{"id":230935,"date":"2019-11-21T11:33:34","date_gmt":"2019-11-21T08:33:34","guid":{"rendered":"http:\/\/www.tvturk.com\/index.php\/prof-dr-taerim-leeden-uzaktan-ogrenmede-derin-ogrenme-vurgusu\/"},"modified":"2019-11-21T11:33:34","modified_gmt":"2019-11-21T08:33:34","slug":"prof-dr-taerim-leeden-uzaktan-ogrenmede-derin-ogrenme-vurgusu","status":"publish","type":"post","link":"http:\/\/www.tvturk.com\/index.php\/prof-dr-taerim-leeden-uzaktan-ogrenmede-derin-ogrenme-vurgusu\/","title":{"rendered":"Prof. Dr. Taerim Lee\u2019den uzaktan \u00f6\u011frenmede \u201cderin \u00f6\u011frenme\u201d vurgusu"},"content":{"rendered":"<p>Anadolu \u00dcniversitesi ev sahipli\u011finde d\u00fczenlenen Uluslararas\u0131 A\u00e7\u0131k ve Uzaktan \u00d6\u011frenme Konferans\u0131na (IODL 2019) kat\u0131lan Kore Ulusal A\u00e7\u0131k \u00dcniversitesinden Prof. Dr. Taerim Lee, yapt\u0131\u011f\u0131 konu\u015fmada g\u00fcn\u00fcm\u00fcz\u00fcn pop\u00fcler kavramlar\u0131 aras\u0131nda yer alan derin \u00f6\u011frenme ve uzaktan \u00f6\u011frenme ili\u015fkisine de\u011findi.<\/p>\n<p>\u201cDerin \u00f6\u011frenme analitikleri kullanarak a\u00e7\u0131k ve uzaktan \u00f6\u011frenmenin s\u00fcrd\u00fcrebilirli\u011fini sa\u011flamak\u201d ba\u015fl\u0131kl\u0131 sunumunda Prof. Dr. Lee, bilgisayar teknolojilerinde ya\u015fanan geli\u015fime paralel olarak a\u00e7\u0131k ve uzaktan e\u011fitime y\u00f6nelik ilginin art\u0131\u015f\u0131 ve derin \u00f6\u011frenme y\u00f6ntemleri kullan\u0131larak bilginin kal\u0131c\u0131 hale getirilmesinin uzaktan e\u011fitime etkilerini \u00f6rneklerle anlatt\u0131.<\/p>\n<p>Prof. Dr. Taerim Lee, a\u00e7\u0131k ve uzaktan e\u011fitim modelinin teknolojik geli\u015fmeye s\u00fcrekli uyarlanmas\u0131 gerekti\u011fini ifade etti\u011fi konu\u015fmas\u0131nda \u201cE\u011fitim alan\u0131n\u0131n geni\u015flemesi ve ayn\u0131 zamanda e\u011fitim ihtiya\u00e7lar\u0131n\u0131n \u00e7e\u015fitlili\u011fi ve bunun yan\u0131 s\u0131ra a\u00e7\u0131k ve uzaktan e\u011fitim uygulamalar\u0131na bak\u0131\u015f a\u00e7\u0131s\u0131n\u0131n de\u011fi\u015fmesi, \u00f6\u011fretim ve \u00f6\u011frenme sistemlerinin seviyelerini incelememizi zorunlu k\u0131lm\u0131\u015ft\u0131r. Unesco 2030 e\u011fitim vizyonu belgesinde a\u00e7\u0131kland\u0131\u011f\u0131 \u015fekliyle, art\u0131k y\u00fcksek e\u011fitimde bilgi e\u011filimli davran\u0131\u015flar\u0131n yer ald\u0131\u011f\u0131 bilgi toplumunda yer al\u0131yoruz. Bu nedenle y\u00fcksek e\u011fitimi bili\u015fim teknolojilerine uyarlamam\u0131z ve bunu uzaktan \u00f6\u011frenme \u015fekliyle yapmam\u0131z gerekiyor\u201d dedi.<\/p>\n<p>A\u00e7\u0131k ve uzaktan e\u011fitim modellerinin ya\u015fam\u0131\u015f oldu\u011fumu d\u00f6n\u00fc\u015f\u00fcme de\u011finen Prof. Dr. Taerim Lee, \u201cA\u00e7\u0131k ve uzaktan e\u011fitim noktas\u0131nda Kore\u2019de \u00f6\u011frencilerin postayla \u00f6devlerini ve raporlar\u0131n\u0131 hocalara g\u00f6nderdi\u011fi ve k\u0131rm\u0131z\u0131 kalemle i\u015faretlemelerini yapan hocalar\u0131n, ayn\u0131 y\u00f6ntemle \u00f6\u011frencilere d\u00f6n\u00fc\u015f yapt\u0131\u011f\u0131 d\u00f6nemlerden bug\u00fcn internetin yay\u0131lmas\u0131yla birlikte; e\u011fitsel i\u00e7eriklerin \u00fcretilmesi noktas\u0131nda s\u0131n\u0131rs\u0131z bir imkana sahip oldu\u011fumuz, ki\u015fisel bilgisayarlardan, ne zaman ve nereden istenirse eri\u015fimin sa\u011flanabildi\u011fi bir modele ula\u015fm\u0131\u015f durumday\u0131z. Bilgi \u00e7a\u011f\u0131nda, s\u00fcrekli bilgisayarla \u00e7al\u0131\u015f\u0131yor, al\u0131\u015fveri\u015fimizi bilgisayarla yap\u0131yoruz. Uykumuzda dahi elektronik cihazlarla yan yanay\u0131z. 1986\u2019da bilgisayar destekli \u00f6\u011fretim projesi ba\u015flatt\u0131\u011f\u0131m g\u00fcnden beri, ki o zaman 8 bitlik bir bilgisayarla ba\u015flam\u0131\u015ft\u0131k, bir kitap b\u00f6l\u00fcm\u00fc i\u00e7in 5 disketlik bir alana ihtiyac\u0131m oluyordu; ancak teknolojik geli\u015fim sayesinde 2,5 in\u00e7lik disketler \u00e7\u0131kt\u0131\u011f\u0131 zaman her birine 20 b\u00f6l\u00fcm\u00fc s\u0131\u011fd\u0131rabilir hale geldim. Daha sonra e-\u00f6\u011frenme ile birlikte, ne zaman, nerede isterseniz hem de e\u011flenceyle birle\u015ftirilmi\u015f \u015fekilde kaynaklara ula\u015fabilir hale geldik. Hatta bu duruma e\u011fitsel e\u011flence demeye ve kulland\u0131\u011f\u0131m\u0131z i\u00e7erikleri e\u011flence unsurlar\u0131yla birle\u015ftirmeye ba\u015flad\u0131k\u201d dedi.<\/p>\n<p>Prof. Dr. Taerim Lee, \u201c\u00d6\u011frenmeyi kal\u0131c\u0131 hale getirmemiz gerekiyor\u201d<\/p>\n<p>A\u00e7\u0131k ve uzaktan \u00f6\u011frenmenin s\u00fcrd\u00fcr\u00fclebilirli\u011fi ve model arac\u0131l\u0131\u011f\u0131yla \u00f6\u011frenmenin kal\u0131c\u0131l\u0131\u011f\u0131n\u0131 art\u0131rmak ad\u0131na yapt\u0131\u011f\u0131 \u00e7al\u0131\u015fmalardan bahseden Prof. Dr. Taerim Lee, \u201cAncak t\u00fcm bunlara ra\u011fmen dersi ba\u015farma noktas\u0131nda baz\u0131 eksiklikler var. \u00c7\u00fcnk\u00fc \u00f6\u011frencilerin kendi kendine \u00f6\u011frenme performanslar\u0131nda baz\u0131 dersler i\u00e7in sadece y\u00fczde 16 dolaylar\u0131nda bir ba\u015far\u0131 s\u00f6z konusu. Bu nedenle a\u00e7\u0131k ve uzaktan e\u011fitimde, derin \u00f6\u011frenme analitikleri geli\u015ftirme ihtiyac\u0131 duydum. Derin \u00f6\u011frenme analitikleri; \u00f6\u011frenmenin kendisi ve \u00f6\u011frenme ortamlar\u0131n\u0131n anla\u015f\u0131lmas\u0131 i\u00e7in \u00f6\u011frenen hakk\u0131ndaki verilerin; toplanmas\u0131, \u00f6l\u00e7\u00fclmesi, incelenmesi ve raporlanmas\u0131d\u0131r. Bu sayede, \u00f6\u011frencilerin potansiyelini tahmin ediyor, etkili \u00f6\u011frenme tekniklerini belirleyebiliyor, \u00e7evrimi\u00e7i ve \u00e7evrimd\u0131\u015f\u0131 verileri, de\u011ferlendirme verilerini inceleyebiliyor ve ayn\u0131 zamanda m\u00fcfredatlar\u0131 test edebiliyoruz. \u00d6\u011frenme analitiklerine daha iyi seviyede bir a\u00e7\u0131k ve uzaktan e\u011fitim modeli i\u00e7in ihtiyac\u0131m\u0131z oldu\u011funu d\u00fc\u015f\u00fcn\u00fcyorum. Son g\u00fcnlerde \u00e7ok pop\u00fcler olan derin \u00f6\u011frenme yakla\u015f\u0131m\u0131n\u0131 kullan\u0131yorum; \u00e7\u00fcnk\u00fc sinir a\u011f\u0131 kullanan yapay zeka yard\u0131m\u0131yla, y\u00f6netsel, b\u00f6l\u00fcmsel, \u00f6\u011fretimsel, m\u00fcfredat, \u00f6\u011frenci ve ara\u015ft\u0131rma verilerinin hepsini birlikte i\u015fleyerek tahmin edici analizler yapabiliyorum\u201d dedi.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>ANADOLU \u00dcN\u0130VERS\u0130TES\u0130 EV SAH\u0130PL\u0130\u011e\u0130NDE D\u00dcZENLENEN ULUSLARARASI A\u00c7IK VE UZAKTAN \u00d6\u011eRENME KONFERANSINA (IODL 2019) KATILAN KORE ULUSAL A\u00c7IK \u00dcN\u0130VERS\u0130TES\u0130NDEN PROF. DR. TAER\u0130M LEE, YAPTI\u011eI KONU\u015eMADA G\u00dcN\u00dcM\u00dcZ\u00dcN POP\u00dcLER KAVRAMLARI ARASINDA YER ALAN DER\u0130N \u00d6\u011eRENME VE UZAKTAN \u00d6\u011eRENME \u0130L\u0130\u015eK\u0130S\u0130NE DE\u011e\u0130ND\u0130.<\/p>\n","protected":false},"author":1,"featured_media":230936,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[1],"tags":[16443,279,58162,17299,58163,2750,58161,8610,490],"class_list":["post-230935","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-genel","tag-derin","tag-dr","tag-leeden","tag-ogrenme","tag-ogrenmede","tag-prof","tag-taerim","tag-uzaktan","tag-vurgusu"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/www.tvturk.com\/wp-content\/uploads\/2019\/11\/prof-dr-taerim-leeden-uzaktan-ogrenmede-derin-ogrenme-vurgusu_121cd9c.jpg?fit=1000%2C667","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/paKIfm-Y4L","_links":{"self":[{"href":"http:\/\/www.tvturk.com\/index.php\/wp-json\/wp\/v2\/posts\/230935","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.tvturk.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.tvturk.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.tvturk.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.tvturk.com\/index.php\/wp-json\/wp\/v2\/comments?post=230935"}],"version-history":[{"count":0,"href":"http:\/\/www.tvturk.com\/index.php\/wp-json\/wp\/v2\/posts\/230935\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/www.tvturk.com\/index.php\/wp-json\/wp\/v2\/media\/230936"}],"wp:attachment":[{"href":"http:\/\/www.tvturk.com\/index.php\/wp-json\/wp\/v2\/media?parent=230935"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.tvturk.com\/index.php\/wp-json\/wp\/v2\/categories?post=230935"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.tvturk.com\/index.php\/wp-json\/wp\/v2\/tags?post=230935"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}