{"id":201,"date":"2019-09-29T15:59:35","date_gmt":"2019-09-29T15:59:35","guid":{"rendered":"http:\/\/www.aix.web.tr\/?p=201"},"modified":"2022-05-09T11:12:31","modified_gmt":"2022-05-09T11:12:31","slug":"ai-egitimi-nasil-olceklenir","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/ai-egitimi-nasil-olceklenir\/","title":{"rendered":"AI E\u011fitimi Nas\u0131l \u00d6l\u00e7eklenir"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"201\" class=\"elementor elementor-201\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-336be5b elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"336be5b\" 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-76cefcf\" data-id=\"76cefcf\" 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-6e576c5 elementor-widget elementor-widget-shortcode\" data-id=\"6e576c5\" 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-4d2169df elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4d2169df\" 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-299d605b\" data-id=\"299d605b\" 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-4b740340 elementor-widget elementor-widget-heading\" data-id=\"4b740340\" 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\">Yapay Zeka E\u011fitimi Nas\u0131l \u00d6l\u00e7eklenir<\/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-2a16ba4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2a16ba4\" data-element_type=\"section\" data-e-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-ccb07d4\" data-id=\"ccb07d4\" 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-0c9487d elementor-widget elementor-widget-spacer\" data-id=\"0c9487d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\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\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-64cb1a1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"64cb1a1\" data-element_type=\"section\" data-e-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-f8581c6\" data-id=\"f8581c6\" 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-c696f6b elementor-widget elementor-widget-heading\" data-id=\"c696f6b\" 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\">Ara\u015ft\u0131rma<\/h2>\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-c43fe71 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c43fe71\" data-element_type=\"section\" data-e-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-4258346\" data-id=\"4258346\" 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-5cb85db elementor-widget elementor-widget-text-editor\" data-id=\"5cb85db\" 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 birka\u00e7 y\u0131lda, AI ara\u015ft\u0131rmac\u0131lar\u0131, sinirsel a\u011f e\u011fitimini h\u0131zland\u0131rmakta ve bir\u00e7ok makineye b\u00fcy\u00fck miktarda veri da\u011f\u0131t\u0131m\u0131 sa\u011flayan veri paralelli\u011fi yoluyla artan bir ba\u015far\u0131 elde etmi\u015flerdir. Ara\u015ft\u0131rmac\u0131lar, g\u00f6r\u00fcnt\u00fc s\u0131n\u0131fland\u0131rma ve dil modellemesi i\u00e7in on binlerce parti b\u00fcy\u00fckl\u00fc\u011f\u00fcn\u00fc ve Dota 2 oyununu oynayan milyonlarca RL ajan\u0131 i\u00e7in ba\u015far\u0131l\u0131 bir \u015fekilde kulland\u0131lar. Bu b\u00fcy\u00fck partiler, artan miktarda i\u015flemin tek bir modelin e\u011fitimine verimli bir \u015fekilde aktar\u0131lmas\u0131n\u0131 sa\u011fl\u0131yor. AI e\u011fitim hesaplamas\u0131ndaki h\u0131zl\u0131 b\u00fcy\u00fcmenin \u00f6nemli bir etkinle\u015ftiricisidir. Ancak, \u00e7ok b\u00fcy\u00fck olan toplu i\u015f boyutlar\u0131 h\u0131zl\u0131 bir \u015fekilde azalan algoritmik geri d\u00f6n\u00fc\u015fler g\u00f6stermektedir ve bu s\u0131n\u0131rlar\u0131n neden baz\u0131 i\u015fler i\u00e7in daha b\u00fcy\u00fck ve di\u011ferleri i\u00e7in daha k\u00fc\u00e7\u00fck oldu\u011fu a\u00e7\u0131k de\u011fildir.<br \/>Buna paralel olarak yap\u0131lan tamamlay\u0131c\u0131 bir \u00e7al\u0131\u015fma, b\u00fcy\u00fck bir parti e\u011fitiminin titiz deneysel testlerinin yan\u0131 s\u0131ra \u00f6nceki \u00e7al\u0131\u015fmalarda bir tak\u0131m tutars\u0131zl\u0131klar\u0131 ortadan kald\u0131rarak \u00f6nceki literat\u00fcr\u00fcn kapsaml\u0131 bir incelemesini ger\u00e7ekle\u015ftirdi. G\u00f6revler aras\u0131ndaki paralellik potansiyelinde \u00f6nemli bir de\u011fi\u015fiklik bulmu\u015flar ve \u00e7al\u0131\u015fmam\u0131z bu varyans\u0131n b\u00fcy\u00fck bir b\u00f6l\u00fcm\u00fcn\u00fc a\u00e7\u0131kl\u0131yor gibi g\u00f6r\u00fcn\u00fcyor. \u00c7al\u0131\u015fmalar\u0131 ayr\u0131ca b\u00fcy\u00fck parti e\u011fitimlerinin genellemeyi etkilemedi\u011fini g\u00f6steriyor. Bunun ve di\u011ferleri gibi sistematik ara\u015ft\u0131rmalar\u0131n bu alan i\u00e7in inan\u0131lmaz derecede de\u011ferli oldu\u011funa inan\u0131yoruz ve \u201cAI Biliminde\u201d \u00e7al\u0131\u015fmaya devam etmeye kararl\u0131y\u0131z.<\/p><p><img decoding=\"async\" src=\"https:\/\/openai.com\/content\/images\/2018\/12\/noise-summary-3.svg\" alt=\"\" \/><\/p><p class=\"caption\"><em>Degrade g\u00fcr\u00fclt\u00fc \u00f6l\u00e7e\u011fi (uygun \u015fekilde e\u011fitime g\u00f6re ortalamas\u0131 al\u0131nm\u0131\u015f), kritik parti b\u00fcy\u00fckl\u00fc\u011f\u00fcndeki de\u011fi\u015fimin b\u00fcy\u00fck \u00e7o\u011funlu\u011funu (r2 =% 80) alt\u0131 b\u00fcy\u00fckl\u00fck s\u0131ras\u0131n\u0131 kapsayan bir dizi g\u00f6revde a\u00e7\u0131klamaktad\u0131r. Parti boyutlar\u0131, g\u00f6r\u00fcnt\u00fc say\u0131s\u0131, belirte\u00e7ler (dil modelleri i\u00e7in) veya g\u00f6zlemlerde (oyunlar i\u00e7in) \u00f6l\u00e7\u00fcl\u00fcr.<\/em><\/p><p>A\u011f gradyanlar\u0131n\u0131n sinyal-g\u00fcr\u00fclt\u00fc oran\u0131n\u0131 \u00f6l\u00e7en basit bir istatistik olan gradyan g\u00fcr\u00fclt\u00fc \u00f6l\u00e7e\u011fini \u00f6l\u00e7erek, maksimum yararl\u0131 parti b\u00fcy\u00fckl\u00fc\u011f\u00fcn\u00fc yakla\u015f\u0131k olarak tahmin edebilece\u011fimizi bulduk. Sezgisel olarak, g\u00fcr\u00fclt\u00fc \u00f6l\u00e7e\u011fi model taraf\u0131ndan g\u00f6r\u00fcld\u00fc\u011f\u00fc gibi verilerdeki de\u011fi\u015fimi \u00f6l\u00e7er (e\u011fitimin belirli bir a\u015famas\u0131nda). G\u00fcr\u00fclt\u00fc \u00f6l\u00e7e\u011fi k\u00fc\u00e7\u00fck oldu\u011funda, \u00e7ok fazla veriye paralel olarak bakmak h\u0131zl\u0131 bir \u015fekilde gereksiz hale gelir, oysa b\u00fcy\u00fck oldu\u011funda, b\u00fcy\u00fck veri gruplar\u0131ndan \u00e7ok \u015fey \u00f6\u011frenebiliriz.<\/p><p>Bu istatistik t\u00fcr\u00fc, \u00f6rneklem b\u00fcy\u00fckl\u00fc\u011f\u00fc se\u00e7imi i\u00e7in yayg\u0131n olarak kullan\u0131l\u0131r ve <a href=\"https:\/\/aix.web.tr\/en\/2023te-7-derin-ogrenme-araci\/\">derin \u00f6\u011frenme<\/a> i\u00e7in kullan\u0131lmas\u0131 \u00f6nerilmi\u015ftir, ancak modern e\u011fitim \u00e7al\u0131\u015fmalar\u0131 i\u00e7in sistematik olarak \u00f6l\u00e7\u00fclmemi\u015ftir veya uygulanmam\u0131\u015ft\u0131r. Bu \u00f6ng\u00f6r\u00fcy\u00fc, resim tan\u0131ma, dil modelleme, Atari oyunlar\u0131 ve Dota dahil, yukar\u0131daki \u015fekilde g\u00f6sterilen \u00e7ok \u00e7e\u015fitli makine \u00f6\u011frenme g\u00f6revleri i\u00e7in do\u011frulad\u0131k. \u00d6zellikle, t\u00fcm bu g\u00f6revler i\u00e7in \u00e7ok \u00e7e\u015fitli parti boyutlar\u0131nda (her biri i\u00e7in \u00f6\u011frenme oran\u0131n\u0131 ayr\u0131 ayr\u0131 ayarlamak) e\u011fitim \u00e7al\u0131\u015fmalar\u0131 yapt\u0131k ve e\u011fitimdeki h\u0131zlanmalar\u0131 g\u00fcr\u00fclt\u00fc skalas\u0131n\u0131n ne olaca\u011f\u0131n\u0131 \u00f6ng\u00f6rd\u00fc\u011f\u00fc ile kar\u015f\u0131la\u015ft\u0131rd\u0131k. B\u00fcy\u00fck parti b\u00fcy\u00fckl\u00fckleri genellikle etkili olmak i\u00e7in dikkatli ve pahal\u0131 ayarlama veya \u00f6zel \u00f6\u011frenme oran\u0131 programlar\u0131 gerektirdi\u011finden, zaman\u0131n \u00fcst s\u0131n\u0131r\u0131n\u0131 bilmek yeni modellerin e\u011fitiminde \u00f6nemli bir pratik avantaj sa\u011flar.<\/p><p>Bu denemelerin sonu\u00e7lar\u0131n\u0131, e\u011fitim i\u00e7in duvar saati ile e\u011fitim yapmak i\u00e7in kulland\u0131\u011f\u0131m\u0131z toplu hesaplamalar aras\u0131ndaki (dolar maliyetiyle orant\u0131l\u0131) aras\u0131ndaki bir de\u011fi\u015fim a\u00e7\u0131s\u0131ndan g\u00f6rselle\u015ftirmenin faydal\u0131 oldu\u011funu g\u00f6rd\u00fck. \u00c7ok k\u00fc\u00e7\u00fck parti boyutlar\u0131nda, partiyi iki kat\u0131na \u00e7\u0131karmak, ekstra hesaplama kullanmadan yar\u0131m saatte \u00e7al\u0131\u015fmam\u0131z\u0131 sa\u011flar (iki kat daha fazla cips yar\u0131s\u0131 kadar uzun s\u00fcre \u00e7al\u0131\u015f\u0131r\u0131z). \u00c7ok b\u00fcy\u00fck parti boyutlar\u0131nda, daha fazla paralelle\u015ftirme daha h\u0131zl\u0131 bir e\u011fitime yol a\u00e7maz. Ortadaki e\u011fride bir \u201cb\u00fck\u00fclme\u201d var ve gradyan g\u00fcr\u00fclt\u00fc \u00f6l\u00e7e\u011fi bu b\u00fck\u00fclmenin nerede ger\u00e7ekle\u015fti\u011fini \u00f6ng\u00f6r\u00fcyor.<\/p><p><img decoding=\"async\" src=\"https:\/\/openai.com\/content\/images\/2018\/12\/basic-scaling-1.svg\" alt=\"\" \/><\/p><p><em>Paralelli\u011fin artt\u0131r\u0131lmas\u0131, daha karma\u015f\u0131k modelleri makul bir s\u00fcrede e\u011fitmeyi m\u00fcmk\u00fcn k\u0131lar. Pareto s\u0131n\u0131r grafi\u011finin algoritmalar ve \u00f6l\u00e7ekler aras\u0131ndaki kar\u015f\u0131la\u015ft\u0131rmalar\u0131 g\u00f6rselle\u015ftirmenin en sezgisel yolu oldu\u011funu g\u00f6r\u00fcyoruz.<\/em><\/p><p>Bu e\u011frileri bir performans seviyesi belirleyerek (Beatar Rider&#8217;\u0131n Atari oyununda 1000 puan) ve \u00e7e\u015fitli performans boyutlar\u0131nda bu performansa ne kadar s\u00fcre katland\u0131\u011f\u0131n\u0131 g\u00f6rerek yap\u0131yoruz. Sonu\u00e7lar, modelimizin tahminlerini performans hedefinin bir\u00e7ok farkl\u0131 de\u011feri aras\u0131nda nispeten yak\u0131ndan takip ediyor.<\/p>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7866efd2 elementor-section-height-min-height elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"7866efd2\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;slideshow&quot;,&quot;stretch_section&quot;:&quot;section-stretched&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_top&quot;:&quot;mountains&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-top\" 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<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-50 elementor-top-column elementor-element elementor-element-15fc9b04\" data-id=\"15fc9b04\" 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-2e9df107 elementor-widget elementor-widget-heading\" data-id=\"2e9df107\" 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-large\">Unutmay\u0131n her geri bildirim bizi daha ileriye ta\u015f\u0131yacakt\u0131r!<\/h3>\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-48e9fd24\" data-id=\"48e9fd24\" 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-7e9c03b5 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"7e9c03b5\" 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\" href=\"http:\/\/www.aix.web.tr\/basvuru\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">\u0130leti\u015fim<\/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>Yapay Zeka E\u011fitimi Nas\u0131l \u00d6l\u00e7eklenir Ara\u015ft\u0131rma Son birka\u00e7 y\u0131lda, AI ara\u015ft\u0131rmac\u0131lar\u0131, sinirsel a\u011f e\u011fitimini h\u0131zland\u0131rmakta ve bir\u00e7ok makineye b\u00fcy\u00fck miktarda veri da\u011f\u0131t\u0131m\u0131 sa\u011flayan veri paralelli\u011fi&hellip;<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-201","post","type-post","status-publish","format-standard","hentry","category-projects"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/201","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=201"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/201\/revisions"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=201"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=201"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=201"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}