{"id":9817,"date":"2021-07-12T09:33:18","date_gmt":"2021-07-12T06:33:18","guid":{"rendered":"https:\/\/www.kaspersky.com.tr\/blog\/?p=9817"},"modified":"2022-05-05T14:25:18","modified_gmt":"2022-05-05T11:25:18","slug":"mwc21-artificial-intelligence-in-kaspersky-internet-security-for-android","status":"publish","type":"post","link":"https:\/\/www.kaspersky.com.tr\/blog\/mwc21-artificial-intelligence-in-kaspersky-internet-security-for-android\/9817\/","title":{"rendered":"Her ak\u0131ll\u0131 telefonda kullan\u0131lan yapay zeka"},"content":{"rendered":"<p>Uzun bir s\u00fcredir Kaspersky olarak\u00a0<a href=\"https:\/\/www.kaspersky.com.tr\/mobile-security?icid=tr_kdailyplacehold_acq_ona_smm__onl_b2c_kdaily_wpplaceholder_sm-team___kisa____c8090141bf3f79f6\" target=\"_blank\" rel=\"noopener\">mobil g\u00fcvenlik \u00e7\u00f6z\u00fcmlerimizde<\/a> yapay zekadan yararlan\u0131yoruz. Barselona\u2019da yap\u0131lan en son Mobil D\u00fcnya Kongresi\u2019nde, K\u00fcresel Ara\u015ft\u0131rma ve Analiz Ekibimiz\u2019den (GReAT) Viktor Chebyshev, bu teknolojiyi neden kulland\u0131\u011f\u0131m\u0131z\u0131 ve bunun sayesinde neler ba\u015fard\u0131\u011f\u0131m\u0131z\u0131 anlatt\u0131.<\/p>\n<h2>Mobil k\u00f6t\u00fc ama\u00e7l\u0131 yaz\u0131l\u0131mlar\u0131n k\u0131sa tarihi<\/h2>\n<p>\u00d6ncelikle Android i\u00e7in geli\u015ftirilen k\u00f6t\u00fc ama\u00e7l\u0131 uygulamalar\u0131n ge\u00e7irdi\u011fi evrimden biraz bahsedelim. \u0130\u015fletim sistemi ilk olarak 2007\u2019de \u00e7\u0131kt\u0131 ve ilk Android ak\u0131ll\u0131 telefon olan HTC Dream 2008\u2019de sat\u0131\u015fa sunuldu. K\u00f6t\u00fc ama\u00e7l\u0131 yaz\u0131l\u0131m geli\u015ftiricileri k\u0131sa bir s\u00fcre i\u00e7inde yeni platformun i\u015fleyi\u015fini \u00e7\u00f6zd\u00fc ve <a href=\"https:\/\/securelist.com\/kaspersky-security-bulletin-2009-malware-evolution-2009\/36283\/\" target=\"_blank\" rel=\"noopener\">2009 y\u0131l\u0131nda, Android i\u00e7in haz\u0131rlanan ilk k\u00f6t\u00fc ama\u00e7l\u0131 uygulamalar\u0131 g\u00f6rd\u00fck<\/a>.<\/p>\n<p>\u0130lk ba\u015flarda say\u0131lar\u0131 fazla de\u011fildi. 2009\u2019da Kaspersky her ay en fazla \u00fc\u00e7 tane yeni Android tehdidi buluyordu. Sadece basit bir imza tabanl\u0131 antivir\u00fcs motoruna sahip bir Chebyshev kendi ba\u015f\u0131na bunlar\u0131n \u00fcstesinden gelebiliyordu.<\/p>\n<div id=\"attachment_9819\" style=\"width: 1034px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-9819\" class=\"wp-image-9819 size-large\" src=\"https:\/\/media.kasperskydaily.com\/wp-content\/uploads\/sites\/91\/2021\/07\/09151519\/mwc21-artificial-intelligence-in-kaspersky-internet-security-for-android-1-1024x701.jpg\" alt=\"\" width=\"1024\" height=\"701\"><p id=\"caption-attachment-9819\" class=\"wp-caption-text\">2009\u2019da ayda ortalama \u00fc\u00e7 yeni Android k\u00f6t\u00fc ama\u00e7l\u0131 yaz\u0131l\u0131m\u0131 \u00f6rne\u011fi tespit ediyorduk<\/p><\/div>\n<p>\u00a0<\/p>\n<p>Ancak \u00e7ok k\u0131sa bir s\u00fcre i\u00e7erisinde tehdit say\u0131s\u0131 ciddi \u015fekilde artt\u0131. 2010\u2019da her ay yakla\u015f\u0131k 20.000 k\u00f6t\u00fc ama\u00e7l\u0131 Android yaz\u0131l\u0131m\u0131 tespit ediliyordu. \u0130mza tabanl\u0131 motor hala i\u015f g\u00f6r\u00fcyordu, ancak k\u00f6t\u00fc ama\u00e7l\u0131 yaz\u0131l\u0131mlar\u0131 analiz etmesi \u00e7ok daha uzun s\u00fcr\u00fcyordu.<\/p>\n<p>\u0130\u015fletim sisteminin pop\u00fclerli\u011fi artt\u0131k\u00e7a, yeni k\u00f6t\u00fc ama\u00e7l\u0131 Android yaz\u0131l\u0131mlar\u0131n\u0131n say\u0131s\u0131 da artt\u0131. 2012\u2019de her ay ortalama 467,515 \u00f6rnek tespit ediyorduk. Mobil tehdit analiz uzman\u0131 ekibimiz d\u00f6rt ki\u015fiye \u00e7\u0131km\u0131\u015ft\u0131, ayr\u0131ca <a href=\"https:\/\/encyclopedia.kaspersky.com\/glossary\/heuristic-analysis\/\" target=\"_blank\" rel=\"noopener\">bulu\u015fsal analiz<\/a> ve istatistiksel y\u00f6ntemler imza tabanl\u0131 motoru destekliyordu; ama hi\u00e7biri yeterli de\u011fildi.<\/p>\n<p>Fttkit, mobil tehditlerin nas\u0131l evrim ge\u00e7irdi\u011fine dair \u00e7arp\u0131c\u0131 bir \u00f6rnek sunuyor. Bu Truva at\u0131 Dropper\u2019\u0131n\u0131n yarat\u0131c\u0131lar\u0131, buna \u201cAndroid uygulamalar\u0131n\u0131 korumak i\u00e7in otomatikle\u015ftirilmi\u015f bir hizmet\u201d diyor; ama as\u0131l amac\u0131 k\u00f6t\u00fc ama\u00e7l\u0131 yaz\u0131l\u0131m geli\u015ftiricilerinin antivir\u00fcsler taraf\u0131ndan tespit edilmesini \u00f6nlemek. Bu dropper, <a href=\"https:\/\/encyclopedia.kaspersky.com\/glossary\/obfuscation\/\" target=\"_blank\" rel=\"noopener\">gizleme <\/a>yoluyla g\u00fcvenlik \u00e7\u00f6z\u00fcmlerini aldat\u0131yor ve sonra, genellikle bankac\u0131l\u0131k Truva At\u0131 gibi di\u011fer k\u00f6t\u00fc ama\u00e7l\u0131 yaz\u0131l\u0131mlar y\u00fckl\u00fcyor. Fttkit\u2019in \u015fu anda bilinen 360,000\u2019den fazla farkl\u0131 s\u00fcr\u00fcm\u00fc var.<\/p>\n<h2>Mobil g\u00fcvenlik i\u00e7in yapay zeka<\/h2>\n<p>Bu kadar \u00e7ok k\u00f6t\u00fc ama\u00e7l\u0131 yaz\u0131l\u0131m\u0131 elle ayr\u0131\u015ft\u0131rmaya \u00e7al\u0131\u015fmak, sonsuz b\u00fcy\u00fckl\u00fckte bir ekip ve daha da \u00f6nemlisi, \u00e7ok uzun bir zaman gerektirir (bu s\u00fcre i\u00e7erisinde kullan\u0131c\u0131lar yeni bir k\u00f6t\u00fc ama\u00e7l\u0131 yaz\u0131l\u0131m sald\u0131r\u0131s\u0131na u\u011frayabilir).<\/p>\n<p>Makine \u00f6\u011frenimi teknolojileri burada devreye giriyor. Bu teknolojiler, ciddi oranda zaman ve kaynak tasarrufu sa\u011flayabiliyor. Ancak bu gibi teknolojiler kaynaklar\u0131 olduk\u00e7a fazla kullan\u0131yor. Yani, do\u011fru \u00e7al\u0131\u015ft\u0131klar\u0131 zaman kullan\u0131c\u0131n\u0131n cihaz performans\u0131n\u0131 ve pil \u00f6mr\u00fcn\u00fc azaltabiliyorlar. Bu etkiyi azaltmak i\u00e7in biz, hibrit bir y\u00f6ntem kullan\u0131yoruz. Ak\u0131ll\u0131 telefon, fazla kaynak gerektirmeyen i\u015fleri yap\u0131yor ve daha a\u011f\u0131r i\u015flemler i\u00e7in verileri buluta g\u00f6nderiyor. Bu model, ak\u0131ll\u0131 telefonun performans\u0131 ve pil \u00f6mr\u00fcn\u00fc olabildi\u011fince az etkileyerek g\u00fcvenilir koruma sa\u011fl\u0131yor ve yeni tehditlere en k\u0131sa s\u00fcrede tepki verilebiliyor.<\/p>\n<p>Kaspersky Internet Security for Android \u00fcr\u00fcn\u00fcnde makine \u00f6\u011frenimi kullanarak ba\u015fard\u0131klar\u0131m\u0131z \u015funlar:<\/p>\n<ul>\n<li>Android i\u00e7in yarat\u0131\u011f\u0131m\u0131z \u00e7\u00f6z\u00fcmdeki makine \u00f6\u011freniminin vard\u0131\u011f\u0131 sonuca g\u00f6re \u00a0\u2014 DangerousObject.AndroidOS.GenericML\u00a0\u2014 \u015fu anda, \u00fcr\u00fcnlerimizin tespit etti\u011fi bu i\u015fletim sistemi i\u00e7in haz\u0131rlanm\u0131\u015f t\u00fcm k\u00f6t\u00fc ama\u00e7l\u0131 yaz\u0131l\u0131mlar\u0131n %6.63\u2019\u00fc olarak ilk 3\u2019te yer al\u0131yor.<\/li>\n<\/ul>\n<div id=\"attachment_9820\" style=\"width: 1034px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-9820\" class=\"wp-image-9820 size-large\" src=\"https:\/\/media.kasperskydaily.com\/wp-content\/uploads\/sites\/91\/2021\/07\/09151559\/mwc21-artificial-intelligence-in-kaspersky-internet-security-for-android-2-1024x418.png\" alt=\"\" width=\"1024\" height=\"418\"><p id=\"caption-attachment-9820\" class=\"wp-caption-text\">Makine \u00f6\u011frenimi teknolojilerimizin vard\u0131\u011f\u0131 bu sonu\u00e7, en s\u0131k g\u00f6r\u00fclen \u00fc\u00e7 yaz\u0131l\u0131m aras\u0131nda yer al\u0131yor<\/p><\/div>\n<p>\u00a0<\/p>\n<ul>\n<li>En \u00f6nemlisi, mobil \u00fcr\u00fcnlerimiz yapay zekay\u0131 kullanarak t\u00fcm <em>yeni<\/em> Android tehditlerinin yakla\u015f\u0131k %33\u2019\u00fcn\u00fc tespit edebiliyor.<\/li>\n<\/ul>\n<p>Bunu birka\u00e7 farkl\u0131 etmenin birle\u015fimi sayesinde ba\u015far\u0131yoruz. \u00d6ncelikle, 2009\u2019dan beri kulland\u0131\u011f\u0131m\u0131z kapsaml\u0131 bir mobil tehdit veri taban\u0131m\u0131z var. \u0130kincisi, mobil tehdit ara\u015ft\u0131rma ekibimiz bu alanda e\u015fsiz bir uzmanl\u0131\u011f\u0131na sahip. Son olarak, bu teknolojiyi etkili bir \u015fekilde \u00fcr\u00fcnlerimizle birle\u015ftiren makine \u00f6\u011frenimi uzmanlar\u0131ndan olu\u015fan bir ekibimiz var. T\u00fcm bunlar\u00a0<a href=\"https:\/\/www.kaspersky.com.tr\/mobile-security?icid=tr_kdailyplacehold_acq_ona_smm__onl_b2c_kdaily_wpplaceholder_sm-team___kisa____c8090141bf3f79f6\" target=\"_blank\" rel=\"noopener\">mobil g\u00fcvenlik \u00e7\u00f6z\u00fcmlerimizin<\/a> istikrarl\u0131 bir \u015fekilde, hem koruma hem de performans alanlar\u0131nda, <a href=\"https:\/\/www.kaspersky.com.tr\/top3\" target=\"_blank\" rel=\"noopener\">ba\u011f\u0131ms\u0131z testlerde en \u00fcst s\u0131ralarda yer almas\u0131n\u0131<\/a> sa\u011fl\u0131yor.<\/p>\n<p><strong><input type=\"hidden\" class=\"category_for_banner\" value=\"kisa-generic-2\"><\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Y\u0131llard\u0131r, Kaspersky Internet Security for Android \u00fcr\u00fcn\u00fcnde makine \u00f6\u011frenimi kullan\u0131yoruz. \u0130\u015fte bunun nedeni ve bununla ba\u015fard\u0131klar\u0131m\u0131z.<\/p>\n","protected":false},"author":2706,"featured_media":9818,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[995,1285],"tags":[1425,105,542,1610,2443,1581,1872,2444,1424],"class_list":{"0":"post-9817","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-technology","8":"category-products","9":"tag-ai","10":"tag-android","11":"tag-kaspersky-internet-security-for-android","12":"tag-makine-ogrenimi","13":"tag-ml","14":"tag-mobil-dunya-kongresi","15":"tag-mwc","16":"tag-mwc21","17":"tag-yapay-zeka"},"hreflang":[{"hreflang":"tr","url":"https:\/\/www.kaspersky.com.tr\/blog\/mwc21-artificial-intelligence-in-kaspersky-internet-security-for-android\/9817\/"},{"hreflang":"en-in","url":"https:\/\/www.kaspersky.co.in\/blog\/mwc21-artificial-intelligence-in-kaspersky-internet-security-for-android\/23038\/"},{"hreflang":"en-ae","url":"https:\/\/me-en.kaspersky.com\/blog\/mwc21-artificial-intelligence-in-kaspersky-internet-security-for-android\/18520\/"},{"hreflang":"ar","url":"https:\/\/me.kaspersky.com\/blog\/mwc21-artificial-intelligence-in-kaspersky-internet-security-for-android\/9248\/"},{"hreflang":"en-us","url":"https:\/\/usa.kaspersky.com\/blog\/mwc21-artificial-intelligence-in-kaspersky-internet-security-for-android\/24990\/"},{"hreflang":"en-gb","url":"https:\/\/www.kaspersky.co.uk\/blog\/mwc21-artificial-intelligence-in-kaspersky-internet-security-for-android\/22998\/"},{"hreflang":"es-mx","url":"https:\/\/latam.kaspersky.com\/blog\/mwc21-artificial-intelligence-in-kaspersky-internet-security-for-android\/22285\/"},{"hreflang":"es","url":"https:\/\/www.kaspersky.es\/blog\/mwc21-artificial-intelligence-in-kaspersky-internet-security-for-android\/25606\/"},{"hreflang":"it","url":"https:\/\/www.kaspersky.it\/blog\/mwc21-artificial-intelligence-in-kaspersky-internet-security-for-android\/25080\/"},{"hreflang":"ru","url":"https:\/\/www.kaspersky.ru\/blog\/mwc21-artificial-intelligence-in-kaspersky-internet-security-for-android\/31010\/"},{"hreflang":"x-default","url":"https:\/\/www.kaspersky.com\/blog\/mwc21-artificial-intelligence-in-kaspersky-internet-security-for-android\/40526\/"},{"hreflang":"pt-br","url":"https:\/\/www.kaspersky.com.br\/blog\/mwc21-artificial-intelligence-in-kaspersky-internet-security-for-android\/17749\/"},{"hreflang":"pl","url":"https:\/\/plblog.kaspersky.com\/mwc21-artificial-intelligence-in-kaspersky-internet-security-for-android\/15030\/"},{"hreflang":"de","url":"https:\/\/www.kaspersky.de\/blog\/mwc21-artificial-intelligence-in-kaspersky-internet-security-for-android\/27034\/"},{"hreflang":"ja","url":"https:\/\/blog.kaspersky.co.jp\/mwc21-artificial-intelligence-in-kaspersky-internet-security-for-android\/31196\/"},{"hreflang":"nl","url":"https:\/\/www.kaspersky.nl\/blog\/mwc21-artificial-intelligence-in-kaspersky-internet-security-for-android\/27267\/"},{"hreflang":"ru-kz","url":"https:\/\/blog.kaspersky.kz\/mwc21-artificial-intelligence-in-kaspersky-internet-security-for-android\/24079\/"},{"hreflang":"en-au","url":"https:\/\/www.kaspersky.com.au\/blog\/mwc21-artificial-intelligence-in-kaspersky-internet-security-for-android\/29414\/"},{"hreflang":"en-za","url":"https:\/\/www.kaspersky.co.za\/blog\/mwc21-artificial-intelligence-in-kaspersky-internet-security-for-android\/29206\/"}],"acf":[],"banners":"","maintag":{"url":"https:\/\/www.kaspersky.com.tr\/blog\/tag\/android\/","name":"android"},"_links":{"self":[{"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/posts\/9817","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\/2706"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/comments?post=9817"}],"version-history":[{"count":2,"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/posts\/9817\/revisions"}],"predecessor-version":[{"id":9822,"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/posts\/9817\/revisions\/9822"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/media\/9818"}],"wp:attachment":[{"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/media?parent=9817"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/categories?post=9817"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/tags?post=9817"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}