{"id":11457,"date":"2023-05-25T21:16:47","date_gmt":"2023-05-25T18:16:47","guid":{"rendered":"https:\/\/www.kaspersky.com.tr\/blog\/?p=11457"},"modified":"2023-05-25T21:16:47","modified_gmt":"2023-05-25T18:16:47","slug":"ai-government-regulation","status":"publish","type":"post","link":"https:\/\/www.kaspersky.com.tr\/blog\/ai-government-regulation\/11457\/","title":{"rendered":"Yapay zekaya nas\u0131l yakla\u015fmam\u0131z gerekti\u011fi hakk\u0131nda"},"content":{"rendered":"<p>T\u00fcm o yapay zeka haberlerinden biraz bunalm\u0131\u015f durumday\u0131m ama bir s\u00fcre daha katlanmam gerekecek zira en az bir iki y\u0131l daha konu\u015fulacak gibi g\u00f6r\u00fcn\u00fcyor. Yapay zekan\u0131n geli\u015fimi bir noktada durduraca\u011f\u0131n\u0131 s\u00f6ylemiyorum elbette. Sadece gazeteciler, TikTok yay\u0131nc\u0131lar\u0131, Twitter kullan\u0131c\u0131lar\u0131 ve di\u011fer konu\u015fan ki\u015filer eninde sonunda konudan b\u0131kacaklar. Ancak \u015fimdilik heveslerini harekete ge\u00e7iren \u015fey sadece teknoloji devleri de\u011fil, ayn\u0131 zamanda da devletler: Birle\u015fik Krall\u0131k <a href=\"https:\/\/www.reuters.com\/world\/uk\/britain-opts-adaptable-ai-rules-with-no-single-regulator-2023-03-28\/\" target=\"_blank\" rel=\"noopener nofollow\">\u00fc\u00e7 kollu yapay zeka d\u00fczenlemesine<\/a> ge\u00e7meyi planl\u0131yor; \u00c7in taslak bir yapay zeka d\u00fczenlemesini <a href=\"https:\/\/www.reuters.com\/technology\/china-releases-draft-measures-managing-generative-artificial-intelligence-2023-04-11\/\" target=\"_blank\" rel=\"noopener nofollow\">kamuoyunun dikkatine<\/a> sundu; ABD \u201c<a href=\"https:\/\/www.reuters.com\/technology\/us-begins-study-possible-rules-regulate-ai-like-chatgpt-2023-04-11\/\" target=\"_blank\" rel=\"noopener nofollow\">algoritmik hesap verebilirlik<\/a>\u201d \u00e7a\u011fr\u0131s\u0131 yap\u0131yor; AB yapay zeka \u00fczerine <a href=\"https:\/\/www.reuters.com\/technology\/ai-booms-eu-lawmakers-wrangle-over-new-rules-2023-03-22\/\" target=\"_blank\" rel=\"noopener nofollow\">tart\u0131\u015f\u0131yor ama hen\u00fcz taslak yasa haz\u0131rlamad\u0131<\/a>; liste b\u00f6yle uzuyor. Gelecek i\u00e7in y\u0131\u011f\u0131nla plan yap\u0131l\u0131yor ama \u015fimdilik yapay zeka sistemlerinin olu\u015fturulmas\u0131 ve kullan\u0131lmas\u0131 \u00f6n\u00fcnde hi\u00e7bir engel yok. Ancak k\u0131sa zaman i\u00e7inde bu durum de\u011fi\u015fece\u011fe benziyor.<\/p>\n<p>Yapay zeka \u00fczerine devlet d\u00fczenlemelerine ger\u00e7ekten ihtiya\u00e7 olup olmad\u0131\u011f\u0131 konusunun tart\u0131\u015fmaya a\u00e7\u0131k oldu\u011fu ortada. Bu d\u00fczenlemeler yap\u0131lacaksa neden ve nas\u0131l yap\u0131lacak?<\/p>\n<h2>Neler d\u00fczenlenmeli?<\/h2>\n<p>Yapay zeka nedir? Pazarlama departmanlar\u0131n\u0131n keyfili\u011fi nedeniyle bu terim pek \u00e7ok \u015fey i\u00e7in kullan\u0131l\u0131yor: <a href=\"https:\/\/tr.wikipedia.org\/wiki\/GPT-4\" target=\"_blank\" rel=\"noopener nofollow\">GPT-4<\/a> gibi \u00e7\u0131\u011f\u0131r a\u00e7\u0131c\u0131 yarat\u0131c\u0131 modellerden onlarca y\u0131ld\u0131r \u00e7evremizde olan en basit makine \u00f6\u011frenimi sistemlerine kadar. D\u00fc\u011fmeli cep telefonlar\u0131ndaki <a href=\"https:\/\/tr.wikipedia.org\/wiki\/T9\" target=\"_blank\" rel=\"noopener nofollow\">\u04229<\/a> olay\u0131n\u0131 hat\u0131rlar m\u0131s\u0131n\u0131z? <a href=\"https:\/\/www.kaspersky.com\/blog\/humachine-intelligence-antispam\/6638\/\" target=\"_blank\" rel=\"noopener nofollow\">Otomatik istenmeyen posta ve k\u00f6t\u00fc ama\u00e7l\u0131 yaz\u0131l\u0131m s\u0131n\u0131fland\u0131rmas\u0131n\u0131<\/a> duymu\u015f muydunuz? Netflix\u2019teki fil \u00f6nerilerine bak\u0131yor musunuz? T\u00fcm bu tan\u0131d\u0131k teknolojiler makine \u00f6\u011frenimi (ML) algoritmalar\u0131na, yani \u201cYapay Zeka\u201dya dayan\u0131r.<\/p>\n<p>Kaspersky\u2019de bu t\u00fcr teknolojileri 20 senedir \u00fcr\u00fcnlerimizde yak\u0131ndan kullan\u0131yoruz ve daima bunlara \u201cmakine \u00f6\u011frenimi\u201d ad\u0131n\u0131 vermeyi uygun buluyoruz zira \u201cyapay zeka\u201d terimi insanlar\u0131n zihninde daha \u00e7ok <a href=\"https:\/\/tr.wikipedia.org\/wiki\/2001:_Bir_Uzay_Destan%C4%B1_(film)\" target=\"_blank\" rel=\"noopener nofollow\">uzay gemilerindeki<\/a> <a href=\"https:\/\/tr.wikipedia.org\/wiki\/HAL_9000\" target=\"_blank\" rel=\"noopener nofollow\">konu\u015fan s\u00fcper bilgisayarlar<\/a> ve di\u011fer do\u011frudan <a href=\"https:\/\/tr.wikipedia.org\/wiki\/C-3PO\" target=\"_blank\" rel=\"noopener nofollow\">bilim kurgu<\/a> <a href=\"https:\/\/tr.wikipedia.org\/wiki\/R2-D2\" target=\"_blank\" rel=\"noopener nofollow\">materyallerini<\/a> uyand\u0131r\u0131yor. Ancak, bu t\u00fcr konu\u015fan-d\u00fc\u015f\u00fcnen bilgisayarlar\u0131n ve insan\u0131ms\u0131 robotlar\u0131n <a href=\"https:\/\/tr.wikipedia.org\/wiki\/Yapay_genel_zek%C3%A2\" target=\"_blank\" rel=\"noopener nofollow\">yapay genel zekay\u0131<\/a> (AGI) veya yapay <a href=\"https:\/\/en.wikipedia.org\/wiki\/Superintelligence\" target=\"_blank\" rel=\"noopener nofollow\">s\u00fcper zekay\u0131<\/a> (ASI) y\u00f6netebilmesi i\u00e7in tamamen insan gibi d\u00fc\u015f\u00fcnebilmesi gerekir fakat ne AGI ne de ASI hen\u00fcz icat edilmedi ve yak\u0131n gelecekte de ortaya \u00e7\u0131kaca\u011fa benzemiyor.<\/p>\n<p>\u00d6b\u00fcr yandan, t\u00fcm yapay zeka t\u00fcrleri ayn\u0131 \u00f6l\u00e7\u00fctle \u00f6l\u00e7\u00fcl\u00fcp tam d\u00fczenleniyor olsayd\u0131 b\u00fct\u00fcn BT sekt\u00f6r\u00fc ve \u00e7ok say\u0131da ili\u015fkili sekt\u00f6r i\u00e7in i\u015fler hi\u00e7 de iyiye gitmezdi. \u00d6rne\u011fin, biz (Kaspersky) t\u00fcm e\u011fitim seti \u201cyazarlar\u0131ndan\u201d onay almak zorunda kalsayd\u0131k bir bili\u015fim g\u00fcvenli\u011fi \u015firketi olarak kendimizi \u00e7ok zor durumda bulurduk. Biz k\u00f6t\u00fc ama\u00e7l\u0131 yaz\u0131l\u0131mlar ve istenmeyen postalardan dersler \u00e7\u0131kar\u0131yoruz ve edinilen bilgilerle makine \u00f6\u011frenimimizi besliyoruz. Bunlar\u0131n yazarlar\u0131 ise ileti\u015fim bilgilerini saklamay\u0131 tercih etmeye e\u011filimli oluyor (kim bilebilirdi!). Dahas\u0131, verilerin yakla\u015f\u0131k 20 y\u0131ld\u0131r topland\u0131\u011f\u0131 ve algoritmalar\u0131m\u0131z\u0131n e\u011fitildi\u011fi d\u00fc\u015f\u00fcn\u00fcld\u00fc\u011f\u00fcnde ge\u00e7mi\u015fte ne kadar geriye gitmemiz beklenebilir?<\/p>\n<p>Bu nedenle, kanun koyucular\u0131n pazarlama uzmanlar\u0131n\u0131 de\u011fil, makine \u00f6\u011frenimi\/yapay zeka sekt\u00f6r\u00fc uzmanlar\u0131n\u0131 dinlemeleri ve potansiyel d\u00fczenlemeleri belirli ve odaklanm\u0131\u015f bir \u015fekilde tart\u0131\u015fmalar\u0131 \u00e7ok \u00f6nemlidir: \u00d6rne\u011fin, b\u00fcy\u00fck hacimli a\u00e7\u0131k verilerle e\u011fitilmi\u015f \u00e7ok fonksiyonlu sistemler veya y\u00fcksek sorumluluk ve risk d\u00fczeyinde karar verme sistemleri kullanmak gibi.<\/p>\n<p>Ayr\u0131ca, yeni yapay zeka uygulamalar\u0131, her ortaya \u00e7\u0131k\u0131\u015flar\u0131ndan d\u00fczenlemelerin s\u0131k s\u0131k revize edilmesini gerektirecektir.<\/p>\n<h2>Neden d\u00fczenleme gerekiyor?<\/h2>\n<p>A\u00e7\u0131k\u00e7as\u0131, \u00f6n\u00fcm\u00fczdeki y\u00fcz y\u0131l i\u00e7inde s\u00fcper zeka destekli bir K\u0131yamet G\u00fcn\u00fc g\u00f6rece\u011fimize inanm\u0131yorum. Ancak bilgisayar\u0131n kara kutusunun d\u00fc\u015f\u00fcncesiz kullan\u0131m\u0131ndan kaynaklanan bir s\u00fcr\u00fc dert oldu\u011funa inan\u0131yorum.<\/p>\n<p><a href=\"https:\/\/www.kaspersky.com\/blog\/machine-learning-nine-challenges\/23553\/\" target=\"_blank\" rel=\"noopener nofollow\">Makine \u00f6\u011freniminin hem g\u00f6rkemi hem de sefaleti hakk\u0131ndaki makalelerimizi<\/a> okumam\u0131\u015f olanlara bir hat\u0131rlatma olarak, her t\u00fcrl\u00fc yapay zeka ile ilgili \u00fc\u00e7 ana konu vard\u0131r:<\/p>\n<ul>\n<li>Bunun i\u00e7in kullan\u0131lan e\u011fitim verilerinin ne kadar iyi oldu\u011fu belli de\u011fildir.<\/li>\n<li>Yapay zekan\u0131n bu veri stokundan neyi \u201canlamay\u0131\u201d ba\u015fard\u0131\u011f\u0131 ya da <a href=\"https:\/\/arxiv.org\/abs\/2004.07780\" target=\"_blank\" rel=\"noopener nofollow\">kararlar\u0131n\u0131 nas\u0131l verdi\u011fi<\/a> de hi\u00e7 net de\u011fildir.<\/li>\n<li>En \u00f6nemlisi, algoritma hem geli\u015ftiricileri hem de kullan\u0131c\u0131lar\u0131 taraf\u0131ndan k\u00f6t\u00fcye kullan\u0131labilir.<\/li>\n<\/ul>\n<p>Dolay\u0131s\u0131yla, yapay zekan\u0131n k\u00f6t\u00fc niyetle kullan\u0131lmas\u0131ndan yapay zeka kararlar\u0131na d\u00fc\u015f\u00fcnmeden uyulmas\u0131na kadar her \u015fey ger\u00e7ekle\u015febilir. Grafik ger\u00e7ek ya\u015fam <a href=\"https:\/\/www.kaspersky.com\/blog\/ai-fails\/18318\/\" target=\"_blank\" rel=\"noopener nofollow\">\u00f6rnekleri<\/a>: \u00f6l\u00fcmc\u00fcl <a href=\"https:\/\/www.ntsb.gov\/investigations\/AccidentReports\/Reports\/HAR1903.pdf\" target=\"_blank\" rel=\"noopener nofollow\">otomatik pilot hatalar\u0131<\/a>, bug\u00fcn gif\u2019lerde ve hatta haberlerde al\u0131\u015fkanl\u0131k haline getirilmi\u015f montaj i\u015fler (<a href=\"https:\/\/www.kaspersky.com.tr\/blog\/rsa2020-deepfakes-mitigation\/7900\/\" target=\"_blank\" rel=\"noopener\">1<\/a>, <a href=\"https:\/\/www.kaspersky.com\/blog\/deepfake-darknet-market\/48112\/\" target=\"_blank\" rel=\"noopener nofollow\">2<\/a>, <a href=\"https:\/\/www.kaspersky.com\/blog\/getting-ready-for-deep-fake-threats\/48193\/\" target=\"_blank\" rel=\"noopener nofollow\">3<\/a>), <a href=\"https:\/\/algorithmwatch.org\/en\/algorithm-school-system-italy\/\" target=\"_blank\" rel=\"noopener nofollow\">\u00f6\u011fretmen s\u00f6zle\u015fmelerinde yap\u0131lacak<\/a> aptalca hatalar, polisin <a href=\"https:\/\/edition.cnn.com\/2021\/04\/29\/tech\/nijeer-parks-facial-recognition-police-arrest\/index.html\" target=\"_blank\" rel=\"noopener nofollow\">bir ma\u011faza h\u0131rs\u0131z\u0131 yerine yanl\u0131\u015f birini yakalamas\u0131<\/a> ve <a href=\"https:\/\/www.reuters.com\/article\/amazon-com-jobs-automation\/insight-amazon-scraps-secret-ai-recruiting-tool-that-showed-bias-against-women-idINKCN1MK0AH?edition-redirect=in\" target=\"_blank\" rel=\"noopener nofollow\">kad\u0131n d\u00fc\u015fman\u0131 bir yapay zeka i\u015fe al\u0131m arac\u0131<\/a>. Ayr\u0131ca, \u00f6zel yap\u0131m d\u00fc\u015fmanca veri \u00f6rnekleri yard\u0131m\u0131yla herhangi bir yapay zekaya sald\u0131r\u0131labilir: <a href=\"https:\/\/www.kaspersky.com\/blog\/ai-fails\/18318\/\" target=\"_blank\" rel=\"noopener nofollow\">Ara\u00e7lar etiketler kullan\u0131larak kand\u0131r\u0131labilir<\/a>, GPT-3\u2019ten <a href=\"https:\/\/venturebeat.com\/2020\/12\/16\/google-apple-and-others-show-large-language-models-trained-on-public-data-expose-personal-information\/\" target=\"_blank\" rel=\"noopener nofollow\">ki\u015fisel bilgiler<\/a> al\u0131nabilir ve<a href=\"https:\/\/securelist.com\/how-to-confuse-antimalware-neural-networks-adversarial-attacks-and-protection\/102949\/\" target=\"_blank\" rel=\"noopener\"> anti-vir\u00fcs veya EDR<\/a> de aldat\u0131labilir. Bu arada, bilim kurguda anlat\u0131lan <a href=\"https:\/\/en.wikipedia.org\/wiki\/Pineapple_Water_for_the_Fair_Lady%23The_Anti-Aircraft_Codes_of_Al_Efesbi\" target=\"_blank\" rel=\"noopener nofollow\">sava\u015f u\u00e7a\u011f\u0131 yapay zekas\u0131na y\u00f6nelik sald\u0131r\u0131lar<\/a> art\u0131k o kadar da uzak g\u00f6r\u00fcnm\u00fcyor.<\/p>\n<p>\u00d6zetle, yapay zeka kullan\u0131m\u0131 hen\u00fcz ger\u00e7ekten b\u00fcy\u00fck sorunlara yol a\u00e7mad\u0131 ancak bunlar i\u00e7in \u00e7ok fazla potansiyel oldu\u011fu a\u00e7\u0131k. Bundan dolay\u0131, d\u00fczenlemelerin \u00f6ncelikleri net olmal\u0131:<\/p>\n<ol>\n<li>Kritik altyap\u0131 olaylar\u0131n\u0131n (fabrikalar\/gemiler\/elektrik iletim hatlar\u0131\/n\u00fckleer santraller) \u00f6nlenmesi.<\/li>\n<li>Fiziksel tehditlerin en aza indirilmesi (s\u00fcr\u00fcc\u00fcs\u00fcz ara\u00e7lar, hastal\u0131klar\u0131n yanl\u0131\u015f te\u015fhis edilmesi).<\/li>\n<li>Ki\u015fisel hasarlar\u0131 ve i\u015f risklerini en aza indirmek (kafatas\u0131 \u00f6l\u00e7\u00fcmlerine dayal\u0131 tutuklamalar veya i\u015fe almalar, talebin\/al\u0131mlar\u0131n yanl\u0131\u015f hesaplanmas\u0131 vb.).<\/li>\n<\/ol>\n<p>D\u00fczenlemelerin amac\u0131, kullan\u0131c\u0131lar\u0131 ve yapay zeka tedarik\u00e7ilerini, bahsedilen olumsuz \u015feylerin ger\u00e7ekle\u015fme riskini art\u0131rmamaya \u00f6zen g\u00f6stermeye zorlamak olmal\u0131d\u0131r. Risk ne kadar ciddile\u015firse d\u00fczenleme de o kadar zorlay\u0131c\u0131 olmal\u0131d\u0131r.<\/p>\n<p>Yapay zeka ile ilgili olarak s\u0131kl\u0131kla dile getirilen bir ba\u015fka endi\u015fe daha var: Ahlaki ve etik normlara uyulmas\u0131 ve deyim yerindeyse psikolojik rahatl\u0131\u011f\u0131n sa\u011flanmas\u0131 ihtiyac\u0131. Bu ama\u00e7 do\u011frultusunda, insanlar\u0131n var olmayan (yapay zeka taraf\u0131ndan \u00e7izilmi\u015f) bir nesneyi g\u00f6r\u00fcnt\u00fclediklerini veya bir insanla de\u011fil bir robotla ileti\u015fim kurduklar\u0131n\u0131 bilmeleri i\u00e7in uyar\u0131lar ve ayr\u0131ca <a href=\"https:\/\/www.kaspersky.com\/blog\/neural-networks-data-leaks\/47992\/\" target=\"_blank\" rel=\"noopener nofollow\">yapay zeka e\u011fitimi s\u0131ras\u0131nda telif haklar\u0131na sayg\u0131 duyuldu\u011funu dile getiren bildirimler<\/a> vb. verildi\u011fini g\u00f6r\u00fcyoruz. Peki neden? Kanun yap\u0131c\u0131lar ve yapay zeka sat\u0131c\u0131lar\u0131 \u00f6fkeli kalabal\u0131klar\u0131n hedefi olmas\u0131n diye! Bu, d\u00fcnyan\u0131n baz\u0131 b\u00f6lgelerinde \u00e7ok ger\u00e7ek bir endi\u015fe kayna\u011f\u0131 (\u00f6rne\u011fin Uber\u2019e kar\u015f\u0131 <a href=\"https:\/\/www.theguardian.com\/world\/2016\/jan\/26\/french-taxi-drivers-block-paris-roads-in-uber-protest\" target=\"_blank\" rel=\"noopener nofollow\">protestolar\u0131 hat\u0131rlay\u0131n<\/a>).<\/p>\n<h2>Nas\u0131l d\u00fczenlenmeli?<\/h2>\n<p>Yapay zekay\u0131 d\u00fczenlemenin en basit yolu her \u015feyi yasaklamak olacakt\u0131r ancak bu yakla\u015f\u0131m hen\u00fcz masada de\u011fil gibi g\u00f6r\u00fcn\u00fcyor. Zaten yapay zekay\u0131 yasaklamak bilgisayarlar\u0131 yasaklamaktan \u00e7ok daha kolay de\u011fildir. Bu nedenle, t\u00fcm makul d\u00fczenleme giri\u015fimleri \u201crisk ne kadar b\u00fcy\u00fckse gereklilikler o kadar kat\u0131 olmal\u0131d\u0131r\u201d ilkesini izlemelidir.<\/p>\n<p>Perakende al\u0131c\u0131 tavsiyeleri gibi olduk\u00e7a \u00f6nemsiz \u015feyler i\u00e7in kullan\u0131lan makine \u00f6\u011frenimi modelleri d\u00fczenlenmeyebilir ancak model ne kadar karma\u015f\u0131ksa veya uygulama alan\u0131 ne kadar hassassa sistem sat\u0131c\u0131lar\u0131 ve kullan\u0131c\u0131lar\u0131 i\u00e7in gereksinimler o kadar sert olabilir. \u00d6rne\u011fin:<\/p>\n<ul>\n<li>Bir modelin kodunun veya e\u011fitim veri setinin d\u00fczenleyicilere veya uzmanlara incelenmek \u00fczere sunulmas\u0131.<\/li>\n<li>\u00d6n yarg\u0131, telif hakk\u0131 ve benzeri hususlar da dahil olmak \u00fczere bir e\u011fitim veri setinin sa\u011flaml\u0131\u011f\u0131n\u0131n kan\u0131tlanmas\u0131.<\/li>\n<li>Yapay zeka \u201c\u00e7\u0131kt\u0131lar\u0131n\u0131n\u201d makul oldu\u011funun kan\u0131tlanmas\u0131; \u00f6rne\u011fin, <a href=\"https:\/\/fortune.com\/2023\/04\/17\/google-ceo-sundar-pichai-artificial-intelligence-bard-hallucinations-unsolved\/\" target=\"_blank\" rel=\"noopener nofollow\">hal\u00fcsinasyonlardan ar\u0131nm\u0131\u015f olmas\u0131<\/a>.<\/li>\n<li>Yapay zeka i\u015flemlerinin ve sonu\u00e7lar\u0131n\u0131n etiketlenmesi.<\/li>\n<li>Model ve e\u011fitim veri setinin g\u00fcncellenmesi; \u00f6rne\u011fin, kaynak verilerden belirli bir ten rengine sahip ki\u015filerin elenmesi veya modelin \u00e7\u0131kt\u0131lar\u0131nda patlay\u0131c\u0131lar i\u00e7in kimyasal form\u00fcllerin bast\u0131r\u0131lmas\u0131.<\/li>\n<li>Yapay zekan\u0131n \u201cd\u00fc\u015fmanca veriler\u201d i\u00e7in test edilmesi ve gerekti\u011finde davran\u0131\u015flar\u0131n\u0131n g\u00fcncellenmesi.<\/li>\n<li>Belirli bir yapay zekay\u0131 kimin ve neden kulland\u0131\u011f\u0131n\u0131n kontrol edilmesi. Belirli kullan\u0131m t\u00fcrlerinin reddedilmesi.<\/li>\n<li>B\u00fcy\u00fck yapay zekay\u0131 veya belirli bir alan i\u00e7in ge\u00e7erli olanlar\u0131 yaln\u0131zca d\u00fczenleyicinin izniyle e\u011fitme.<\/li>\n<li>Belirli bir sorunu ele almak i\u00e7in yapay zekay\u0131 kullanman\u0131n g\u00fcvenli oldu\u011funu kan\u0131tlama. Bu yakla\u015f\u0131m BT i\u00e7in fazla yabanc\u0131 olsa da \u00f6rne\u011fin ila\u00e7 \u015firketleri, u\u00e7ak \u00fcreticileri ve g\u00fcvenli\u011fin \u00e7ok \u00f6nemli oldu\u011fu di\u011fer bir\u00e7ok sekt\u00f6r i\u00e7in fazlas\u0131yla tan\u0131d\u0131kt\u0131r. \u00d6nce be\u015f y\u0131l s\u00fcrecek kapsaml\u0131 testler, ard\u0131ndan d\u00fczenleyici kurumun izni gelecek ve ancak o zaman bir \u00fcr\u00fcn genel kullan\u0131ma sunulabilecektir.<\/li>\n<\/ul>\n<p>Son \u00f6nlem a\u015f\u0131r\u0131 kat\u0131 g\u00f6r\u00fcnse de <a href=\"https:\/\/www.nature.com\/articles\/538311a#\/b9\" target=\"_blank\" rel=\"noopener nofollow\">yapay zekan\u0131n akut ast\u0131m ve zat\u00fcrre hastalar\u0131 i\u00e7in tedavi \u00f6nceliklerini kar\u0131\u015ft\u0131rd\u0131\u011f\u0131<\/a> ve onlar\u0131 yo\u011fun bak\u0131m \u00fcnitesi yerine eve g\u00f6ndermeye \u00e7al\u0131\u015ft\u0131\u011f\u0131 olaylar\u0131 \u00f6\u011frendi\u011finizde asl\u0131nda o kadar da kat\u0131 olmad\u0131\u011f\u0131n\u0131 anlayacaks\u0131n\u0131z.<\/p>\n<p>Uygulama \u00f6nlemleri, yapay zeka kurallar\u0131n\u0131n ihlali i\u00e7in para cezalar\u0131ndan (GDPR ihlalleri i\u00e7in Avrupa cezalar\u0131 do\u011frultusunda) yapay zeka ile ilgili faaliyetlerin lisanslanmas\u0131na ve mevzuat ihlalleri i\u00e7in cezai yapt\u0131r\u0131mlara (\u00c7in\u2019de \u00f6nerildi\u011fi gibi) kadar de\u011fi\u015febilir.<\/p>\n<h2>Peki do\u011fru yol hangisi?<\/h2>\n<p>A\u015fa\u011f\u0131dakiler benim ki\u015fisel g\u00f6r\u00fc\u015flerimi temsil etmekle birlikte, siber g\u00fcvenlik sekt\u00f6r\u00fcnde makine \u00f6\u011freniminden \u201ctasar\u0131m a\u00e7\u0131s\u0131ndan g\u00fcvenli\u201d sistemlere kadar 30 senelik ileri teknolojik geli\u015fme aray\u0131\u015flar\u0131na dayanmaktad\u0131r.<\/p>\n<p>\u00d6ncelikle, kesinlikle d\u00fczenlemelere ihtiyac\u0131m\u0131z var. Olmazsa yapay zeka trafik kurallar\u0131n\u0131n olmad\u0131\u011f\u0131 otoyollar\u0131 and\u0131r\u0131r. Daha uygun bir \u00f6rnekle, neredeyse herkesin eline ge\u00e7en her \u015feyi toplad\u0131\u011f\u0131 2000\u2019lerin sonundaki \u00e7evrim i\u00e7i ki\u015fisel veri toplama \u00e7\u0131lg\u0131nl\u0131\u011f\u0131n\u0131 and\u0131r\u0131r. Her \u015feyin \u00f6tesinde, d\u00fczenlemeler piyasa oyuncular\u0131nda \u00f6z disiplin olu\u015fturur.<\/p>\n<p>\u0130kincisi, mobil ileti\u015fim, internet ve benzeri alanlardaki teknik standartlarda oldu\u011fu gibi, d\u00fczenlemelerde de uluslararas\u0131 uyumla\u015ft\u0131rma ve i\u015f birli\u011fini en \u00fcst d\u00fczeye \u00e7\u0131karmam\u0131z gerekiyor. Modern jeopolitik ger\u00e7eklik g\u00f6z \u00f6n\u00fcne al\u0131nd\u0131\u011f\u0131nda kula\u011fa \u00fctopik gelse de bu onu daha az arzu edilir k\u0131lm\u0131yor.<\/p>\n<p>\u00dc\u00e7\u00fcnc\u00fcs\u00fc, d\u00fczenlemelerin \u00e7ok kat\u0131 olmamas\u0131 gerekir: Bunun gibi dinamik ve gen\u00e7 bir sekt\u00f6r\u00fc a\u015f\u0131r\u0131 d\u00fczenlemeyle bo\u011fmak dar g\u00f6r\u00fc\u015fl\u00fcl\u00fck olur. Bununla birlikte, teknoloji ve piyasadaki geli\u015fmelere ayak uydurabilmek i\u00e7in kurallar\u0131n s\u0131k s\u0131k g\u00f6zden ge\u00e7irilmesini sa\u011flayacak bir mekanizmaya ihtiyac\u0131m\u0131z var.<\/p>\n<p>D\u00f6rd\u00fcnc\u00fcs\u00fc, kurallar, risk seviyeleri ve koruma \u00f6nlemlerinin d\u00fczeyleri, konuyla ilgili \u00e7ok say\u0131da deneyimli uzmana dan\u0131\u015f\u0131larak belirlenmelidir.<\/p>\n<p>Be\u015fincisi, on sene beklemek zorunda de\u011filiz. Halihaz\u0131rda on y\u0131ldan uzun s\u00fcredir Nesnelerin \u0130nternetinin i\u00e7erdi\u011fi ciddi riskler ve end\u00fcstriyel ekipmanlardaki g\u00fcvenlik a\u00e7\u0131klar\u0131 hakk\u0131nda konu\u015fup duruyorum ancak <a href=\"https:\/\/digital-strategy.ec.europa.eu\/en\/library\/cyber-resilience-act\" target=\"_blank\" rel=\"noopener nofollow\">AB Siber Diren\u00e7 Yasas\u0131<\/a> gibi dok\u00fcmanlar daha ge\u00e7en sene ilk kez ortaya \u00e7\u0131kt\u0131 (taslak olarak!).<\/p>\n<p>\u015eimdilik bu kadar! Buraya kadar okuyan herkese te\u015fekk\u00fcrler! \u0130lgin\u00e7 ve g\u00fcvenli bir yapay zeka destekli gelece\u011fe do\u011fru!..<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Yapay zekan\u0131n d\u00fczenlemelere ihtiya\u00e7 duydu\u011fu ortada ama nas\u0131l? Eugene Kaspersky bu konudaki bak\u0131\u015f a\u00e7\u0131s\u0131n\u0131 anlat\u0131yor.<\/p>\n","protected":false},"author":13,"featured_media":11460,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[995],"tags":[2622,1610,2623,537,990,1424],"class_list":{"0":"post-11457","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-technology","8":"tag-devlet-duzenlemeleri","9":"tag-makine-ogrenimi","10":"tag-sinir-aglari","11":"tag-tehditler","12":"tag-teknolojiler","13":"tag-yapay-zeka"},"hreflang":[{"hreflang":"tr","url":"https:\/\/www.kaspersky.com.tr\/blog\/ai-government-regulation\/11457\/"},{"hreflang":"en-in","url":"https:\/\/www.kaspersky.co.in\/blog\/ai-government-regulation\/25686\/"},{"hreflang":"en-ae","url":"https:\/\/me-en.kaspersky.com\/blog\/ai-government-regulation\/21105\/"},{"hreflang":"ar","url":"https:\/\/me.kaspersky.com\/blog\/ai-government-regulation\/10626\/"},{"hreflang":"en-us","url":"https:\/\/usa.kaspersky.com\/blog\/ai-government-regulation\/28341\/"},{"hreflang":"en-gb","url":"https:\/\/www.kaspersky.co.uk\/blog\/ai-government-regulation\/25985\/"},{"hreflang":"es-mx","url":"https:\/\/latam.kaspersky.com\/blog\/ai-government-regulation\/26358\/"},{"hreflang":"es","url":"https:\/\/www.kaspersky.es\/blog\/ai-government-regulation\/28846\/"},{"hreflang":"it","url":"https:\/\/www.kaspersky.it\/blog\/ai-government-regulation\/27781\/"},{"hreflang":"ru","url":"https:\/\/www.kaspersky.ru\/blog\/ai-government-regulation\/35317\/"},{"hreflang":"x-default","url":"https:\/\/www.kaspersky.com\/blog\/ai-government-regulation\/48220\/"},{"hreflang":"fr","url":"https:\/\/www.kaspersky.fr\/blog\/ai-government-regulation\/20625\/"},{"hreflang":"pt-br","url":"https:\/\/www.kaspersky.com.br\/blog\/ai-government-regulation\/21311\/"},{"hreflang":"de","url":"https:\/\/www.kaspersky.de\/blog\/ai-government-regulation\/30173\/"},{"hreflang":"ja","url":"https:\/\/blog.kaspersky.co.jp\/ai-government-regulation\/33892\/"},{"hreflang":"ru-kz","url":"https:\/\/blog.kaspersky.kz\/ai-government-regulation\/26294\/"},{"hreflang":"en-au","url":"https:\/\/www.kaspersky.com.au\/blog\/ai-government-regulation\/31993\/"},{"hreflang":"en-za","url":"https:\/\/www.kaspersky.co.za\/blog\/ai-government-regulation\/31681\/"}],"acf":[],"banners":"","maintag":{"url":"https:\/\/www.kaspersky.com.tr\/blog\/tag\/yapay-zeka\/","name":"yapay zeka"},"_links":{"self":[{"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/posts\/11457","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/users\/13"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/comments?post=11457"}],"version-history":[{"count":4,"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/posts\/11457\/revisions"}],"predecessor-version":[{"id":11462,"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/posts\/11457\/revisions\/11462"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/media\/11460"}],"wp:attachment":[{"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/media?parent=11457"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/categories?post=11457"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/tags?post=11457"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}