{"id":3311,"date":"2020-06-09T00:07:19","date_gmt":"2020-06-08T21:07:19","guid":{"rendered":"https:\/\/hansu.av.tr\/?p=3311"},"modified":"2020-10-03T12:38:43","modified_gmt":"2020-10-03T09:38:43","slug":"kis%cc%a7isel-verilerin-korunmasinda-veri-madencilig%cc%86i","status":"publish","type":"post","link":"https:\/\/hansu.av.tr\/tr\/kis%cc%a7isel-verilerin-korunmasinda-veri-madencilig%cc%86i\/","title":{"rendered":"Ki\u015fisel Verilerin Korunmas\u0131nda Veri Madencili\u011fi"},"content":{"rendered":"\t\t
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\u00a0\u00a0 \u00a0 \u00a0\u00a0<\/span>I.<\/span> <\/span>G\u0130R\u0130\u015e<\/span><\/b><\/div>

\u00a0<\/span><\/b><\/p>

Veri madencili\u011fi b\u00fcy\u00fck \u00f6l\u00e7ekli olarak tan\u0131mlanan ve milyonlarca veriye sahip yaz\u0131l\u0131m sistemlerinden, ihtiyac\u0131 kar\u015f\u0131layacak de\u011ferli verilerin elde edilmesi i\u015flemine denilmektedir. Bu sayede veriler aras\u0131ndaki ili\u015fkileri ortaya koymak ve gerekti\u011finde ileriye y\u00f6nelik do\u011fru tahminlerde bulunmak m\u00fcmk\u00fcn hale gelmektedir. Madencili\u011fin temel amac\u0131, kurumlardaki karar destek mekanizmalar\u0131 olarak adland\u0131r\u0131lan sistemler i\u00e7in de\u011ferli olan veriyi belirli y\u00f6ntemler ve i\u015flem s\u00fcre\u00e7leri sonras\u0131 ortaya \u00e7\u0131karmakt\u0131r.<\/span><\/p>

\u00a0<\/span><\/p>

\u00a0\u00a0\u00a0 <\/span>II.<\/span> VER\u0130 MADENC\u0130L\u0130\u011e\u0130 VE KULLANIM ALANLARI<\/span><\/b><\/p>

\u00a0<\/span><\/b><\/p>

Kamusal alandaki veri madencili\u011f<\/span>i<\/span>, hastal<\/span>\u0131<\/span>k kontrol merkezleri taraf<\/span>\u0131<\/span>ndan \u00e7<\/span>e<\/span>\u015fi<\/span>t<\/span>li salg<\/span>\u0131<\/span>n hastal<\/span>\u0131<\/span>klar<\/span>\u0131<\/span>n tespiti i\u00e7<\/span>i<\/span>n, vatanda\u015f<\/span>l<\/span>ar\u0131<\/span>n<\/span> vergi bor\u00e7<\/span>l<\/span>ar\u0131n\u0131n takibinde, ter\u00f6<\/span>r<\/span>ist aktivitelerin saptanmas<\/span>\u0131<\/span> ama\u00e7<\/span>l<\/span>\u0131 herhangi bir \u015f<\/span>a<\/span>blon de\u011f<\/span>e<\/span>ri ta\u015f<\/span>\u0131<\/span>y<\/span>acak davran<\/span>\u0131<\/span>\u015f<\/span>l<\/span>ar\u0131<\/span>n<\/span> varl<\/span>\u0131<\/span>\u011f<\/span>\u0131<\/span>n<\/span>\u0131<\/span>n<\/span> belirlenmesinde kullan<\/span>\u0131<\/span>lmaktad<\/span>\u0131<\/span>r. <\/span>\u00a0<\/span>\u00d6zel sekt\u00f6<\/span>r<\/span>de veri madencili\u011f<\/span>i<\/span> genel hatlar<\/span>\u0131<\/span>yla, yeni is<\/span>\u0327<\/span> olanaklar<\/span>\u0131<\/span>n<\/span>\u0131<\/span>n tespitinde, m\u00fc<\/span>\u015f<\/span>t<\/span>e<\/span>ri ihtiya\u00e7<\/span>l<\/span>ar\u0131<\/span>n<\/span>\u0131<\/span>n<\/span> belirlenmesinde, sat<\/span>\u0131<\/span>\u015f<\/span>\u0327<\/span> e\u011f<\/span>i<\/span>limlerinin belirlenmesinde, is<\/span>\u0327<\/span> performans de\u011f<\/span>e<\/span>rlendirmelerinde ve hedefli reklamc<\/span>\u0131<\/span>l<\/span>\u0131<\/span>k alanlar<\/span>\u0131<\/span>nda s<\/span>\u0131<\/span>kl<\/span>\u0131<\/span>kla kullan<\/span>\u0131<\/span>lmaktad<\/span>\u0131<\/span>r.<\/span><\/p>

\u00a0<\/span><\/p>

G\u00fcndelik hayatta yapay zeka eliyle veri i\u015flenmesinin en yayg\u0131n ve anla\u015f\u0131labilir \u00f6rneklerinden baz\u0131lar\u0131 internet reklamlar\u0131n\u0131n ki\u015filerin arama motorlar\u0131nda aratt\u0131\u011f\u0131 kelimelerle ili\u015fkili olmas\u0131, sosyal medya uygulamalar\u0131n\u0131n ki\u015filere tan\u0131yor olabilme ihtimali olan ki\u015fileri \u00f6nermesi, internet ortam\u0131nda maruz kal\u0131nan her t\u00fcrl\u00fc profilleme, <\/span>harita uygulamalar\u0131n\u0131n trafi\u011fin en uygun oldu\u011fu g\u00fczergah\u0131 \u00f6nermesidir.<\/span><\/p>

\u00a0<\/span><\/p>

Nitekim veri madencili\u011f<\/span>i<\/span>nin kullan<\/span>\u0131<\/span>m alan<\/span>\u0131<\/span> sosyal medya ile bir ad<\/span>\u0131<\/span>m daha \u00f6<\/span>t<\/span>eye gitmi\u015f<\/span>\u00a0ve <\/span>b<\/span>ili\u015fim teknolojilerinin i\u015f yapma bi\u00e7imini de\u011fi\u015ftirmesi, d\u00f6n\u00fc\u015ft\u00fcrmesi, kullan\u0131m\u0131n\u0131n yayg\u0131nla\u015fmas\u0131 ve bu teknolojiyi olu\u015fturan bile\u015fenlere herkes taraf\u0131ndan ula\u015f\u0131labilir olmas\u0131, \u00fcretilen ve i\u015flenen verinin b\u00fcy\u00fckl\u00fc\u011f\u00fcn\u00fcn de her ge\u00e7en g\u00fcn artmas\u0131 durumunu beraberinde getirmi\u015ftir. <\/span>Verinin b\u00fcy\u00fckl\u00fc\u011f\u00fcn\u00fcn her ge\u00e7en g\u00fcn artmas\u0131 sayesinde internet, mobil cihazlar gibi \u00e7e\u015fitli kaynaklardan gelen farkl\u0131 veriler analiz edilerek anlaml\u0131 veriler elde edilmi\u015f ve kamu, sa\u011fl\u0131k, sosyal bilimler ve ticari i\u015f uygulamalar\u0131ndan, su\u00e7larla m\u00fccadeleye kadar bir\u00e7ok alanda b\u00fcy\u00fck ilerlemelere zemin haz\u0131rlanm\u0131\u015fsa da elektronik ortamda yap\u0131lan i\u015flemlerde ki\u015fisel verilerin hukuka ve d\u00fcr\u00fcstl\u00fck kurallar\u0131na ayk\u0131r\u0131 olarak kullan\u0131lmas\u0131; ki\u015filerin r\u0131zas\u0131 al\u0131nmaks\u0131z\u0131n kendilerine ait bilgilerinin if\u015fa edilmesi ve ba\u015fka yerlerde kolayl\u0131kla aktar\u0131lmas\u0131 riskini de art\u0131rm\u0131\u015ft\u0131r.<\/span><\/p>

\u00a0<\/span><\/p>

\u00a0\u00a0 <\/span>III.<\/span> T\u00dcRK\u0130YE\u2019DE K\u0130S\u0327<\/span><\/b>\u0130<\/span><\/b>SEL VER<\/span><\/b>\u0130<\/span><\/b>LER<\/span><\/b>\u0130<\/span><\/b>N KORUMASI <\/span><\/b>\u0130<\/span><\/b>LE <\/span><\/b>\u0130<\/span><\/b>LG<\/span><\/b>\u0130<\/span><\/b>L<\/span><\/b>\u0130<\/span><\/b> MEVZUAT<\/span><\/b><\/p>

B\u00fcy\u00fck veri teknolojileri sayesinde, ki\u015fisel verilerin derleme, s<\/span>\u0131<\/span>n<\/span>\u0131<\/span>fland<\/span>\u0131<\/span>rma, saklama i\u015flemlerine tabi tutulmas\u0131 ve istendi\u011finde h<\/span>\u0131<\/span>zl<\/span>\u0131<\/span>ca sunulabilmesi kolayla\u015fm\u0131<\/span>\u015f<\/span>\u0327, ilgilinin r<\/span>\u0131<\/span>zas<\/span>\u0131<\/span> al<\/span>\u0131<\/span>nmadan ba\u015fkalar\u0131<\/span>n<\/span>a a\u00e7\u0131<\/span>k<\/span>lanmas\u0131 ve bilginin bulundu\u011fu yerden ba\u015fka bir yere kolayca aktar<\/span>\u0131<\/span>lmas<\/span>\u0131<\/span> m\u00fcmk\u00fcn hale gelmi\u015fse de v<\/span>eri madencili\u011f<\/span>i<\/span> y\u00f6<\/span>n<\/span>temlerinin geli\u015f<\/span>m<\/span>esiyle veri toplama ve yorumlama s\u00fc<\/span>r<\/span>ecinin mahremiyet \u00fc<\/span>z<\/span>erindeki etkileri de karma\u015f<\/span>\u0131<\/span>k<\/span> ve tart<\/span>\u0131<\/span>\u015f<\/span>m<\/span>al\u0131 hale gelmi\u015f<\/span>t<\/span>ir. Veri madencili\u011f<\/span>i<\/span>nde gizlilik kavram<\/span>\u0131<\/span> kapsam<\/span>\u0131<\/span>nda<\/span> ki\u015fisel veriler bir birey ile ilgili olan her t\u00fcrl\u00fc tan<\/span>\u0131<\/span>mlay<\/span>\u0131<\/span>c<\/span>\u0131<\/span> olan\/tan<\/span>\u0131<\/span>mlay<\/span>\u0131<\/span>c<\/span>\u0131<\/span> olabilen bilgiyi i\u00e7ermektedir. Bu sebeple, ki\u015fisel verilerin\u00a0nas\u0131l korunaca\u011f\u0131na\u00a0dair bir \u00e7er\u00e7eve \u00e7izilirken bilgiyi payla\u015fmak ve\u00a0saklamak\u00a0aras\u0131nda,\u00a0hem bilgiyi veren\u00a0ki\u015fi\u00a0<\/span>hem<\/span> de toplumsal a\u00e7\u0131dan fayday\u0131 en \u00fcst d\u00fczeye \u00e7\u0131karacak bir\u00a0dengeyi g\u00f6zetmek gereklidir.\u00a0<\/span><\/span><\/p>

Bu verilerin hukuka uygun olarak nas\u0131l i\u015f<\/span>l<\/span>enece\u011fi ve anayasal ilkelerle korunmaya \u00e7<\/span>a<\/span>l\u0131<\/span>\u015f<\/span>\u0131<\/span>l<\/span>a<\/span>n bireyin \u00f6<\/span>z<\/span>el hayat<\/span>\u0131<\/span>n<\/span>\u0131<\/span>n gizlili\u011f<\/span>i<\/span> ile ki\u015f<\/span>i<\/span>sel verilerin korunmas<\/span>\u0131<\/span> gibi mahremiyete ili\u015f<\/span>k<\/span>in temel haklara halel gelmemesinin nas<\/span>\u0131<\/span>l sa\u011f<\/span>l<\/span>anaca\u011f\u0131 hususu Anayasam\u0131z\u0131n 20. maddesinde d\u00fczenlenen \u201c\u00d6zel Hayat\u0131n Gizlili\u011fi ve Korunmas\u0131 Hakk\u0131\u201d, ki\u015finin temel hak ve \u00f6zg\u00fcrl\u00fcklerinden biri olup Anayasal d\u00fczeyde tan\u0131nan ve korunan bir hakt\u0131r. 5982 Say\u0131l\u0131 Kanun vas\u0131tas\u0131yla 2010 y\u0131l\u0131nda yap\u0131lan de\u011fi\u015fiklik ile AY m.20\u2019ye bir ek f\u0131kra eklenmi\u015ftir. \u0130\u015fbu d\u00fczenleme ile Ki\u015fisel Verilerin Korunmas\u0131 Hakk\u0131 Anayasal g\u00fc\u00e7 ve g\u00fcvenceye kavu\u015fmu\u015ftur. <\/span>An\u0131lan Anayasa de\u011fi\u015fikli\u011fi, veri sahiplerine ki\u015fisel verilerinin korunmas\u0131n\u0131 isteme, bilgi alma ve ancak r\u0131zas\u0131n\u0131n varl\u0131\u011f\u0131nda verilerin i\u015flenmesi hak ve g\u00fcvencelerini sa\u011flamaktad\u0131r.<\/span><\/p>

\u00a0<\/span><\/p>

Bununla birlikte <\/span>T\u00fc<\/span>r<\/span>kiye\u2019<\/span>d<\/span>e veri koruma hukuku alan<\/span>\u0131<\/span>nda temel d\u00fc<\/span>z<\/span>enleme say<\/span>\u0131<\/span>lan 6698 say<\/span>\u0131<\/span>l<\/span>\u0131<\/span> Ki\u015f<\/span>i<\/span>sel Verilerin Korunmas<\/span>\u0131<\/span> Kanunu<\/span>\u2019<\/span>nun b\u00fc<\/span>y<\/span>\u00fck verinin getirdi\u011fi de\u011f<\/span>i<\/span>\u015fi<\/span>m<\/span> ba\u011f<\/span>l<\/span>am\u0131<\/span>n<\/span>da de\u011f<\/span>e<\/span>rlendirildi\u011finde; 6698 say\u0131l\u0131 Kanun ile getirilen temel kural ile ki\u015f<\/span>i<\/span>sel verilerin ancak ki\u015f<\/span>i<\/span>nin r<\/span>\u0131<\/span>zas<\/span>\u0131<\/span> ya da bir hukuka uygunluk sebebinin bulunmas<\/span>\u0131<\/span> durumunda i\u015f<\/span>l<\/span>enebilmekte oldu\u011fu g\u00f6r\u00fclmektedir. Ki\u015f<\/span>i<\/span>sel verilerin hukuka uygun olarak i\u015f<\/span>l<\/span>enmesinde 6698 say<\/span>\u0131<\/span>l<\/span>\u0131<\/span> Kanunla verinin ilgilisinden talep edilen r<\/span>\u0131<\/span>za alelade bir r<\/span>\u0131<\/span>za olmay<\/span>\u0131<\/span>p a\u00e7<\/span>\u0131<\/span>k<\/span>\u00e7a, belirli bir konuyla ba\u011f<\/span>l<\/span>ant\u0131<\/span>l<\/span>\u0131 ve ayd<\/span>\u0131<\/span>nlat<\/span>\u0131<\/span>lm<\/span>\u0131<\/span>\u015f<\/span>\u00a0bir iradeye dayanan \u00f6<\/span>z<\/span>g\u00fcr bir r<\/span>\u0131<\/span>za olmal\u0131d\u0131r. Bu ba\u011f<\/span>l<\/span>amda, verinin ikincil kullan\u0131m\u0131 gibi durumlarda, s\u00f6<\/span>z<\/span> konusu i\u015f<\/span>l<\/span>enme ba\u015f<\/span>l<\/span>ang\u0131<\/span>\u00e7<\/span>t<\/span>a<\/span> al<\/span>\u0131<\/span>nan r<\/span>\u0131<\/span>zan<\/span>\u0131<\/span>n kapsam<\/span>\u0131<\/span> d<\/span>\u0131<\/span>\u015f<\/span>\u0131<\/span>n<\/span>da bir i\u015f<\/span>l<\/span>emi i\u00e7<\/span>e<\/span>riyorsa, bireyin yeniden a\u00e7<\/span>\u0131<\/span>k<\/span> r<\/span>\u0131<\/span>zas<\/span>\u0131<\/span>n<\/span>\u0131<\/span>n talep edilmesi gerekecektir. Bu ba\u011f<\/span>l<\/span>amda b\u00fc<\/span>y<\/span>\u00fck verinin karakteristik \u00f6<\/span>z<\/span>elliklerinden biri verilerin \u00e7<\/span>o<\/span>klu\u011fu<\/span>d<\/span>ur ve b<\/span>\u00fc<\/span>y\u00fc<\/span>k<\/span> hacimli veri setleri sayesinde yeni ve faydal<\/span>\u0131<\/span> sonu\u00e7<\/span>l<\/span>ar\u0131<\/span>n<\/span> elde edilmesi m\u00fc<\/span>m<\/span>k\u00fcn olmaktad<\/span>\u0131<\/span>r. B\u00fc<\/span>y<\/span>\u00fck veride olabildi\u011f<\/span>i<\/span>nce fazla verinin toplanmas<\/span>\u0131<\/span> ve i\u015f<\/span>l<\/span>enmesi kural iken b\u00fcy\u00fck verinin; topland\u0131\u011f<\/span>\u0131<\/span> ve r<\/span>\u0131<\/span>zan<\/span>\u0131<\/span>n a\u00e7<\/span>\u0131<\/span>k<\/span>land\u0131\u011f\u0131 s<\/span>\u0131<\/span>rada b\u00fc<\/span>t<\/span>\u00fcn i\u015f<\/span>l<\/span>enme ama\u00e7<\/span>l<\/span>ar\u0131<\/span>n<\/span>\u0131<\/span>n<\/span> kapsaml<\/span>\u0131<\/span> bir bi\u00e7imde \u00f6ng\u00f6r\u00fclmesi m\u00fcmk\u00fcn g\u00f6r\u00fclmemektedir. S<\/span>\u0131<\/span>n<\/span>\u0131<\/span>rl<\/span>\u0131<\/span> ve \u00f6l\u00e7\u00fcl\u00fc veri i\u015flemeyi gerektiren bu ilke AB hukukundaki veri minimizasyonu ilkesine kar\u015f\u0131l\u0131k gelmekte ve b\u00fcy\u00fck verinin do\u011fas\u0131yla uyumsuzluk arz etmektedir. \u00a0<\/span><\/p>

\u00a0<\/span><\/p>

Avrupa Konseyi taraf\u0131ndan 1981 y\u0131l\u0131nda kabul edilen 108 say\u0131l\u0131 \u201cKi\u015f<\/span>i<\/span>sel Nitelikteki Verilerin Otomatik \u0130\u015f<\/span>l<\/span>eme Tabi Tutulmas<\/span>\u0131<\/span> Kar\u015f<\/span>\u0131<\/span>s<\/span>\u0131<\/span>n<\/span>da Bireylerin Korunmas<\/span>\u0131<\/span>na Dair S\u00f6<\/span>z<\/span>le\u015fm<\/span>e<\/span>\u201d<\/span> ki\u015f<\/span>i<\/span>sel verilerin korunmas<\/span>\u0131<\/span> konusunda ki\u015f<\/span>i<\/span>nin bilgi edinme hakk\u0131n\u0131n kabul edilmesini \u00f6<\/span>n<\/span>g\u00f6r<\/span>m<\/span>ektedir. 1981\u2019de haz\u0131rlanan ve T\u00fc<\/span>r<\/span>kiye taraf<\/span>\u0131<\/span>ndan da ayn<\/span>\u0131<\/span> y<\/span>\u0131<\/span>l imzalanan 108 say<\/span>\u0131<\/span>l<\/span>\u0131<\/span> S\u00f6<\/span>z<\/span>le\u015fm<\/span>e<\/span>, 30\/01\/2016 tarih ve 6669 say<\/span>\u0131<\/span>l<\/span>\u0131<\/span> Kanun ile TBMM taraf<\/span>\u0131<\/span>ndan kabul edilerek y\u00fcr\u00fcrl\u00fc\u011fe girmi\u015ftir. S\u00f6zle\u015fmeye ek 181 say<\/span>\u0131<\/span>l<\/span>\u0131<\/span> Protokol de haz<\/span>\u0131<\/span>rland<\/span>\u0131<\/span>\u011f<\/span>\u0131<\/span> y<\/span>\u0131<\/span>l olan 2001 tarihinde imzalanm\u0131\u015f<\/span>\u00a0olup Protokol<\/span>\u2019<\/span>\u00fcn<\/span>\u00a0TBMM<\/span>\u2019<\/span>de uygun bulunarak onaylanmas<\/span>\u0131<\/span>na ili\u015f<\/span>k<\/span>in hukuki s\u00fc<\/span>r<\/span>e\u00e7<\/span>\u0327<\/span> 20\/04\/2016 tarihli ve 6705 say<\/span>\u0131<\/span>l<\/span>\u0131<\/span> Kanun<\/span>\u2019<\/span>la kabul edilmesiyle tamamlanm<\/span>\u0131\u015f<\/span>\u00a0<\/span>bulunmaktad<\/span>\u0131<\/span>r. \u00a0<\/span>T\u00fcrkiye 108 say\u0131l\u0131 S\u00f6zle\u015fmeyi 2016 y\u0131l\u0131nda usul\u00fcne g\u00f6re y\u00fcr\u00fcrl\u00fc\u011fe koymu\u015f ve b\u00f6ylelikle S\u00f6zle\u015fme\u2019nin taraf\u0131 olmu\u015ftur. Dolay\u0131s\u0131yla Anayasan\u0131n 90. maddesi 5. f\u0131kras\u0131 uyar\u0131nca S\u00f6zle\u015fme, kanun h\u00fckm\u00fcndedir ve hatta bu s\u00f6zle\u015fme ile kanunlar\u0131n ayn\u0131 konuda farkl\u0131 h\u00fck\u00fcmler i\u00e7ermesi nedeniyle \u00e7\u0131kabilecek uyu\u015fmazl\u0131klarda S\u00f6zle\u015fme h\u00fck\u00fcmleri esas al\u0131nacakt\u0131r.<\/span><\/p>

\u00a0<\/span><\/p>

108 say\u0131l\u0131 S\u00f6<\/span>z<\/span>le\u015fm<\/span>e<\/span>, ki\u015fisel<\/span> verilerin korunmas\u0131 alan\u0131nda uluslararas\u0131 alanda ba\u011flay\u0131c\u0131 ilk ve tek s\u00f6zle\u015fmedir ve bir <\/span>\u00e7<\/span>e<\/span>r\u00e7e<\/span>v<\/span>e d\u00fc<\/span>z<\/span>enleme niteli\u011f<\/span>i<\/span>ndedir. Dolay\u0131s\u0131yla, taraf devletlerin buradaki h\u00fc<\/span>k<\/span>\u00fcm<\/span>l<\/span>eri i\u00e7<\/span>\u0327<\/span> hukuklar<\/span>\u0131<\/span>nda kabul edecekleri uygulay<\/span>\u0131<\/span>c<\/span>\u0131<\/span> d\u00fc<\/span>z<\/span>enlemelerine dercetmeleri gerekmektedir. Bu S\u00f6<\/span>z<\/span>le\u015fm<\/span>e<\/span>, ki\u015f<\/span>i<\/span>sel verilerin korunmas<\/span>\u0131<\/span> alan<\/span>\u0131<\/span>nda \u00f6<\/span>n<\/span>emli bir s\u00f6zle\u015fme olmu\u015f<\/span>\u0327<\/span> ve t\u00fc<\/span>m<\/span> d\u00fc<\/span>n<\/span>yada bu alanda hayata ge\u00e7<\/span>i<\/span>rilen hukuki<\/span>\u00a0d\u00fc<\/span>z<\/span>enlemelerde model kabul edilmi\u015f<\/span>t<\/span>ir. <\/span>Avrupa Konseyi 108 no.lu Ki\u015fisel Verilerin Otomatik \u0130\u015fleme Tabi Tutulmas\u0131 Kar\u015f\u0131s\u0131nda Bireylerin Korunmas\u0131 S\u00f6zle\u015fmesi Dan\u0131\u015fma Komitesi\u2019nin konuya ili\u015fkin rehberi<\/span>ne<\/span> g\u00f6re;<\/span><\/p>

\u00a0<\/span><\/p>

\u00b7<\/span>\u00a0<\/span><\/span>Ki\u015filer ve toplum a\u00e7\u0131s\u0131ndan etki do\u011furabilecek yapay zek\u00e2 teknolojilerinin geli\u015ftirilmesi ve kullan\u0131lmas\u0131nda temel insan haklar\u0131 ve \u00f6zellikle ki\u015fisel verilerin korunmas\u0131 hakk\u0131 esas al\u0131nmal\u0131d\u0131r.<\/span><\/p>

\u00b7\u00a0<\/span>Yapay zek\u00e2 alan\u0131nda sorumlu yat\u0131r\u0131mlar yap\u0131lmal\u0131, ki\u015fisel verilerin i\u015flenmesine ili\u015fkin risklerden ka\u00e7\u0131nmak ve bu riskleri gidermek temel yakla\u015f\u0131m olmal\u0131d\u0131r.<\/span><\/p>

\u00b7\u00a0<\/span>Veri i\u015flemede risk (etki analizi) de\u011ferlendirmesi, yapay zekan\u0131n ve b\u00fcy\u00fck verinin \u00f6zellikleri g\u00f6zetilerek daha hassas bir \u015fekilde yap\u0131lmal\u0131d\u0131r.<\/span><\/p>

\u00b7\u00a0<\/span>Yapay zek\u00e2 teknolojileri ilgili ki\u015filerin (KVKK m.11\u2019de d\u00fczenlenen) haklar\u0131n\u0131 g\u00f6zeterek ve bu haklar\u0131n\u0131 kullanabilmelerine imk\u00e2n tan\u0131yacak \u015fekilde tasarlanmal\u0131d\u0131r.<\/span><\/p>

\u00b7\u00a0<\/span>Yapay zek\u00e2 geli\u015ftiren, satan ve kullananlar ilgili ki\u015filerin yapay zek\u00e2 eliyle ki\u015fisel verilerinin i\u015flenece\u011fi konusunda yeterli ve do\u011fru bir \u015fekilde bilgilenmesini ve \u015fartlar\u0131 bulundu\u011funda itiraz haklar\u0131n\u0131 kullanabilmesini sa\u011flamal\u0131d\u0131r.<\/span><\/p>

\u00b7\u00a0<\/span>Yapay zek\u00e2 eliyle i\u015flenen veriler bak\u0131m\u0131ndan ilgili ki\u015filerin verileri ve s\u00fcrecin sonu\u00e7lar\u0131 \u00fczerindeki kontrol\u00fc (hakimiyeti) sa\u011flanmal\u0131d\u0131r.<\/span><\/p>

\u00b7\u00a0<\/span>Otomatik karar alma s\u00fcre\u00e7lerine itiraz etme hakk\u0131 kapsam\u0131nda yapay zek\u00e2 taraf\u0131ndan verilerin otomatik olarak i\u015flenip, ki\u015filer bak\u0131m\u0131ndan sonu\u00e7 do\u011furacak kararlar al\u0131nmas\u0131 durumunda ilgili ki\u015filere itiraz etme hakk\u0131 tan\u0131nmal\u0131d\u0131r.<\/span><\/p>

\u00b7\u00a0<\/span>T\u00fcm geli\u015ftiriciler i\u015flenecek ki\u015fisel verilerin t\u00fcr\u00fcn\u00fc, niteli\u011fini, kayna\u011f\u0131n\u0131 ve miktar\u0131n\u0131 de\u011ferlendirmeli gereksiz ve a\u015f\u0131r\u0131 i\u015fleme faaliyetlerinin \u00f6n\u00fc al\u0131nmal\u0131d\u0131r.\u00a0<\/span><\/p>

\u00b7\u00a0<\/span>Yapay zekan\u0131n veri i\u015flemede ba\u011flam d\u0131\u015f\u0131na \u00e7\u0131kmas\u0131 ve bu \u015fekilde ama\u00e7 d\u0131\u015f\u0131 veri i\u015flemesine ili\u015fkin riskler saptanmal\u0131 ve gerekli algoritmik form\u00fcllerle \u00f6nlenmelidir.<\/span><\/p>

\u00b7 <\/span>Yapay zek\u00e2 geli\u015ftiren, satan ve kullananlar, yapay zekan\u0131n veri i\u015flemesinde her a\u015fama ve s\u00fcre\u00e7te hesap verebilir bir algoritma kurmal\u0131 ve sorumluluklar\u0131n kime ait olaca\u011f\u0131n\u0131 (veri sorumlusunun kim olaca\u011f\u0131) kurgulamal\u0131d\u0131r.<\/span><\/p>

\u00a0<\/span><\/p>

Bug\u00fc<\/span>n<\/span> 108 say<\/span>\u0131<\/span>l<\/span>\u0131<\/span> S\u00f6<\/span>z<\/span>le\u015fm<\/span>e<\/span>nin temel amac<\/span>\u0131<\/span>; her \u00fc<\/span>y<\/span>e \u00fc<\/span>l<\/span>kede, uyru\u011f<\/span>u<\/span> veya ikametg\u00e2<\/span>h\u0131<\/span>\u00a0ne olursa olsun ger\u00e7<\/span>e<\/span>k ki\u015f<\/span>i<\/span>lerin, temel hak ve \u00f6zg\u00fcrl\u00fcklerini ve \u00f6zellikle kendilerini ilgilendiren ki\u015f<\/span>i<\/span>sel nitelikteki verilerin otomatik yollarla i\u015f<\/span>l<\/span>eme tabi tutulmas<\/span>\u0131 kar\u015f\u0131s\u0131nda \u00f6zel ya\u015fam haklar\u0131n\u0131 g\u00fcvence alt\u0131na almakt\u0131r.<\/span> Bu ba<\/span>\u011f<\/span>lamda <\/span>ki\u015fisel veri koruma hukuku uyar\u0131nca yapay zek\u00e2 teknolojileri ile veri i\u015flenmesi ba\u011flam\u0131nda yapay zek\u00e2 geli\u015ftiricileri, sat\u0131c\u0131lar\u0131 ve kullan\u0131c\u0131lar\u0131 taraf\u0131ndan g\u00f6zetilmesi gereken ilke ve kurallar\u0131n belirlenmesinde Avrupa Konseyi 108 no.lu Ki\u015fisel Verilerin Otomatik \u0130\u015fleme Tabi Tutulmas\u0131 Kar\u015f\u0131s\u0131nda Bireylerin Korunmas\u0131 S\u00f6zle\u015fmesi Dan\u0131\u015fma Komitesi\u2019nin konuya ili\u015fkin rehberi yol g\u00f6sterici niteliktedir.<\/span><\/p>

\u00a0<\/span><\/p>

—-\u00a0<\/p>

Daha fazla bilgi ve sorular\u0131n\u0131z i\u00e7in:<\/span><\/p>

Stj. Av. Berfin G\u00d6LC\u00dcK \u2013 (berfingolcuk@hansu.av.tr<\/a>)<\/p>

https:\/\/hansu.av.tr\/<\/a><\/p>

-\u00a9 Hansu Hukuk B\u00fcrosu<\/p>

-Hansu Hukuk B\u00fcrosu Yerli ve Yabanc\u0131 m\u00fcvekkillerine \u00f6zellikle gayrimenkul, \u015firketler, vergi, enerji ve fikri m\u00fclkiyet hukuku alan\u0131nda hizmet veren bir avukatl\u0131k b\u00fcrosudur. Bu b\u00fclten T\u00fcrkiye\u2019 de hukuk alan\u0131ndaki geli\u015fmeleri payla\u015fmak amac\u0131yla haz\u0131rlanm\u0131\u015ft\u0131r. B\u00fclten hukuki bir g\u00f6r\u00fc\u015f veya y\u00f6nlendirme olarak d\u00fc\u015f\u00fcn\u00fclmemelidir. \u00d6zel sorular ve sorunlar bak\u0131m\u0131ndan hukuki dan\u0131\u015fman g\u00f6r\u00fc\u015f\u00fc al\u0131nmal\u0131d\u0131r.<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"

\u00a0\u00a0 \u00a0 \u00a0\u00a0I. G\u0130R\u0130\u015e \u00a0 Veri madencili\u011fi b\u00fcy\u00fck \u00f6l\u00e7ekli olarak tan\u0131mlanan ve milyonlarca veriye sahip yaz\u0131l\u0131m sistemlerinden, ihtiyac\u0131 kar\u015f\u0131layacak de\u011ferli verilerin elde edilmesi i\u015flemine denilmektedir. Bu sayede veriler aras\u0131ndaki ili\u015fkileri ortaya koymak ve gerekti\u011finde ileriye y\u00f6nelik do\u011fru tahminlerde bulunmak m\u00fcmk\u00fcn hale gelmektedir. Madencili\u011fin temel amac\u0131, kurumlardaki karar destek mekanizmalar\u0131 olarak adland\u0131r\u0131lan sistemler i\u00e7in de\u011ferli olan…<\/p>\n","protected":false},"author":1,"featured_media":4906,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[26,27],"tags":[],"acf":[],"_links":{"self":[{"href":"https:\/\/hansu.av.tr\/tr\/wp-json\/wp\/v2\/posts\/3311"}],"collection":[{"href":"https:\/\/hansu.av.tr\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/hansu.av.tr\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/hansu.av.tr\/tr\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/hansu.av.tr\/tr\/wp-json\/wp\/v2\/comments?post=3311"}],"version-history":[{"count":2,"href":"https:\/\/hansu.av.tr\/tr\/wp-json\/wp\/v2\/posts\/3311\/revisions"}],"predecessor-version":[{"id":6417,"href":"https:\/\/hansu.av.tr\/tr\/wp-json\/wp\/v2\/posts\/3311\/revisions\/6417"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/hansu.av.tr\/tr\/wp-json\/wp\/v2\/media\/4906"}],"wp:attachment":[{"href":"https:\/\/hansu.av.tr\/tr\/wp-json\/wp\/v2\/media?parent=3311"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/hansu.av.tr\/tr\/wp-json\/wp\/v2\/categories?post=3311"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/hansu.av.tr\/tr\/wp-json\/wp\/v2\/tags?post=3311"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}