{"id":1838,"date":"2023-04-07T17:19:04","date_gmt":"2023-04-07T17:19:04","guid":{"rendered":"https:\/\/securitybriefing.net\/?p=1689"},"modified":"2023-04-07T17:19:04","modified_gmt":"2023-04-07T17:19:04","slug":"%ea%b8%b0%ec%88%a0-%ec%86%94%eb%a3%a8%ec%85%98-%eb%b0%8f-%eb%aa%a8%eb%8d%b8-%ec%82%ac%ec%9d%b4%eb%b2%84%eb%b3%b4%ec%95%88%ec%97%90-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ec%a0%81%ec%9a%a9","status":"publish","type":"post","link":"https:\/\/securitybriefing.net\/ko\/%ec%82%ac%ec%9d%b4%eb%b2%84-%eb%b3%b4%ec%95%88\/%ea%b8%b0%ec%88%a0-%ec%86%94%eb%a3%a8%ec%85%98-%eb%b0%8f-%eb%aa%a8%eb%8d%b8-%ec%82%ac%ec%9d%b4%eb%b2%84%eb%b3%b4%ec%95%88%ec%97%90-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ec%a0%81%ec%9a%a9\/","title":{"rendered":"\uae30\uc220, \uc194\ub8e8\uc158 \ubc0f \ubaa8\ub378 \uc0ac\uc774\ubc84 \ubcf4\uc548\uc5d0 \uba38\uc2e0 \ub7ec\ub2dd \uc801\uc6a9\ud558\uae30"},"content":{"rendered":"<p>\uc778\uacf5\uc9c0\ub2a5\uc758 \ud558\uc704 \ubd84\uc57c\uc778 \uba38\uc2e0\ub7ec\ub2dd\uc740 \uba85\uc2dc\uc801\uc778 \ud504\ub85c\uadf8\ub798\ubc0d \uc5c6\uc774\ub3c4 \uc2dc\uc2a4\ud15c\uacfc \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc774 \ub3d9\uc801\uc778 \ud658\uacbd\uc5d0\uc11c \ud559\uc2b5\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \uacfc\uac70 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \ud328\ud134\uc744 \uc2dd\ubcc4\ud568\uc73c\ub85c\uc368 \uc6d0\ud558\ub294 \uacb0\uacfc\ub97c \uc5bb\uace0 \uc788\ub294\uc9c0 \ud310\ub2e8\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uba38\uc2e0 \ub7ec\ub2dd\uc758 \uc131\uc7a5\uc740 \ube45\ub370\uc774\ud130\uc758 \ubc1c\uc804, \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc18c\uc2a4, \ub514\ubc14\uc774\uc2a4\uc640 \uc11c\ubc84\uc758 \uc5f0\uc0b0 \ub2a5\ub825 \ud5a5\uc0c1\uc5d0 \ud798\uc785\uc5b4 \uac00\uc18d\ud654\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc0ac\uc774\ubc84 \ubcf4\uc548 \uc601\uc5ed\uc5d0\uc11c\ub294 \uc815\ubcf4\uc758 \ubb34\uacb0\uc131, \uac00\uc6a9\uc131, \uae30\ubc00\uc131\uc5d0 \uc911\uc810\uc744 \ub454 CID \uc0bc\uc704\uc77c\uccb4\uc640 \uac19\uc740 \ubaa8\ub378\uc744 \uc720\uc9c0\ud558\uae30 \uc704\ud55c \uc9c0\uc18d\uc801\uc778 \ub178\ub825\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc0c8\ub85c\uc6b4 \uc0ac\uc774\ubc84 \uc704\ud611\uc5d0 \ub300\uc751\ud558\uace0 \ud0d0\uc9c0 \ubc0f \ubd84\uc11d \uae30\ub2a5\uc744 \uac15\ud654\ud558\ub294 \uac83\uc740 \uc2dc\uc2a4\ud15c, \ucee8\uc124\ud134\ud2b8, \uc5f0\uad6c\uc6d0\uc5d0\uac8c \uc911\uc694\ud55c \uacfc\uc81c\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uacfc\uc81c\ub97c \uc57c\uae30\ud558\ub294 \uc694\uc778\uc73c\ub85c\ub294 \ub2e4\uc591\ud55c \ubcf5\uc7a1\uc131, \ube60\ub974\uac8c \ubc1c\uc804\ud558\ub294 \uae30\uc220, \uc0ac\uc774\ubc84 \ubc94\uc8c4\uc790\uc758 \ub3c5\ucc3d\uc131 \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>2023\ub144\uae4c\uc9c0 \ubaa8\ub4e0 \uae30\uc874 \uc18c\ud504\ud2b8\uc6e8\uc5b4\ub294 \ucde8\uc57d\uc810\uc744 \uc2dd\ubcc4\ud558\uace0 \ubd84\uc11d\ud558\uae30 \uc704\ud574 \uc0ac\ub78c\uc758 \uc785\ub825\uc5d0 \uc758\uc874\ud558\uc5ec \ubcf4\uc548 \uae30\ub2a5\uacfc \uc815\ucc45\uc758 \uc6b0\uc120\uc21c\uc704\ub97c \uc815\ud574\uc57c \ud569\ub2c8\ub2e4. \ud6a8\uacfc\uc801\uc778 \ub3c4\uad6c\ub97c \uac1c\ubc1c\ud558\ub824\uba74 \ucde8\uc57d\uc810\uc744 \ud0d0\uc9c0\ud558\uace0 \ud2b9\uc131\ud654\ud558\uae30 \uc704\ud55c \ud504\ub85c\uc138\uc2a4\uc640 \ud45c\uc900\uc744 \uc218\ub9bd\ud558\ub294 \uac83\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \ub370\uc774\ud130 \uacfc\ud559 \uae30\uc220, \ubaa8\ub378, \uba38\uc2e0 \ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud1b5\ud569\ud558\uba74 \uc774\ub7ec\ud55c \ubd84\uc11d \ud504\ub85c\uc138\uc2a4\uc758 \ud6a8\uc728\uc131\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"importance-of-classifying-malware-for-learning-machine\">\ud559\uc2b5 \uba38\uc2e0\uc744 \uc704\ud55c \uba40\uc6e8\uc5b4 \ubd84\ub958\uc758 \uc911\uc694\uc131<\/h2>\n\n\n<p>2014\ub144\ubd80\ud130 \uc0ac\uc774\ubc84 \ubcf4\uc548 \uc804\ubb38\uac00\ub4e4\uc740 \uc815\uc801 \ubc0f \ub3d9\uc801 \ubd84\uc11d\uc5d0\uc11c \ud30c\uc0dd\ub41c \uae30\ub2a5\uc744 \ud65c\uc6a9\ud558\uc5ec MS Windows\uc6a9 \uba40\uc6e8\uc5b4 \ubd84\ub958 \uc2dc\uc2a4\ud15c\uc744 \ub9cc\ub4dc\ub294 \ubc29\ubc95\uc744 \uc5f0\uad6c\ud574 \uc654\uc2b5\ub2c8\ub2e4. \uc774 \uc5f0\uad6c\uc5d0\ub294 \uba40\ud2f0\ub808\uc774\uc5b4 \ud37c\uc149\ud2b8\ub860\uacfc \uac19\uc740 \ub2e4\uc591\ud55c \ubd84\ub958 \uc54c\uace0\ub9ac\uc998\uc774 \uc0ac\uc6a9\ub418\uc5c8\uc2b5\ub2c8\ub2e4, <a href=\"https:\/\/weka.sourceforge.io\/doc.stable\/weka\/classifiers\/lazy\/IB1.html\" target=\"_blank\" rel=\"noreferrer noopener\">IB1<\/a>, <a href=\"https:\/\/www.ibm.com\/topics\/decision-trees\" target=\"_blank\" rel=\"noreferrer noopener\">\uc758\uc0ac \uacb0\uc815 \ud2b8\ub9ac<\/a>\ubc0f <a href=\"http:\/\/scikit-learn.org\/stable\/modules\/generated\/sklearn.ensemble.RandomForestClassifier.html\" target=\"_blank\" rel=\"noreferrer noopener\">\ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8<\/a>. \ud2b9\ud788 \uc815\uc801 \ubd84\uc11d\uacfc \ub3d9\uc801 \ubd84\uc11d\uc758 \ub370\uc774\ud130\ub97c \uacb0\ud569\ud558\uba74 \ub6f0\uc5b4\ub09c \uacb0\uacfc\ub97c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>2019\ub144 \ud604\uc7ac \uba40\uc6e8\uc5b4 \ud0d0\uc9c0 \ubc0f \uc6f9 \uc0ac\uc774\ubc84 \uacf5\uaca9 \uc608\uce21\uc744 \uc704\ud55c \uc804\ubb38 \uc608\uce21 \ubaa8\ub378\uc744 \ube44\ub86f\ud55c \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc194\ub8e8\uc158 \uac1c\ubc1c\uc5d0 \ub370\uc774\ud130 \uacfc\ud559\uc744 \uc801\uc6a9\ud558\ub294 \uac83\uc774 \uc720\ub9dd\ud55c \uc811\uadfc \ubc29\uc2dd\uc73c\ub85c \ubd80\uc0c1\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>2023\ub144\uae4c\uc9c0 \uc0ac\uc774\ubc84 \ubcf4\uc548\uc740 \uc7a0\uc7ac\uc801\uc778 \ub0b4\ubd80 \ub610\ub294 \uc678\ubd80 \uacf5\uaca9\uc73c\ub85c\ubd80\ud130 \uae30\uc5c5\uacfc \uc870\uc9c1\uc744 \uc704\ud55c \uc815\ubcf4 \ubcf4\ud638 \uba54\ucee4\ub2c8\uc998\uacfc \uae30\uc220 \uc778\ud504\ub77c\ub97c \uac1c\ubc1c\ud558\uace0 \uad6c\ud604\ud558\ub294 \ub370 \uc911\uc810\uc744 \ub454 \ucef4\ud4e8\ud130 \uacfc\ud559 \ubd84\uc57c\ub85c \ubc1c\uc804\ud574 \uc654\uc2b5\ub2c8\ub2e4. 2020\ub144\ubd80\ud130 \uc778\uacf5\uc9c0\ub2a5(AI) \uae30\uc220\uc744 \uc0ac\uc774\ubc84 \ubcf4\uc548\uc5d0 \ud1b5\ud569\ud558\ub294 \ucd94\uc138\uac00 \uc99d\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>2023\ub144, 69%\uc758 \uae30\uc5c5\uc774 <a href=\"https:\/\/eftsure.com\/statistics\/artificial-intelligence-statistics\/\" target=\"_blank\" rel=\"noreferrer noopener\">\uc0ac\uc774\ubc84 \ubcf4\uc548 \uc2dc\uc2a4\ud15c\uc5d0 AI\ub97c \ud1b5\ud569\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud569\ub2c8\ub2e4.<\/a> \uce68\uc785 \ud0d0\uc9c0, \ub124\ud2b8\uc6cc\ud06c \uc704\ud5d8 \ubd84\ub958, \uc0ac\uae30 \ud0d0\uc9c0, \uc0ac\uc6a9\uc790 \ubc0f \ub514\ubc14\uc774\uc2a4 \ud589\ub3d9 \ubd84\uc11d, \uba40\uc6e8\uc5b4 \ud0d0\uc9c0 \ub4f1 5\uac00\uc9c0 \uc8fc\uc694 \uc0ac\uc6a9 \uc0ac\ub840\uc5d0 \uac78\uccd0 \uc788\uc2b5\ub2c8\ub2e4. \ud604\uc7ac AI \uae30\ubc18 \uc0ac\uc774\ubc84 \ubcf4\uc548\uc740 \ub124\ud2b8\uc6cc\ud06c \ubcf4\uc548 75%, \ub370\uc774\ud130 \ubcf4\uc548 71%, \uc5d4\ub4dc\ud3ec\uc778\ud2b8 \ubcf4\uc548 68%, \uc2e0\uc6d0 \ubc0f \uc561\uc138\uc2a4 \ubcf4\uc548 65%, \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ubcf4\uc548 64%, \ud074\ub77c\uc6b0\ub4dc \ubcf4\uc548 59%, IoT \ubcf4\uc548 53% \ub4f1 \ub2e4\uc591\ud55c \uc601\uc5ed\uc5d0\uc11c \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"implementing-machine-learning-models-for-cybersecurity-enhancement\">\uc0ac\uc774\ubc84 \ubcf4\uc548 \uac15\ud654\ub97c \uc704\ud55c \uba38\uc2e0 \ub7ec\ub2dd \ubaa8\ub378 \uad6c\ud604\ud558\uae30<\/h2>\n\n\n<p>\uc0ac\uc774\ubc84 \ubc94\uc8c4\uc758 \ud655\uc0b0\uc774 \uacc4\uc18d \uc99d\uac00\ud568\uc5d0 \ub530\ub77c \ub2e4\uc591\ud55c \ubd84\uc57c\uc758 \uae30\uc5c5\ub4e4\uc740 \uc798\ubabb\ub41c \ubcf4\uc548 \uc778\uc2dd, \ubd80\uc801\uc808\ud55c \uc608\ubc29 \uc815\ucc45\uc774\ub098 \uac00\uc774\ub4dc\ub77c\uc778, \uc0ac\uc774\ubc84 \uacf5\uaca9\uc5d0 \ub300\ud55c \ub300\uc751 \ub2a5\ub825\uc758 \ud55c\uacc4\uc5d0 \ub300\ud574 \uc6b0\ub824\ub97c \ud45c\uba85\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc0ac\uc774\ubc84 \ubcf4\uc548\uc758 \uc778\uacf5\uc9c0\ub2a5(AI) \uc9c0\uc9c0\uc790\ub4e4\uc740 AI\ub97c \ud1b5\ud569\ud558\uba74 \uc0c8\ub85c\uc6b4 \ud328\ub7ec\ub2e4\uc784\uc744 \ub9cc\ub4e4\uc5b4 \uc5d4\ub4dc\ud3ec\uc778\ud2b8\uc758 \ucde8\uc57d\uc131\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \uc904\uc5ec \ub178\ucd9c \uc601\uc5ed\uc744 \uc904\uc77c \uc218 \uc788\ub2e4\uace0 \uc81c\uc548\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>2020\ub144\uc5d0 \ubcf4\uace0\ub41c \uc778\uc2dc\ub358\ud2b8\uc758 70%\ub294 \ub124\ud2b8\uc6cc\ud06c\uc5d0 \uc5f0\uacb0\ub41c \uc5d4\ub4dc\ud3ec\uc778\ud2b8\uc5d0\uc11c \ubc1c\uc0dd\ud588\uc73c\uba70, \uac1c\uc778\uc6a9 \ucef4\ud4e8\ud130\uc640 \uc2a4\ub9c8\ud2b8\ud3f0\uc774 \uac00\uc7a5 \ub9ce\uc774 \uad00\ub828\ub418\uc5b4 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \"\uc778\uacf5 \uc9c0\ub2a5\"\uc774\ub77c\ub294 \uc6a9\uc5b4\uac00 \uc9c0\ub098\uce58\uac8c \ub0a8\uc6a9\ub420 \uc218 \uc788\uc9c0\ub9cc, AI\uc758 \ubc1c\uc804\uc73c\ub85c \uc0c8\ub85c\uc6b4 \uc0ac\uc774\ubc84 \uc704\ud611\uc744 \uc2dd\ubcc4\ud558\ub294 \uc18d\ub3c4\uac00 \ud06c\uac8c \ube68\ub77c\uc9c0\uace0 \uc0ac\uc774\ubc84 \uacf5\uaca9\uc774 \ud655\uc0b0\ub418\uae30 \uc804\uc5d0 \uc120\uc81c\uc801\uc73c\ub85c \ub300\uc751\ud560 \uc218 \uc788\uac8c \ub41c \uac83\uc740 \ubd80\uc778\ud560 \uc218 \uc5c6\ub294 \uc0ac\uc2e4\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ud604\uc7ac \ub9ce\uc740 \uae30\uc5c5\uc774 \uc81c\ud488\uc758 \ubcf4\uc548\uc744 \ubd84\uc11d\ud558\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \ud234\uc744 \ud65c\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub3c4\uad6c \uc911 \uc0dd\uc131\uc801 \uc801\ub300\uc801 \ub124\ud2b8\uc6cc\ud06c(<a href=\"https:\/\/machinelearningmastery.com\/what-are-generative-adversarial-networks-gans\/\" target=\"_blank\" rel=\"noreferrer noopener\">GAN<\/a>)\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \uacb0\ud568\uc744 \uac10\uc9c0\ud558\uace0 \ub354 \uac15\ub825\ud574\uc9c0\ub3c4\ub85d \ud6c8\ub828\ud558\ub294 \ub2a5\ub825\uc774 \ub6f0\uc5b4\ub0a9\ub2c8\ub2e4. GAN\uc740 \uacbd\uc7c1 \uc2e0\uacbd\ub9dd \uc2dc\uc2a4\ud15c\uc73c\ub85c \uad6c\uc131\ub41c \ube44\uc9c0\ub3c4 \uba38\uc2e0\ub7ec\ub2dd\uc744 \uc704\ud574 \uc124\uacc4\ub41c AI \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \ud559\uc2b5\uc744 \uc704\ud55c \uc138 \uac00\uc9c0 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uc18c\uac1c\ud569\ub2c8\ub2e4:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\ub525-\uc719<\/strong>: \ud150\uc11c\ud50c\ub85c\uc6b0 1\ub85c \uac1c\ubc1c\ub41c Deep-Pwing\uc740 \uba38\uc2e0 \ub7ec\ub2dd \ubaa8\ub378\uc744 \uc2e4\ud5d8\ud558\uc5ec \uc7a0\uc7ac\uc801\uc778 \uacf5\uaca9\uc5d0 \ub300\ud55c \ubcf5\uc6d0\ub825\uc744 \ud3c9\uac00\ud560 \uc218 \uc788\ub294 \ud504\ub808\uc784\uc6cc\ud06c\uc785\ub2c8\ub2e4. \ub610\ud55c \uc9c0\uc2dd \uae30\ubc18\uc758 \uc810\uc9c4\uc801\uc778 \ud655\uc7a5\uc744 \uc9c0\uc6d0\ud558\uc5ec \uc7a0\uc7ac\uc801\uc73c\ub85c \uce68\ud22c \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\uace0 \ud2b9\uc815 \uba38\uc2e0 \ub7ec\ub2dd \ubaa8\ub378\uc5d0 \ub300\ud55c \ud1b5\uacc4 \uc5f0\uad6c\ub97c \uac00\ub2a5\ud558\uac8c \ud558\ub294 \ub3c4\uad6c\ub85c \uc804\ud658\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc801\ub300\uc801 \ub77c\uc774\ube0c\ub7ec\ub9ac<\/strong>: \uc774 Python \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \uc7a0\uc7ac\uc801\uc778 \uacf5\uaca9\uc774\ub098 \uce68\uc785\uc5d0 \ub300\ud574 \uba38\uc2e0 \ub7ec\ub2dd \ubd84\ub958\uae30\uc758 \ubcf4\uc548\uc744 \ud3c9\uac00\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. Adversarial Lib\uc744 \uc0ac\uc6a9\ud558\uba74 \uc2a4\ud06c\ub9bd\ud2b8\ub098 \ucf54\ub4dc \uc2a4\ub2c8\ud3ab\uc744 \uc2e4\ud589\ud560 \uc218 \uc788\uc73c\uba70, C++\ub85c \ucd5c\uc801\ud654 \ubc0f \uc7ac\uc791\uc131\ub41c \uad11\ubc94\uc704\ud55c \uba38\uc2e0 \ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \ub610\ud55c \uc0ac\uc6a9\uc790\ub294 \ub204\ub77d\ub41c \uc54c\uace0\ub9ac\uc998\uc744 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc5d0 \uae30\uc5ec\ud560 \uc218 \uc788\uc5b4 \ub354\uc6b1 \ud3ec\uad04\uc801\uc778 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uac04 \ub3d9\ubb3c\uc6d0<\/strong>: \ucc38\uc870 \ud398\uc774\uc9c0 \uc5ed\ud560\uc744 \ud558\ub294 GAN Zoo\ub294 \uc0ac\uc6a9\uc790\uc5d0\uac8c \uba38\uc2e0 \ub7ec\ub2dd \ubaa8\ub378\uc744 \ud6c8\ub828\ud558\uace0 \ud3c9\uac00\ud560 \uc218 \uc788\ub294 \uc218\ub9ce\uc740 GAN\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub300\uaddc\ubaa8 \uac1c\ubc1c\uc790 \ucee4\ubba4\ub2c8\ud2f0\uc758 \uc9c0\uc6d0\uc744 \ubc1b\uc544 \ub9e4\uc8fc \uc0c8\ub85c\uc6b4 \ubb38\uc11c\uac00 GitHub \ub9ac\ud3ec\uc9c0\ud1a0\ub9ac\uc5d0 \ucd94\uac00\ub429\ub2c8\ub2e4. <a href=\"https:\/\/github.com\/hindupuravinash\/the-gan-zoo\" target=\"_blank\" rel=\"noreferrer noopener\">(\uac04 \ub3d9\ubb3c\uc6d0, 2018<\/a>).<\/li>\n<\/ol>\n\n\n\n<p>\uacb0\ub860\uc801\uc73c\ub85c \uba38\uc2e0 \ub7ec\ub2dd\uc740 \ubcf4\uc548 \ubc0f \uce68\ud22c \uce21\uba74\uc5d0\uc11c \uc0c1\ub2f9\ud55c \uc2dc\uac04\uacfc \ub178\ub825\uc744 \uc808\uc57d\ud558\ub294 \uc218\ub9ce\uc740 \ud14c\uc2a4\ud2b8\ub97c \uc2e4\ud589\ud560 \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0 \uc0ac\uc774\ubc84 \ubcf4\uc548 \ubd84\uc57c\uc758 \uc5f0\uad6c\uc790\uc640 \uac1c\ubc1c\uc790\uc5d0\uac8c \ub9e4\uc6b0 \uc720\uc6a9\ud55c \ub3c4\uad6c\uac00 \ub418\uc5c8\uc2b5\ub2c8\ub2e4(Flores Sinani, 2020).<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"utilizing-deep-learning-for-cybersecurity-applications\">\uc0ac\uc774\ubc84 \ubcf4\uc548 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ub525 \ub7ec\ub2dd \ud65c\uc6a9\ud558\uae30<\/h2>\n\n\n<p>\uba38\uc2e0\ub7ec\ub2dd\uc758 \ud558\uc704 \uc9d1\ud569\uc778 \ub525\ub7ec\ub2dd\uc740 \uc785\ub825 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud2b9\uc815 \uacb0\uacfc\ub97c \uc608\uce21\ud558\ub3c4\ub85d \uc778\uacf5\uc9c0\ub2a5(AI)\uc744 \ud6c8\ub828\uc2dc\ud0a4\ub294 \uc790\ub3d9\ud654\ub41c \ud559\uc2b5 \ubc29\uc2dd\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc774 \uae30\ub2a5\uc744 \ud1b5\ud574 AI\ub294 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ucc98\ub9ac\ud558\uace0 \uacb0\ud569\ud558\uc5ec \uacb0\uacfc\ub97c \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ub525 \ub7ec\ub2dd\uc758 \uc8fc\uc694 \uc7a5\uc810 \uc911 \ud558\ub098\ub294 \uc0ac\ub78c\uc758 \uac1c\uc785 \uc5c6\uc774 \uc2e4\uc2dc\uac04\uc73c\ub85c \ud559\uc2b5\ud558\uace0 \uc0c8\ub85c\uc6b4 \ubd84\ub958 \uae30\uc900\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4. \uc0ac\uc774\ubc84 \ubc94\uc8c4\uc790\ub4e4\uc774 \ube60\ub974\uac8c \uc9c4\ud654\ud558\uace0 \uc801\uc751\ud615 \uc0ac\uc774\ubc84 \uc704\ud611\uc744 \ub9cc\ub4e4\uc5b4 \ub0b4\uba74\uc11c \uba40\uc6e8\uc5b4\uc640 \uc628\ub77c\uc778 \uc0ac\uae30\uc5d0 \ub300\uc751\ud558\uae30 \uc704\ud574 \ub525\ub7ec\ub2dd\uc774 \uc810\uc810 \ub354 \ub9ce\uc774 \uc801\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ub525\ub7ec\ub2dd\uc740 \uc0ac\uc774\ubc84 \uc704\ud611\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ud0d0\uc9c0, \ubd84\ub958, \ucc98\ub9ac\ud558\uc5ec \ud6a8\uc728\uc801\uc774\uace0 \uc2e0\uc18d\ud558\uac8c \uc194\ub8e8\uc158\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc0ac\ub78c\uacfc \ubd07\uc744 \uad6c\ubcc4\ud558\ub294 \uc0ac\uc6a9\uc790 \uc2dd\ubcc4 \ubc29\ubc95, \uc0ac\uc774\ubc84 \ubc94\uc8c4\uc790 \uc0ac\uce6d \uc2dc\ub3c4 \ud0d0\uc9c0, \uc6d0\uaca9 \uc704\uce58\uc5d0\uc11c \uc0ac\uc6a9\uc790 \uacc4\uc815\uc5d0 \ub300\ud55c \ubb34\ub2e8 \uc561\uc138\uc2a4 \uc2dd\ubcc4 \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc544\ub798\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \uc804\ubb38\uc73c\ub85c \ud558\ub294 \uba87 \uac00\uc9c0 \ud68c\uc0ac\ub97c \uc18c\uac1c\ud569\ub2c8\ub2e4:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uccb4\ud06c \ud3ec\uc778\ud2b8<\/strong>: \ubc29\ud654\ubcbd \uc804\ubb38 \uae30\uc5c5, <a href=\"https:\/\/finance.yahoo.com\/quote\/CHKP\/\" target=\"_blank\" rel=\"noreferrer noopener\">\uccb4\ud06c \ud3ec\uc778\ud2b8<\/a> \ub294 \uba38\uc2e0 \ub7ec\ub2dd(ML) \uc5d4\uc9c4\uc5d0 \ub300\ud55c \uc9c0\uc18d\uc801\uc778 \uc5c5\ub370\uc774\ud2b8\ub97c \ud1b5\ud574 \ud3ec\uad04\uc801\uc778 \ubcf4\ud638\uc5d0 \uc804\ub150\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc911\uc559 \uc9d1\uc911\uc2dd \uc11c\ube44\uc2a4\uc778 \ucea0\ud398\uc778 \ud5cc\ud305\uc740 \ubaa8\ub4e0 \ub124\ud2b8\uc6cc\ud06c \uc9c0\uc810\uc744 \uc2a4\uce94\ud558\uace0 \uc774\uc0c1 \uc9d5\ud6c4\ub97c \ubd84\uc11d\ud558\uc5ec \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 \ubcf4\ud638 \ud50c\ub7ab\ud3fc\uc744 \uad6c\ucd95\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ud06c\ub77c\uc6b0\ub4dc \uc2a4\ud2b8\ub77c\uc774\ud06c<\/strong>: \uc2ec\uce35\uc801\uc778 \uc0ac\uc6a9\uc790 \ud589\ub3d9 \ubd84\uc11d \ubc0f \ub514\ubc14\uc774\uc2a4 \ubaa8\ub2c8\ud130\ub9c1\uc5d0 \uc911\uc810\uc744 \ub461\ub2c8\ub2e4, <a href=\"https:\/\/www.dell.com\/support\/kbdoc\/en-us\/000126839\/what-is-crowdstrike\" target=\"_blank\" rel=\"noreferrer noopener\">\ud06c\ub77c\uc6b0\ub4dc \uc2a4\ud2b8\ub77c\uc774\ud06c <\/a>\ub294 \ubc14\uc774\ub7ec\uc2a4, \uba40\uc6e8\uc5b4, \uc778\uc99d\uc815\ubcf4 \ub3c4\uc6a9, \ub0b4\ubd80 \uc0ac\uc774\ubc84 \uc704\ud611\uc744 \uc2dd\ubcc4\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubcf4\ud638 \uc811\uadfc \ubc29\uc2dd\uc740 \uc815\uc0c1 \ud65c\ub3d9 \ubaa8\ub378(\uae30\uc900\uc120)\uc744 \uc0dd\uc131\ud558\ub294 \uba38\uc2e0 \ub7ec\ub2dd \uae30\uc220\uc744 \uae30\ubc18\uc73c\ub85c \ud558\uba70, \uc774\ub97c \ud1b5\ud574 \uc2e4\uc2dc\uac04\uc73c\ub85c \ud3b8\ucc28\ub97c \uac10\uc9c0\ud558\uace0 \uc608\ubc29 \uc870\uce58\ub97c \uc6a9\uc774\ud558\uac8c \ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ub2e4\ud06c\ud2b8\ub808\uc774\uc2a4<\/strong>: \uae30\uc900\uc120\uc744 \uc124\uc815\ud558\ub294 \ud50c\ub7ab\ud3fc\uc744 \ud1b5\ud574 \ub2e4\ud06c\ud2b8\ub808\uc774\uc2a4\ub294 \uc8fc\ub85c WAN, LAN, WiFi \ub124\ud2b8\uc6cc\ud06c\uc758 \uce68\uc785\uc744 \ubc29\uc9c0\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud569\ub2c8\ub2e4. \uba38\uc2e0 \ub7ec\ub2dd \uba54\ucee4\ub2c8\uc998\uc740 \uc0ac\ub78c\uc758 \uac1c\uc785 \uc5c6\uc774 \ubaa8\ub378\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \uac1c\uc120\ud558\uc5ec \ud074\ub77c\uc774\uc5b8\ud2b8 \uc694\uad6c \uc0ac\ud56d\uc5d0 \ub9de\uac8c \uc870\uc815\ud558\uace0 \ubc29\uc5b4 \uae30\ub2a5\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \uac1c\uc120\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uae4a\uc740 \ubcf8\ub2a5<\/strong>: \ucd5c\uc885 \uc0ac\uc6a9\uc790 \ub514\ubc14\uc774\uc2a4\ub97c \ubcf4\ud638\ud558\uae30 \uc704\ud55c \ub525 \ub7ec\ub2dd \ud50c\ub7ab\ud3fc\uc744 \uac1c\ubc1c\ud558\uae30 \uc704\ud574 \uc124\ub9bd\ub41c Deep Instinct\uc758 \uc8fc\uc694 \ubaa9\ud45c\ub294 \ucd5c\uc885 \ub514\ubc14\uc774\uc2a4\uc5d0 \ub300\ud55c \uc0ac\uc774\ubc84 \uc704\ud611\uc5d0 \uc9c1\uba74\ud588\uc744 \ub54c \ubc18\uc751 \uc2dc\uac04\uc744 20\ubc00\ub9ac\ucd08 \ubbf8\ub9cc\uc73c\ub85c \ub2e8\ucd95\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. 5\ub144\uac04\uc758 \uc2e0\uacbd\ub9dd \ud6c8\ub828 \ub05d\uc5d0 \ub525 \uc778\uc2a4\ud305\ud2b8\ub294 \uc774\uc81c \ub2e4\uc591\ud55c \ub514\ubc14\uc774\uc2a4 \uc720\ud615\uc5d0 \ubc30\ud3ec \uac00\ub2a5\ud55c \uc5d0\uc774\uc804\ud2b8\ub97c \uc81c\uacf5\ud558\uba70 \ub525 \ub7ec\ub2dd \uae30\uc220\uc758 \uad11\ubc94\uc704\ud55c \uc7a0\uc7ac\ub825\uc744 \ubcf4\uc5ec\uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n<h2 class=\"wp-block-heading\" id=\"enhancing-cybersecurity-in-business-settings-with-machine-learning-applications\">\uba38\uc2e0 \ub7ec\ub2dd \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc73c\ub85c \ube44\uc988\ub2c8\uc2a4 \ud658\uacbd\uc758 \uc0ac\uc774\ubc84 \ubcf4\uc548 \uac15\ud654<\/h2>\n\n\n<p>\uc790\ub3d9\ud654\ub97c \ud1b5\ud574 \uc0ac\uc774\ubc84 \ubcf4\uc548\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \uc624\ud0d0\uc758 \uc218\ub97c \ud06c\uac8c \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubd84\uc11d\uac00\ub294 \uc740\ud589\uc758 \uaddc\ubaa8\uc5d0 \ub530\ub77c \ub9e4\uc77c 20~30\uac74\uc758 \uc624\ud0d0 \uacbd\uace0\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc54c\ub9bc\uc744 \uac80\ud1a0\ud560 \ub9ac\uc18c\uc2a4\uac00 \uc81c\ud55c\ub418\uc5b4 \uc788\ub2e4\uba74 \ub2e4\ub978 \uc804\ub7b5\uc744 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4. \uae08\uc735 \ubd80\ubb38\uc5d0\uc11c\ub294 \uc0ac\uae30 \ud0d0\uc9c0\ub97c \uc704\ud574 \uba38\uc2e0 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 Visa\ub294 \uc0ac\uae30 \ud0d0\uc9c0 \uae30\uc220\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \uac1c\uc120\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4, <a href=\"https:\/\/venturebeat.com\/ai\/visa-on-using-advanced-ai-such-as-unsupervised-learning-to-fight-fraud\/\" target=\"_blank\" rel=\"noreferrer noopener\">\ud655\uc7a5 \uac00\ub2a5\ud55c \uba38\uc2e0 \ub7ec\ub2dd \ubaa8\ub378\uacfc \ub525 \ub7ec\ub2dd \uac15\uc870<\/a>. \uc774\ub7ec\ud55c \uc811\uadfc \ubc29\uc2dd\uc744 \ud1b5\ud574 \ub354 \ub113\uc740 \ub370\uc774\ud130 \ubc94\uc704\ub97c \uc0ac\uc6a9\ud558\uace0 \ub2e4\uc591\ud55c \uc0c1\ud669\uc5d0\uc11c \ucd94\ub860\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c \uc2e4\uc2dc\uac04 \uc608\uce21 \ubd84\uc11d\uacfc \uac19\uc740 \ub2e4\ub978 \uae30\uc220\uc744 \ud1b5\ud569\ud558\ub294 \ub370 \uc911\uc810\uc744 \ub461\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc0ac\uc774\ubc84 \ubcf4\uc548\uc5d0\uc11c\ub294 \uba40\uc6e8\uc5b4 \ubd84\uc11d, \uce68\uc785 \ud0d0\uc9c0 \ubc0f \uc608\ubc29\uc744 \uc704\ud574 \uac15\ub825\ud55c \uba38\uc2e0 \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc774 \ud65c\uc6a9\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc54c\uace0\ub9ac\uc998\uc740 \uc0ac\uc774\ubc84 \uacf5\uaca9\uc744 \uc608\uce21\ud558\uace0 \uc190\uc0c1\ub41c \ud30c\uc77c\uc774\ub098 \ud504\ub85c\uadf8\ub7a8\uc5d0 \ub300\ud55c \uc561\uc138\uc2a4\ub97c \uc81c\ud55c\ud558\uae30 \uc704\ud574 \uac1c\ubc1c\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ub4dc\ub860\uacfc \uad00\ub828\ud558\uc5ec \uc0ac\uc774\ubc84 \ubcf4\uc548\ub3c4 \ubc1c\uc804\ud588\uc2b5\ub2c8\ub2e4. \ub4dc\ub860\uc740 \ub2e4\uc74c\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <a href=\"https:\/\/www.thinkcurity.com\/articles\/using-drones-for-remote-surveillance\" target=\"_blank\" rel=\"noreferrer noopener\">\ub113\uc740 \uc9c0\uc5ed\uc5d0 \ub300\ud55c \uc601\uc0c1 \uac10\uc2dc \ubc94\uc704 \ud655\uc7a5<\/a>\uacf5\uc6d0, \ub18d\uacbd\uc9c0, \uc0b0\uc5c5 \ucc3d\uace0 \ub4f1 \ub2e4\uc591\ud55c \uc7a5\uc18c\uc5d0\uc11c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub4dc\ub860\uc740 \uc77c\uc0c1\uc801\uc778 \uc790\ub3d9 \uac80\uc0ac\ub97c \uc218\ud589\ud558\uac70\ub098 \uc218\ub3d9\uc73c\ub85c \uc870\uc885\ud560 \uc218 \uc788\ub294 \ub2e4\ubaa9\uc801 \ucc28\ub7c9\uc785\ub2c8\ub2e4. \ub4dc\ub860\uc740 \uc5bc\uad74 \uc778\uc2dd \uc791\uc5c5\uacfc \uce68\uc785\uc790 \uac10\uc9c0 \ubc0f \uc704\uce58 \ud30c\uc545\uc744 \uc704\ud574 \uad6c\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub4dc\ub860\uc740 \uace0\uc815\ub41c \uc2dc\uc2a4\ud15c\uc774 \uc544\ub2c8\uae30 \ub54c\ubb38\uc5d0 \ud68c\ud53c\ud558\uac70\ub098 \ud30c\uad34\ud558\uae30\uac00 \ub354 \uc5b4\ub835\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"conclusion\">\uacb0\ub860\uc801\uc73c\ub85c<\/h2>\n\n\n<p>\uac1c\uc778 \ubc0f \ube44\uc988\ub2c8\uc2a4 \uc0ac\uc774\ubc84 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