{"id":305,"date":"2018-12-06T19:21:02","date_gmt":"2018-12-06T22:21:02","guid":{"rendered":"https:\/\/www.erdalbalaban.com\/?p=305"},"modified":"2026-05-16T11:05:35","modified_gmt":"2026-05-16T14:05:35","slug":"veri-madenciligi","status":"publish","type":"post","link":"https:\/\/www.erdalbalaban.com\/index.php\/2018\/12\/06\/veri-madenciligi\/","title":{"rendered":"Veri Madencili\u011fi Neden \u00d6nemli?"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Kadir Has \u00dcniversitesinde 6 Aral\u0131k 2018 tarihinde yap\u0131lan \u0130stanbul Bili\u015fim Kongresinde \u201c<strong>Veriye Dayal\u0131 Veri Madencili\u011fi ve e-D\u00f6n\u00fc\u015f\u00fcm<\/strong><em>\u201d Panelimizi tamamlad\u0131k. Sonu\u00e7 olarak, ifade etti\u011fim d\u00fc\u015f\u00fcncelerimi a\u015fa\u011f\u0131da \u00f6zetlemek istiyorum: Dijital d\u00f6n\u00fc\u015f\u00fcm i\u00e7in kurulacak sistemde rol alacak akt\u00f6rler:<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">1. Algoritma odakl\u0131 matematik ve istatistik (analitik) k\u00f6kenli&nbsp;<strong>veri bilimcileri<\/strong>,<br>2. Veri odakl\u0131 \u00e7al\u0131\u015fan , veriden bilgi(knowledge) \u00fcreten&nbsp;<strong>veri madencileri<\/strong>,<br>3. Teknolojik \u00e7\u00f6z\u00fcm getirenler(veri madencileri) ile kullan\u0131c\u0131lar(m\u00fc\u015fteriler) aras\u0131nda k\u00f6pr\u00fc kuran ve ileti\u015fimi sa\u011flayan&nbsp;<strong>y\u00f6netim bili\u015fim uzmanlar\u0131<\/strong>&nbsp;(Sistem Entegrat\u00f6rleri)<br>4. Bili\u015fim odakl\u0131 \u00e7al\u0131\u015fan, bilgiye dayal\u0131 rasyonel karar veren \u00fcst y\u00f6netim&nbsp;<strong>karar vericileri<\/strong>(Y\u00f6neticiler)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Yukar\u0131da s\u00f6z edilen akt\u00f6rler ayn\u0131 ama\u00e7(ekonomik de\u011fer yaratma ve sosyal fayda sa\u011flama) do\u011frultusunda birlikte \u00e7al\u0131\u015fabilmelidirler. Ancak bu birliktelik ba\u015far\u0131 getirebilecektir. Aksi halde ekonomik ve zaman kay\u0131plar\u0131 ka\u00e7\u0131n\u0131lmazd\u0131r.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Yapay zeka uzant\u0131s\u0131nda geli\u015ftirilen ileri istatistik teknikler, veri madencili\u011fi ve bu kapsamda veriye dayal\u0131 \u00f6\u011frenme ile bilgi \u00e7\u0131kar\u0131mlar\u0131nda bulunan makine \u00f6\u011frenme teknikleri, sa\u011fl\u0131k sekt\u00f6r\u00fcnde, sanayide, i\u015f hayat\u0131nda ve sosyal hayat\u0131m\u0131zda bir\u00e7ok uygulamalar\u0131 g\u00f6r\u00fclmektedir. Bu teknikleri farkl\u0131 k\u0131lan ise, her ge\u00e7en g\u00fcn \u00fcstel olarak(geometrik) artan b\u00fcy\u00fck veriden(Big Data) gizli kalm\u0131\u015f bilgiyi \u00e7\u0131karabilmek ve gelece\u011fi \u00f6ng\u00f6rebilmesidir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Veri Madencili\u011fi uygulamalar\u0131 ile, sa\u011fl\u0131k sekt\u00f6r\u00fcnde hastal\u0131k te\u015fhisi. \u00d6rne\u011fin kardiyolojik risk derecesini veya kanser t\u00fcm\u00f6r cinsini y\u00fcksek bir olas\u0131l\u0131kla belirleyebilmektedir. Bankac\u0131l\u0131k sekt\u00f6r\u00fcnde kredi ba\u015fvurusunu de\u011ferlendirmek ve kredi risk s\u0131n\u0131f\u0131n\u0131 belirlemek yada banka i\u015flem hareketlerinden sahtekarl\u0131\u011f\u0131 ortaya \u00e7\u0131karmak. \u0130\u015fletmelerde m\u00fc\u015fteri kay\u0131plar\u0131n\u0131 tahmin etmek yada tahsilat risklerini \u00f6ng\u00f6rebilmek. M\u00fc\u015fterilerin benzerliklerini dikkate alarak m\u00fc\u015fteri segmentasyonu yaparak m\u00fc\u015fterilerin gruplara (k\u00fcmelere) ayr\u0131lmas\u0131. Parekendecilik sekt\u00f6r\u00fcnde m\u00fc\u015fterilerin sat\u0131n ald\u0131klar\u0131 \u00fcr\u00fcnleri dikkate alarak yeni \u00fcr\u00fcn kampanyalar\u0131 haz\u0131rlayarak sat\u0131\u015flar\u0131 art\u0131rmak. Spor sekt\u00f6r\u00fcnde, herhangi bir spor bran\u015f\u0131nda sporcu performanslar\u0131n\u0131 de\u011ferlendirmek, ba\u015far\u0131 tahminleri yapabilmek ve ba\u015far\u0131n\u0131n belirleyici niteliklerini ortaya \u00e7\u0131karabilmek hatta belirlenen performanslara g\u00f6re istenilen kriterleri de dikkate alan tak\u0131m olu\u015fturabilmek gibi bir\u00e7ok alanda uygulanabilmektedir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Sorun nedir? Herhangi bir alanda uygulama yapacak veri madencileri ilgili alandaki uzmanlar birlikte \u00e7al\u0131\u015farak niteliklerin(de\u011fi\u015fkenler) belirlenmesi, veri kaynaklar\u0131n\u0131n bulunmas\u0131 ve yorumlanmas\u0131 konusunda proje odakl\u0131 olarak birlikte \u00e7al\u0131\u015famamalar\u0131d\u0131r. Veri Madencili\u011fi \u00e7ok disiplinli, farkl\u0131 alanlar\u0131n bir konusu olarak ilgili alandaki uzmanlar\u0131n \u00e7al\u0131\u015fmaya kat\u0131lmas\u0131 ile daha ba\u015far\u0131l\u0131 sonu\u00e7lara ula\u015fabilecektir. \u00d6rne\u011fin t\u0131p alan\u0131nda, kardiyolojik bir riski \u00f6ng\u00f6rmede geli\u015ftirilecek bir veri madencili\u011fi modeline kardiyolog\u2019un deneyimlerini de katmak gerekir. \u00dclkemizde, b\u00fcy\u00fck veri \u00fczerinde analizler yapan \u00e7ok say\u0131da veri analistleri olmas\u0131na kar\u015f\u0131n \u00fcniversitelerimizde yapay zeka algoritmalar\u0131 \u00fczerinde \u00e7al\u0131\u015fan ve algoritma geli\u015ftiren veri bilimcileri maalesef yeterli say\u0131da bulunmamaktad\u0131r. Bu nedenle veri bilimi(data science) olarak lisans\u00fcst\u00fc programlar\u0131 da a\u00e7\u0131lmal\u0131d\u0131r. Di\u011fer bir eksikli\u011fimiz ise \u00e7ok say\u0131da a\u00e7\u0131lm\u0131\u015f bulunan y\u00f6netim bili\u015fim sistemleri programlar\u0131n\u0131n i\u00e7eriklerinin g\u00fcncellenmesidir. Teknolojiyi geli\u015ftirenler ve kullan\u0131c\u0131lar ile ayn\u0131 dili konu\u015fabilmeli hem problemleri ve ihtiya\u00e7lar\u0131 tan\u0131mlamada uzmanla\u015fabilmeli hem de varolan ve geli\u015fen teknolojilerden haberdar olabilmelidirler. Proje odakl\u0131 \u00e7al\u0131\u015fma al\u0131\u015fkanl\u0131klar\u0131 da kazanarak sistem entegrasyonunda ba\u015far\u0131l\u0131 ve \u00f6nemli rol oynayacaklard\u0131r.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Veri Madencili\u011fi yukar\u0131da ele al\u0131nan ve bir\u00e7ok alandaki uygulamalar\u0131 ile yarat\u0131lan katma de\u011ferin bilincinde olan ve metodolojik yol izleyen i\u015fletmeler, spor kul\u00fcpleri rekabet \u00fcst\u00fcnl\u00fc\u011f\u00fc sa\u011flalayabikecektir. Di\u011fer taraftan, insana ve topluma dokunan hastane, belediye ve kamu yarar\u0131na geli\u015ftirilen projelerde toplumsal fayda sa\u011flanabilecektir. Yeterki bu d\u00f6n\u00fc\u015f\u00fcm\u00fcn gere\u011fine ve inanc\u0131na sahip olal\u0131m ve birlikte \u00e7al\u0131\u015fma becerisini g\u00f6sterelim.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bilindi\u011fi \u00fczere dijital d\u00f6n\u00fc\u015f\u00fcm kamuda, ticari i\u015fletmelerde, sanayide, hastanelerde, belediye hizmetlerinde, e\u011fitim kurumlar\u0131nda ka\u00e7\u0131n\u0131lmaz g\u00f6r\u00fclmektedir. Bu d\u00f6n\u00fc\u015f\u00fcm\u00fcn modeli (Bili\u015fimle Kalk\u0131nma Modeli) kurulmal\u0131 ve proje odakl\u0131 \u00e7al\u0131\u015fmalar \u015fimdiden ba\u015flat\u0131lmal\u0131d\u0131r. Aksi halde, yine treni ka\u00e7\u0131rd\u0131k s\u0131z\u0131nmalar\u0131 ba\u015flayacakt\u0131r. Katmade\u011fer yaratan bilgiye dayal\u0131&nbsp;<strong>Bili\u015fimle Kalk\u0131nma Modeli<\/strong>&nbsp;i\u00e7in gelin birlikte \u00e7al\u0131\u015fal\u0131m! Bu t\u00fcr panellerin art\u0131k fark\u0131ndal\u0131k yaratmas\u0131 d\u0131\u015f\u0131nda \u00e7al\u0131\u015fmalar\u0131 ba\u015flatmas\u0131n\u0131 ve bu konuya olan talebi art\u0131rmas\u0131n\u0131 diliyorum.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Veri Madencili\u011fi ve Ticaret<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Veri Madencili\u011fi ve Ticaret\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/gtYK-ZfodBI?start=7&#038;feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Kadir Has \u00dcniversitesinde 6 Aral\u0131k 2018 tarihinde yap\u0131lan \u0130stanbul Bili\u015fim Kongresinde \u201cVeriye Dayal\u0131 Veri Madencili\u011fi ve e-D\u00f6n\u00fc\u015f\u00fcm\u201d Panelimizi tamamlad\u0131k. Sonu\u00e7 olarak, ifade etti\u011fim d\u00fc\u015f\u00fcncelerimi a\u015fa\u011f\u0131da \u00f6zetlemek istiyorum: Dijital d\u00f6n\u00fc\u015f\u00fcm i\u00e7in kurulacak sistemde rol alacak akt\u00f6rler: 1. Algoritma odakl\u0131 matematik ve istatistik (analitik) k\u00f6kenli&nbsp;veri bilimcileri,2. Veri odakl\u0131 \u00e7al\u0131\u015fan , veriden bilgi(knowledge) \u00fcreten&nbsp;veri madencileri,3. Teknolojik \u00e7\u00f6z\u00fcm getirenler(veri [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"saved_in_kubio":false,"footnotes":""},"categories":[17],"tags":[],"class_list":["post-305","post","type-post","status-publish","format-standard","hentry","category-bilisim"],"_links":{"self":[{"href":"https:\/\/www.erdalbalaban.com\/index.php\/wp-json\/wp\/v2\/posts\/305","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.erdalbalaban.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.erdalbalaban.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.erdalbalaban.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.erdalbalaban.com\/index.php\/wp-json\/wp\/v2\/comments?post=305"}],"version-history":[{"count":4,"href":"https:\/\/www.erdalbalaban.com\/index.php\/wp-json\/wp\/v2\/posts\/305\/revisions"}],"predecessor-version":[{"id":436,"href":"https:\/\/www.erdalbalaban.com\/index.php\/wp-json\/wp\/v2\/posts\/305\/revisions\/436"}],"wp:attachment":[{"href":"https:\/\/www.erdalbalaban.com\/index.php\/wp-json\/wp\/v2\/media?parent=305"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.erdalbalaban.com\/index.php\/wp-json\/wp\/v2\/categories?post=305"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.erdalbalaban.com\/index.php\/wp-json\/wp\/v2\/tags?post=305"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}