{"id":840,"date":"2018-08-15T11:24:19","date_gmt":"2018-08-15T11:24:19","guid":{"rendered":"https:\/\/verimadenciligi.tovak.org\/?p=840"},"modified":"2022-04-13T07:49:10","modified_gmt":"2022-04-13T07:49:10","slug":"840","status":"publish","type":"post","link":"https:\/\/verimadenciligi.tovak.org\/?p=840","title":{"rendered":"III. Disiplinleraras\u0131 Uygulamal\u0131 Veri Madencili\u011fi \u00c7al\u0131\u015ftay\u0131 Ba\u015far\u0131yla Ger\u00e7ekle\u015ftirildi"},"content":{"rendered":"<p>III. Disiplinleraras\u0131 Uygulamal\u0131 Veri Madencili\u011fi \u00c7al\u0131\u015ftay\u0131; T\u00fcrkiye Bili\u015fim Derne\u011fi Veri Madencili\u011fi \u00c7al\u0131\u015fma Grubu, \u0130stanbul \u00dcniversitesi Enformatik B\u00f6l\u00fcm\u00fc ve T\u00fcrkiye Toplum Hizmetleri Vakf\u0131 (TOVAK) i\u015fbirli\u011fi ile 6-12 A\u011fustos 2018 tarihleri aras\u0131nda TOVAK Uluslararas\u0131 Marmaris Akademisi\u2019nde ba\u015far\u0131yla ger\u00e7ekle\u015ftirilmi\u015ftir. Bu y\u0131l \u00fc\u00e7\u00fcnc\u00fcs\u00fc d\u00fczenlenen \u00e7al\u0131\u015ftaya T\u00fcrkiye\u2019nin \u00e7e\u015fitli illerinden farkl\u0131 \u00fcniversitelerden akademisyenler ve sekt\u00f6rden konuyla ilgili ara\u015ft\u0131rmac\u0131lar kat\u0131lm\u0131\u015ft\u0131r. Kat\u0131l\u0131mc\u0131lar, e\u011fitmenler e\u015fli\u011finde \u00e7al\u0131\u015ftay i\u00e7in haz\u0131rlanan uygulamalar\u0131 kendi bilgisayarlar\u0131nda deneme f\u0131rsat\u0131 bulmu\u015ftur. T\u00fcm sunumlar ve R kodlar\u0131 kat\u0131l\u0131mc\u0131larla payla\u015f\u0131lm\u0131\u015ft\u0131r.<\/p>\n<p><strong>\u0130lk g\u00fcn \u00e7al\u0131\u015ftay a\u00e7\u0131l\u0131\u015f\u0131<\/strong> <em>\u0130stanbul \u00dcniversitesi \u0130\u015fletme Fak\u00fcltesi Emekli \u00d6\u011fretim \u00dcyelerinden Prof. Dr. M. Erdal BALABAN<\/em> taraf\u0131ndan ger\u00e7ekle\u015ftirilmi\u015ftir. Dr. BALABAN; veri madencili\u011fine giri\u015f konusunda yapt\u0131\u011f\u0131 sunumda \u00f6ncelikle <strong>veri bilimi<\/strong>, <strong>veri madencili\u011fi<\/strong>,<strong> makine \u00f6\u011frenmesi<\/strong> gibi g\u00fcn\u00fcm\u00fczde i\u00e7i\u00e7e ge\u00e7mi\u015f ve ara\u015ft\u0131rmac\u0131lar taraf\u0131ndan \u00fczerinde \u00e7ok\u00e7a tart\u0131\u015f\u0131lan kavramlar\u0131 ele alm\u0131\u015ft\u0131r. Sonras\u0131nda, <strong>veri madencili\u011fi s\u00fcreci<\/strong>ni, veri madencili\u011fi uygulama alanlar\u0131ndan <strong>s\u0131n\u0131fland\u0131rma<\/strong>, <strong>k\u00fcmeleme <\/strong>ve <strong>birliktelik kurallar\u0131<\/strong>n\u0131 a\u00e7\u0131klam\u0131\u015ft\u0131r. Veri madencili\u011finde elde edilen <strong>modellerin performans de\u011ferlendirme y\u00f6ntemleri ve performans de\u011ferlendirme \u00f6l\u00e7\u00fcleri<\/strong> hakk\u0131nda bilgi vererek sunumunu tamamlam\u0131\u015ft\u0131r. \u0130lk oturumun ard\u0131ndan <em>\u0130stanbul \u00dcniversitesi Enformatik B\u00f6l\u00fcm\u00fc Ara\u015ft\u0131rma G\u00f6revlilerinden Dr. Elif KARTAL<\/em> taraf\u0131ndan R programlama diline k\u0131sa bir giri\u015f yap\u0131lm\u0131\u015ft\u0131r. Kat\u0131l\u0131mc\u0131lar\u0131n \u00e7al\u0131\u015ftay boyunca ihtiya\u00e7 duyaca\u011f\u0131 temel kavramlar ve R kodlar\u0131 kat\u0131l\u0131mc\u0131larla payla\u015f\u0131lm\u0131\u015f, kodlar birlikte uygulanm\u0131\u015ft\u0131r. \u00d6\u011fleden sonra ise <strong>R ile veri madencili\u011finde model performans de\u011ferlendirmesi<\/strong> konusu \u00fczerine R\u2019da \u00e7al\u0131\u015fmalara devam edilmi\u015ftir. Son oturumda <em>Dr. BALABAN<\/em> ve <em>\u0130stanbul \u00dcniversitesi \u0130\u015fletme Fak\u00fcltesi\u2019nden Dr. \u00d6\u011fr. \u00dcyesi Sinem SARUL <\/em>taraf\u0131ndan <strong>R\u2019da optimizasyon<\/strong> konusu ele al\u0131nm\u0131\u015ft\u0131r. Kat\u0131l\u0131mc\u0131larla birlikte optimizasyonla ilgili farkl\u0131 \u00f6rnekler incelenmi\u015ftir.<\/p>\n<p>\u00c7al\u0131\u015ftay\u0131n ikinci g\u00fcn\u00fc sabah oturumu; <em>Hali\u00e7 \u00dcniversitesi \u0130\u015fletme Enformati\u011fi b\u00f6l\u00fcm\u00fcnden Dr. \u00d6\u011fr. \u00dcyesi G\u00f6k\u00e7e KARAHAN ADALI<\/em>\u2019n\u0131n veri madencili\u011finin sepet analizi olarak da an\u0131lan birliktelik kurallar\u0131 konusu \u00fczerine sunumuyla ba\u015flam\u0131\u015ft\u0131r. Dr. KARAHAN ADALI, birliktelik kurallar\u0131nda ger\u00e7ekle\u015ftirilen bir uygulaman\u0131n nas\u0131l Shiny ile bir web uygulamas\u0131 haline getirildi\u011fini a\u00e7\u0131klam\u0131\u015f, kat\u0131l\u0131mc\u0131lar\u0131n da temel bir Shiny uygulamas\u0131n\u0131 kendi bilgisayarlar\u0131nda haz\u0131rlamas\u0131n\u0131 sa\u011flam\u0131\u015ft\u0131r. \u00d6\u011fleden sonraki ilk oturumda; <em>\u0130stanbul \u00dcniversitesi Cerrahpa\u015fa Teknik Bilimler Meslek Y\u00fcksek Okulu Bilgisayar Teknolojileri B\u00f6l\u00fcm\u00fc\u2019nden \u00d6\u011fr. G\u00f6r. Burcu BEKTA\u015e<\/em>, Python dilinde bir g\u00f6r\u00fcnt\u00fc i\u015fleme \u00f6rne\u011fi ele alarak g\u00f6r\u00fcnt\u00fclerden olu\u015fan bir veri setini say\u0131salla\u015ft\u0131rm\u0131\u015ft\u0131r. \u0130kinci oturumda ise <em>Marmara \u00dcniversitesi Almanca \u0130\u015fletme Enformati\u011fi B\u00f6l\u00fcm\u00fc\u2019nden Ara\u015f. G\u00f6r. \u0130lkim Ecem EMRE<\/em>, say\u0131salla\u015ft\u0131r\u0131lan bu veri seti \u00fczerinde R programlama dilinde veri madencili\u011fi analizlerini ger\u00e7ekle\u015ftirmi\u015ftir.<\/p>\n<p>\u00dc\u00e7\u00fcnc\u00fc g\u00fcn; <em>Dr. BALABAN<\/em> ve <em>Dr. KARTAL<\/em> taraf\u0131ndan <strong>Destek Vekt\u00f6r Makineleri<\/strong> konusu futbol ma\u00e7\u0131 sonu\u00e7lar\u0131n\u0131n \u00f6ng\u00f6r\u00fclmesi \u00fczerine bir \u00f6rnek uygulamayla \u201cbe\u015f ad\u0131mda veri madencili\u011fi s\u00fcreci\u201d \u00e7er\u00e7evesinde sunulmu\u015ftur. \u00d6\u011fleden sonra <em>\u0130stanbul \u00dcniversitesi Enformatik B\u00f6l\u00fcm\u00fc Ara\u015ft\u0131rma G\u00f6revlilerinden Dr. Zeki \u00d6ZEN<\/em> yapay sinir a\u011flar\u0131ndan <strong>Self Organising Maps \u2013 SOM<\/strong> kullanarak kanser veri seti \u00fczerinde bir s\u0131n\u0131fland\u0131rma bir de k\u00fcmeleme analizi ger\u00e7ekle\u015ftirmi\u015ftir.<\/p>\n<p>\u00c7al\u0131\u015ftay\u0131n son g\u00fcn\u00fc, <em>Marmara \u00dcniversitesi \u0130\u015fletme Fak\u00fcltesi \u0130ngilizce \u0130\u015fletme B\u00f6l\u00fcm\u00fc\u2019nden Dr. \u00d6\u011fr. \u00dcyesi Ay\u015fe \u00c7INAR<\/em> farkl\u0131 s\u0131n\u0131fland\u0131rma modelleri arac\u0131l\u0131\u011f\u0131yla otel yorumlar\u0131n\u0131n bulundugu veri seti \u00fczerinde <strong>metin madencili\u011fi<\/strong> ile duygu analizi uygulamas\u0131 ger\u00e7ekle\u015ftirmi\u015ftir. \u00d6\u011fleden sonra \u00e7al\u0131\u015ftay\u0131n kapan\u0131\u015f oturumunda <em>Dr. \u00d6\u011fr. \u00dcyesi G\u00fclser ACAR DONDURMACI<\/em> <strong>yapay zek\u00e2da etik<\/strong> konusunu ele alarak, konunun kat\u0131l\u0131mc\u0131larla soru-cevap \u015feklinde tart\u0131\u015f\u0131lmas\u0131n\u0131 sa\u011flam\u0131\u015ft\u0131r. \u00c7al\u0131\u015ftay e\u011fitimleri sertifika t\u00f6reni ile sonlanm\u0131\u015ft\u0131r.<\/p>\n<p>Bu y\u0131l aram\u0131zda olan t\u00fcm kat\u0131l\u0131mc\u0131lara ve e\u011fitmenlere te\u015fekk\u00fcrlerimizi sunar, bir sonraki y\u0131l yeni kat\u0131l\u0131mc\u0131lar\u0131 da aram\u0131zda g\u00f6rmeyi temenni ederiz. \u00c7al\u0131\u015ftay\u0131m\u0131zla ilgili t\u00fcm detaylara ve duyurulara <a href=\"https:\/\/verimadenciligi.tovak.org\/\" target=\"_blank\" rel=\"nofollow noopener\">https:\/\/verimadenciligi.tovak.org\/<\/a> ba\u011flant\u0131s\u0131ndan ula\u015fabilirsiniz.<\/p>\n<div id=\"metaslider-id-842\" style=\"max-width: 1000px;\" class=\"ml-slider-3-62-0 metaslider metaslider-flex metaslider-842 ml-slider ms-theme-default\" role=\"region\" aria-roledescription=\"Slideshow\" aria-label=\"calistay2018\">\n    <div id=\"metaslider_container_842\">\n        <div id=\"metaslider_842\">\n            <ul aria-live=\"polite\" class=\"slides\">\n                <li style=\"display: block; 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