan sinir a\u011flar\u0131 her \u015feyi s\u0131n\u0131rl\u0131 bir derinli\u011fe kadar hat\u0131rlarken, GHB neyi hat\u0131rlayaca\u011f\u0131n\u0131 ve neyi unutabilece\u011fini \u00f6\u011frenir. GHB, tekrarlanan sinir a\u011flar\u0131n\u0131n \u00f6\u011frenme aral\u0131klar\u0131n\u0131n \u00f6tesine ula\u015fabilir.<\/p><p>Gelecek vaat ediyor ve kesinlikle \u00fczerinde u\u011fra\u015fmaya de\u011fer gibi geliyor kula\u011fa de\u011fil mi? E\u011fer cevab\u0131n\u0131z evetse hadi biraz ayr\u0131nt\u0131lara dalal\u0131m!<\/p><p>Tekrarlayan Sinir A\u011flar\u0131 genel olarak, verilerin girdiyi mod\u00fcllerde tekrarlayan basit bir yap\u0131ya sahiptir. Standart tekrarlayan sinir a\u011flar\u0131 genellikle basit<strong><em> tanh<\/em> <\/strong>katmanlar\u0131ndan olu\u015fur.<\/p><p>\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-47b813b elementor-widget elementor-widget-html\" data-id=\"47b813b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/miro.medium.com\/max\/2000\/1*opL8ZjSfuI0WWw0MBFYQgw.png\" alt=\"Simply Easy Learning\" >\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eb80399 elementor-widget elementor-widget-text-editor\" data-id=\"eb80399\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Di\u011fer taraftaki GHB \u00e7ok daha karma\u015f\u0131k birimler i\u00e7erir.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5ec4c40 elementor-widget elementor-widget-html\" data-id=\"5ec4c40\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/miro.medium.com\/max\/2000\/1*diIL375S3cCoZj7E-rjiAw.png\" alt=\"Simply Easy Learning\" >\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5cffcf6 elementor-widget elementor-widget-text-editor\" data-id=\"5cffcf6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u0130lk ba\u015fta bunalt\u0131c\u0131 g\u00f6r\u00fcnebilir, ancak a\u015fa\u011f\u0131daki gibi basitle\u015ftirilebilir ve diyagram\u0131 daha kolay kavrayabiliriz.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ae71c2b elementor-widget elementor-widget-html\" data-id=\"ae71c2b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/miro.medium.com\/max\/1400\/1*WTABCHOqN8afYo1mRyeltg.png\" alt=\"Simply Easy Learning\" >\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6b57165 elementor-widget elementor-widget-text-editor\" data-id=\"6b57165\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Yukar\u0131da g\u00f6rebilece\u011finiz gibi, GHB&#8217;nin h\u00fccresinin 3 kap\u0131s\u0131 vard\u0131r.<\/p><ul><li>Girdi kap\u0131s\u0131, verilen bir bilginin hat\u0131rlanmaya de\u011fer olup olmad\u0131\u011f\u0131na karar verir.<\/li><li>Unutma kap\u0131s\u0131, verilen bir bilginin hala hat\u0131rlanmaya de\u011fer olup olmad\u0131\u011f\u0131na karar verir. De\u011ferli bulmazsa silinir.<\/li><li>\u00c7\u0131kt\u0131 kap\u0131s\u0131, verilen bir bilginin belirli bir ad\u0131mda ilgili olup olmad\u0131\u011f\u0131na ve kullan\u0131lmas\u0131 gerekti\u011fine karar verir.<\/li><\/ul><p>Peki bu gizemli karar verme s\u00fcreci asl\u0131nda nas\u0131l \u00e7al\u0131\u015f\u0131yor?<\/p><p>Her kap\u0131, ili\u015fkili bir a\u011f\u0131rl\u0131\u011fa sahip bir katmand\u0131r. Her ad\u0131m s\u0131ras\u0131nda bir giri\u015f al\u0131r ve 0-1 aral\u0131\u011f\u0131ndan bir de\u011fer d\u00f6nd\u00fcren bir sigmoid i\u015flevi ger\u00e7ekle\u015ftirir; burada 0 hi\u00e7bir \u015feyin girmesine izin verilmemesi ve 1 her \u015feyin girmesine izin verir.<\/p><p>Daha sonra, her katman\u0131n de\u011feri geri yay\u0131lma mekanizmas\u0131 arac\u0131l\u0131\u011f\u0131yla g\u00fcncellenecektir. Kap\u0131lar\u0131n zaman i\u00e7inde hangi bilgilerin \u00f6nemli, hangilerinin \u00f6nemli olmad\u0131\u011f\u0131n\u0131 \u00f6\u011frenmesini sa\u011flar.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8eb00a5 elementor-widget elementor-widget-heading\" data-id=\"8eb00a5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">1 Numaral\u0131 \u00c7\u0131kt\u0131:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-64e9380 elementor-widget elementor-widget-text-editor\" data-id=\"64e9380\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>W\u215d[\u2014\u00a4S\u00e9\u00bd,\u00b0R\u00e1{\u00fa\u215b\u03b9W\u2018\u0153\u03a0\u2518Nfn\u0090\u00e1\u03c7R\u0153|NE~{A\u2510\u00e0\u03bc\u00a3\u03bcvk\u00a4\u215c%\u00e0\u03b9W\u215c,\u2014E.lJW\u2153VQ\u03b1\u00c9Il\u00e1\u00b9(\u0153M\u215csO\u03a0\u00b9\u2518+\u00f6\u00f4,vt(\u00eb\u2020XY\u0153\u03b1^a\u03c6Iy\u00f4dCA\u03b98\u215e\u201d\u00bc\u2510P\u00fc+w\u0153[N)3\u215e(\u03c2\u00dcZ\u00e7\u00e0\u00f4e\u03c6e\u215e\u2013bz\u215dd\u03b55\u00c9&lt;6D;\u2026T|Q\u03c7\u2026o,z %&amp;T\u2032x=\u201c\u03a7\u00c2\u00a3\u00d7\u03b9D&amp;\u201cB\u00ee\u00b7\u2026*\u2014\u03bdKt1dHa\u00f9u\u00c8;w*[\u2518}\u00a7U\u00ef(r\u00ber\u03c9&amp;\u0153\u201d\u2013\u00b9C<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d9d698e elementor-widget elementor-widget-heading\" data-id=\"d9d698e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">147500 Numaral\u0131 \u00c7\u0131kt\u0131:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3830b75 elementor-widget elementor-widget-text-editor\" data-id=\"3830b75\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Into a movement with which extended the domestic eggs, and from soles any; the letter from its stock. Of your labor of some yellow would to be so that to limits.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c896b28 elementor-widget elementor-widget-heading\" data-id=\"c896b28\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Kaynak Kod<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6ef18b7 elementor-align-left elementor-widget elementor-widget-button\" data-id=\"6ef18b7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-lg elementor-animation-grow\" href=\"https:\/\/github.com\/mendaxyazilim\/ghb-language-acquisition-model\" target=\"_blank\" rel=\"noopener\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-code\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">\u0130ncele<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>GHB Dil Edinim Modeli Dil Edinimi Nedir? Dil edinimini kendi hayatlar\u0131m\u0131zdan \u00f6rnek verecek olursak; \u00e7ocu\u011fun \u00e7evresinde konu\u015fulan dili \u00e7evresindekilerin d\u00fczeyinde konu\u015fabilmesi s\u00fcreci diyebiliriz. Bu s\u00fcre\u00e7&hellip;<\/p>","protected":false},"author":1,"featured_media":1333,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-1309","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-projects"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/1309","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/comments?post=1309"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/1309\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/1333"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=1309"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=1309"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=1309"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}