{"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":"ky-thuat-giai-phap-va-mo-hinh-ung-dung-machine-learning-trong-an-ninh-mang","status":"publish","type":"post","link":"https:\/\/securitybriefing.net\/vi\/an-ninh-mang\/ky-thuat-giai-phap-va-mo-hinh-ung-dung-machine-learning-trong-an-ninh-mang\/","title":{"rendered":"K\u1ef9 thu\u1eadt, Gi\u1ea3i ph\u00e1p v\u00e0 M\u00f4 h\u00ecnh: \u00c1p d\u1ee5ng H\u1ecdc m\u00e1y v\u00e0o An ninh m\u1ea1ng"},"content":{"rendered":"<p>H\u1ecdc m\u00e1y, m\u1ed9t l\u0129nh v\u1ef1c con c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, cho ph\u00e9p c\u00e1c h\u1ec7 th\u1ed1ng v\u00e0 \u1ee9ng d\u1ee5ng h\u1ecdc trong m\u00f4i tr\u01b0\u1eddng \u0111\u1ed9ng m\u00e0 kh\u00f4ng c\u1ea7n l\u1eadp tr\u00ecnh r\u00f5 r\u00e0ng. B\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1ecbch s\u1eed v\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu, c\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh xem ch\u00fang c\u00f3 \u0111\u1ea1t \u0111\u01b0\u1ee3c k\u1ebft qu\u1ea3 mong mu\u1ed1n hay kh\u00f4ng. S\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a H\u1ecdc m\u00e1y \u0111\u01b0\u1ee3c th\u00fac \u0111\u1ea9y b\u1edfi nh\u1eefng ti\u1ebfn b\u1ed9 trong D\u1eef li\u1ec7u l\u1edbn, c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u \u0111a d\u1ea1ng v\u00e0 s\u1ee9c m\u1ea1nh t\u00ednh to\u00e1n ng\u00e0y c\u00e0ng t\u0103ng c\u1ee7a c\u00e1c thi\u1ebft b\u1ecb v\u00e0 m\u00e1y ch\u1ee7.<\/p>\n\n\n\n<p>Trong l\u0129nh v\u1ef1c an ninh m\u1ea1ng, c\u1ea7n c\u00f3 nh\u1eefng n\u1ed7 l\u1ef1c li\u00ean t\u1ee5c \u0111\u1ec3 duy tr\u00ec c\u00e1c m\u00f4 h\u00ecnh nh\u01b0 b\u1ed9 ba CID, t\u1eadp trung v\u00e0o t\u00ednh to\u00e0n v\u1eb9n, t\u00ednh kh\u1ea3 d\u1ee5ng v\u00e0 t\u00ednh b\u1ea3o m\u1eadt c\u1ee7a th\u00f4ng tin. Vi\u1ec7c gi\u1ea3i quy\u1ebft c\u00e1c m\u1ed1i \u0111e d\u1ecda m\u1ea1ng m\u1edbi v\u00e0 t\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng ph\u00e1t hi\u1ec7n v\u00e0 ph\u00e2n t\u00edch \u0111\u1eb7t ra nh\u1eefng th\u00e1ch th\u1ee9c \u0111\u00e1ng k\u1ec3 cho c\u00e1c h\u1ec7 th\u1ed1ng, chuy\u00ean gia t\u01b0 v\u1ea5n v\u00e0 nh\u00e0 nghi\u00ean c\u1ee9u. C\u00e1c y\u1ebfu t\u1ed1 g\u00f3p ph\u1ea7n v\u00e0o nh\u1eefng th\u00e1ch th\u1ee9c n\u00e0y bao g\u1ed3m s\u1ef1 ph\u1ee9c t\u1ea1p thay \u0111\u1ed5i, c\u00f4ng ngh\u1ec7 ti\u1ebfn b\u1ed9 nhanh ch\u00f3ng v\u00e0 s\u1ef1 kh\u00e9o l\u00e9o c\u1ee7a t\u1ed9i ph\u1ea1m m\u1ea1ng.<\/p>\n\n\n\n<p>\u0110\u1ebfn n\u0103m 2023, t\u1ea5t c\u1ea3 c\u00e1c ph\u1ea7n m\u1ec1m th\u00f4ng th\u01b0\u1eddng \u0111\u1ec1u ph\u1ea3i \u01b0u ti\u00ean c\u00e1c t\u00ednh n\u0103ng v\u00e0 ch\u00ednh s\u00e1ch b\u1ea3o m\u1eadt, d\u1ef1a v\u00e0o \u0111\u1ea7u v\u00e0o c\u1ee7a con ng\u01b0\u1eddi \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh v\u00e0 ph\u00e2n t\u00edch c\u00e1c l\u1ed7 h\u1ed5ng. Vi\u1ec7c thi\u1ebft l\u1eadp c\u00e1c quy tr\u00ecnh v\u00e0 ti\u00eau chu\u1ea9n \u0111\u1ec3 ph\u00e1t hi\u1ec7n v\u00e0 m\u00f4 t\u1ea3 c\u00e1c l\u1ed7 h\u1ed5ng l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ec3 ph\u00e1t tri\u1ec3n c\u00e1c c\u00f4ng c\u1ee5 hi\u1ec7u qu\u1ea3. Vi\u1ec7c t\u00edch h\u1ee3p c\u00e1c k\u1ef9 thu\u1eadt khoa h\u1ecdc d\u1eef li\u1ec7u, m\u00f4 h\u00ecnh v\u00e0 thu\u1eadt to\u00e1n H\u1ecdc m\u00e1y c\u00f3 th\u1ec3 n\u00e2ng cao \u0111\u00e1ng k\u1ec3 hi\u1ec7u qu\u1ea3 c\u1ee7a c\u00e1c quy tr\u00ecnh ph\u00e2n t\u00edch n\u00e0y.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"importance-of-classifying-malware-for-learning-machine\">T\u1ea7m quan tr\u1ecdng c\u1ee7a vi\u1ec7c ph\u00e2n lo\u1ea1i ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i cho m\u00e1y h\u1ecdc<\/h2>\n\n\n<p>T\u1eeb n\u0103m 2014 tr\u1edf \u0111i, c\u00e1c chuy\u00ean gia an ninh m\u1ea1ng \u0111\u00e3 kh\u00e1m ph\u00e1 vi\u1ec7c t\u1ea1o ra m\u1ed9t h\u1ec7 th\u1ed1ng ph\u00e2n lo\u1ea1i ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i cho MS Windows, s\u1eed d\u1ee5ng c\u00e1c t\u00ednh n\u0103ng c\u00f3 ngu\u1ed3n g\u1ed1c t\u1eeb ph\u00e2n t\u00edch t\u0129nh v\u00e0 \u0111\u1ed9ng. Nghi\u00ean c\u1ee9u n\u00e0y s\u1eed d\u1ee5ng nhi\u1ec1u thu\u1eadt to\u00e1n ph\u00e2n lo\u1ea1i kh\u00e1c nhau nh\u01b0 MultiLayer Perceptron, <a href=\"https:\/\/weka.sourceforge.io\/doc.stable\/weka\/classifiers\/lazy\/IB1.html\" target=\"_blank\" rel=\"noreferrer noopener\">Ti\u1ebfng Vi\u1ec7t:<\/a>, <a href=\"https:\/\/www.ibm.com\/topics\/decision-trees\" target=\"_blank\" rel=\"noreferrer noopener\">C\u00e2y quy\u1ebft \u0111\u1ecbnh<\/a>, V\u00e0 <a href=\"http:\/\/scikit-learn.org\/stable\/modules\/generated\/sklearn.ensemble.RandomForestClassifier.html\" target=\"_blank\" rel=\"noreferrer noopener\">R\u1eebng ng\u1eabu nhi\u00ean<\/a>. \u0110\u00e1ng ch\u00fa \u00fd, c\u00f3 th\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c k\u1ebft qu\u1ea3 n\u1ed5i b\u1eadt b\u1eb1ng c\u00e1ch k\u1ebft h\u1ee3p d\u1eef li\u1ec7u t\u1eeb c\u1ea3 ph\u00e2n t\u00edch t\u0129nh v\u00e0 ph\u00e2n t\u00edch \u0111\u1ed9ng.<\/p>\n\n\n\n<p>T\u00ednh \u0111\u1ebfn n\u0103m 2019, vi\u1ec7c \u1ee9ng d\u1ee5ng khoa h\u1ecdc d\u1eef li\u1ec7u v\u00e0o vi\u1ec7c ph\u00e1t tri\u1ec3n c\u00e1c gi\u1ea3i ph\u00e1p ph\u1ea7n m\u1ec1m, bao g\u1ed3m c\u00e1c m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n chuy\u00ean bi\u1ec7t \u0111\u1ec3 ph\u00e1t hi\u1ec7n ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i v\u00e0 d\u1ef1 \u0111o\u00e1n t\u1ea5n c\u00f4ng m\u1ea1ng v\u00e0o web, \u0111\u00e3 n\u1ed5i l\u00ean nh\u01b0 m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn \u0111\u1ea7y h\u1ee9a h\u1eb9n.<\/p>\n\n\n\n<p>\u0110\u1ebfn n\u0103m 2023, an ninh m\u1ea1ng \u0111\u00e3 ph\u00e1t tri\u1ec3n th\u00e0nh m\u1ed9t ng\u00e0nh khoa h\u1ecdc m\u00e1y t\u00ednh t\u1eadp trung v\u00e0o vi\u1ec7c ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai c\u00e1c c\u01a1 ch\u1ebf b\u1ea3o v\u1ec7 th\u00f4ng tin v\u00e0 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng c\u00f4ng ngh\u1ec7 cho c\u00e1c c\u00f4ng ty v\u00e0 t\u1ed5 ch\u1ee9c ch\u1ed1ng l\u1ea1i c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng ti\u1ec1m \u1ea9n b\u00ean trong ho\u1eb7c b\u00ean ngo\u00e0i. T\u1eeb n\u0103m 2020, \u0111\u00e3 c\u00f3 xu h\u01b0\u1edbng ng\u00e0y c\u00e0ng t\u0103ng trong vi\u1ec7c t\u00edch h\u1ee3p c\u00e1c c\u00f4ng ngh\u1ec7 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) v\u00e0o an ninh m\u1ea1ng.<\/p>\n\n\n\n<p>N\u0103m 2023, 69% c\u1ee7a c\u00e1c c\u00f4ng ty <a href=\"https:\/\/eftsure.com\/statistics\/artificial-intelligence-statistics\/\" target=\"_blank\" rel=\"noreferrer noopener\">nh\u1eb1m m\u1ee5c \u0111\u00edch \u0111\u01b0a AI v\u00e0o h\u1ec7 th\u1ed1ng an ninh m\u1ea1ng c\u1ee7a h\u1ecd<\/a> tr\u00ean n\u0103m tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng ch\u00ednh: ph\u00e1t hi\u1ec7n x\u00e2m nh\u1eadp, ph\u00e2n lo\u1ea1i r\u1ee7i ro m\u1ea1ng, ph\u00e1t hi\u1ec7n gian l\u1eadn, ph\u00e2n t\u00edch h\u00e0nh vi c\u1ee7a ng\u01b0\u1eddi d\u00f9ng v\u00e0 thi\u1ebft b\u1ecb v\u00e0 ph\u00e1t hi\u1ec7n ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i. An ninh m\u1ea1ng do AI th\u00fac \u0111\u1ea9y hi\u1ec7n \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong nhi\u1ec1u l\u0129nh v\u1ef1c, bao g\u1ed3m 75% trong B\u1ea3o m\u1eadt m\u1ea1ng, 71% trong B\u1ea3o m\u1eadt d\u1eef li\u1ec7u, 68% trong B\u1ea3o m\u1eadt \u0111i\u1ec3m cu\u1ed1i, 65% trong B\u1ea3o m\u1eadt danh t\u00ednh v\u00e0 truy c\u1eadp, 64% trong B\u1ea3o m\u1eadt \u1ee9ng d\u1ee5ng, 59% trong B\u1ea3o m\u1eadt \u0111\u00e1m m\u00e2y v\u00e0 53% trong B\u1ea3o m\u1eadt IoT.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"implementing-machine-learning-models-for-cybersecurity-enhancement\">Tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y \u0111\u1ec3 n\u00e2ng cao an ninh m\u1ea1ng<\/h2>\n\n\n<p>Khi t\u00ecnh tr\u1ea1ng t\u1ed9i ph\u1ea1m m\u1ea1ng ti\u1ebfp t\u1ee5c gia t\u0103ng, c\u00e1c doanh nghi\u1ec7p trong nhi\u1ec1u l\u0129nh v\u1ef1c b\u00e0y t\u1ecf lo ng\u1ea1i v\u1ec1 nh\u1eadn th\u1ee9c sai l\u1ec7ch v\u1ec1 an ninh, ch\u00ednh s\u00e1ch ho\u1eb7c h\u01b0\u1edbng d\u1eabn ph\u00f2ng ng\u1eeba kh\u00f4ng \u0111\u1ea7y \u0111\u1ee7 v\u00e0 kh\u1ea3 n\u0103ng ph\u1ea3n \u1ee9ng h\u1ea1n ch\u1ebf tr\u01b0\u1edbc c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng m\u1ea1ng. Nh\u1eefng ng\u01b0\u1eddi \u1ee7ng h\u1ed9 Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) trong an ninh m\u1ea1ng cho r\u1eb1ng vi\u1ec7c t\u00edch h\u1ee3p AI c\u00f3 th\u1ec3 t\u1ea1o ra m\u1ed9t m\u00f4 h\u00ecnh m\u1edbi, gi\u00fap gi\u1ea3m hi\u1ec7u qu\u1ea3 c\u00e1c l\u1ed7 h\u1ed5ng \u1edf \u0111i\u1ec3m cu\u1ed1i v\u00e0 do \u0111\u00f3 gi\u1ea3m di\u1ec7n t\u00edch ti\u1ebfp x\u00fac.<\/p>\n\n\n\n<p>N\u0103m 2020, 70% s\u1ef1 c\u1ed1 \u0111\u01b0\u1ee3c b\u00e1o c\u00e1o c\u00f3 ngu\u1ed3n g\u1ed1c t\u1eeb c\u00e1c \u0111i\u1ec3m cu\u1ed1i \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i m\u1ea1ng, trong \u0111\u00f3 m\u00e1y t\u00ednh c\u00e1 nh\u00e2n v\u00e0 \u0111i\u1ec7n tho\u1ea1i th\u00f4ng minh l\u00e0 nh\u1eefng thi\u1ebft b\u1ecb c\u00f3 li\u00ean quan nhi\u1ec1u nh\u1ea5t. M\u1eb7c d\u00f9 thu\u1eadt ng\u1eef \u201cTr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o\u201d c\u00f3 th\u1ec3 b\u1ecb l\u1ea1m d\u1ee5ng, nh\u01b0ng kh\u00f4ng th\u1ec3 ph\u1ee7 nh\u1eadn r\u1eb1ng nh\u1eefng ti\u1ebfn b\u1ed9 c\u1ee7a AI c\u00f3 th\u1ec3 t\u0103ng t\u1ed1c \u0111\u00e1ng k\u1ec3 vi\u1ec7c x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1ed1i \u0111e d\u1ecda m\u1ea1ng m\u1edbi v\u00e0 cho ph\u00e9p ph\u1ea3n \u1ee9ng ch\u1ee7 \u0111\u1ed9ng \u0111\u1ec3 ng\u0103n ch\u1eb7n c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng m\u1ea1ng tr\u01b0\u1edbc khi ch\u00fang lan r\u1ed9ng.<\/p>\n\n\n\n<p>Nhi\u1ec1u c\u00f4ng ty hi\u1ec7n nay s\u1eed d\u1ee5ng nhi\u1ec1u c\u00f4ng c\u1ee5 kh\u00e1c nhau \u0111\u1ec3 ph\u00e2n t\u00edch b\u1ea3o m\u1eadt s\u1ea3n ph\u1ea9m c\u1ee7a h\u1ecd. Trong s\u1ed1 c\u00e1c c\u00f4ng c\u1ee5 n\u00e0y, M\u1ea1ng \u0111\u1ed1i kh\u00e1ng t\u1ea1o sinh (<a href=\"https:\/\/machinelearningmastery.com\/what-are-generative-adversarial-networks-gans\/\" target=\"_blank\" rel=\"noreferrer noopener\">GAN<\/a>) n\u1ed5i b\u1eadt v\u1edbi kh\u1ea3 n\u0103ng ph\u00e1t hi\u1ec7n l\u1ed7i trong c\u00e1c m\u00f4 h\u00ecnh Machine Learning v\u00e0 \u0111\u00e0o t\u1ea1o ch\u00fang \u0111\u1ec3 tr\u1edf n\u00ean m\u1ea1nh m\u1ebd h\u01a1n. GAN l\u00e0 thu\u1eadt to\u00e1n AI \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf cho machine learning kh\u00f4ng gi\u00e1m s\u00e1t, bao g\u1ed3m c\u00e1c h\u1ec7 th\u1ed1ng m\u1ea1ng n\u01a1-ron c\u1ea1nh tranh. Ch\u00fang t\u00f4i tr\u00ecnh b\u00e0y ba khu\u00f4n kh\u1ed5 \u0111\u1ec3 \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh Machine Learning:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>C\u00e1nh s\u00e2u<\/strong>: \u0110\u01b0\u1ee3c ph\u00e1t tri\u1ec3n trong TensorFlow 1, Deep-Pwing l\u00e0 m\u1ed9t khu\u00f4n kh\u1ed5 cho ph\u00e9p th\u1eed nghi\u1ec7m c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 kh\u1ea3 n\u0103ng ph\u1ee5c h\u1ed3i c\u1ee7a ch\u00fang tr\u01b0\u1edbc c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng ti\u1ec1m \u1ea9n. N\u00f3 c\u0169ng h\u1ed7 tr\u1ee3 vi\u1ec7c m\u1edf r\u1ed9ng d\u1ea7n d\u1ea7n c\u01a1 s\u1edf ki\u1ebfn th\u1ee9c c\u1ee7a ch\u00fang, c\u00f3 kh\u1ea3 n\u0103ng bi\u1ebfn n\u00f3 th\u00e0nh m\u1ed9t c\u00f4ng c\u1ee5 \u0111\u1ec3 ti\u1ebfn h\u00e0nh c\u00e1c cu\u1ed9c th\u1eed nghi\u1ec7m th\u00e2m nh\u1eadp v\u00e0 cho ph\u00e9p c\u00e1c nghi\u00ean c\u1ee9u th\u1ed1ng k\u00ea v\u1ec1 c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y c\u1ee5 th\u1ec3.<\/li>\n\n\n\n<li><strong>Th\u01b0 vi\u1ec7n \u0111\u1ed1i kh\u00e1ng<\/strong>: Th\u01b0 vi\u1ec7n Python n\u00e0y \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 t\u00ednh b\u1ea3o m\u1eadt c\u1ee7a c\u00e1c b\u1ed9 ph\u00e2n lo\u1ea1i h\u1ecdc m\u00e1y ch\u1ed1ng l\u1ea1i c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng ho\u1eb7c x\u00e2m nh\u1eadp ti\u1ec1m \u1ea9n. Adversarial Lib cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng kh\u1edfi ch\u1ea1y m\u1ed9t t\u1eadp l\u1ec7nh ho\u1eb7c \u0111o\u1ea1n m\u00e3 v\u00e0 h\u1ed7 tr\u1ee3 nhi\u1ec1u thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a v\u00e0 vi\u1ebft l\u1ea1i b\u1eb1ng C++. Ngo\u00e0i ra, ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 \u0111\u00f3ng g\u00f3p b\u1ea5t k\u1ef3 thu\u1eadt to\u00e1n n\u00e0o c\u00f2n thi\u1ebfu v\u00e0o th\u01b0 vi\u1ec7n, gi\u00fap th\u01b0 vi\u1ec7n ng\u00e0y c\u00e0ng to\u00e0n di\u1ec7n h\u01a1n.<\/li>\n\n\n\n<li><strong>V\u01b0\u1eddn th\u00fa GAN<\/strong>: L\u00e0 trang tham kh\u1ea3o, GAN Zoo cung c\u1ea5p cho ng\u01b0\u1eddi d\u00f9ng nhi\u1ec1u GAN \u0111\u1ec3 \u0111\u00e0o t\u1ea1o v\u00e0 \u0111\u00e1nh gi\u00e1 c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y. \u0110\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi m\u1ed9t c\u1ed9ng \u0111\u1ed3ng l\u1edbn c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n, c\u00e1c b\u00e0i b\u00e1o m\u1edbi \u0111\u01b0\u1ee3c th\u00eam v\u00e0o kho l\u01b0u tr\u1eef GitHub c\u1ee7a n\u00f3 m\u1ed7i tu\u1ea7n <a href=\"https:\/\/github.com\/hindupuravinash\/the-gan-zoo\" target=\"_blank\" rel=\"noreferrer noopener\">(V\u01b0\u1eddn th\u00fa GAN, 2018<\/a>).<\/li>\n<\/ol>\n\n\n\n<p>T\u00f3m l\u1ea1i, m\u00e1y h\u1ecdc \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t c\u00f4ng c\u1ee5 v\u00f4 gi\u00e1 \u0111\u1ed1i v\u1edbi c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u v\u00e0 nh\u00e0 ph\u00e1t tri\u1ec3n trong l\u0129nh v\u1ef1c an ninh m\u1ea1ng v\u00ec n\u00f3 cho ph\u00e9p th\u1ef1c hi\u1ec7n nhi\u1ec1u th\u1eed nghi\u1ec7m gi\u00fap ti\u1ebft ki\u1ec7m \u0111\u00e1ng k\u1ec3 th\u1eddi gian v\u00e0 c\u00f4ng s\u1ee9c v\u1ec1 m\u1eb7t b\u1ea3o m\u1eadt v\u00e0 th\u00e2m nh\u1eadp (Flores Sinani, 2020).<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"utilizing-deep-learning-for-cybersecurity-applications\">S\u1eed d\u1ee5ng Deep Learning cho c\u00e1c \u1ee9ng d\u1ee5ng an ninh m\u1ea1ng<\/h2>\n\n\n<p>H\u1ecdc s\u00e2u, m\u1ed9t t\u1eadp h\u1ee3p con c\u1ee7a H\u1ecdc m\u00e1y, s\u1eed d\u1ee5ng ph\u01b0\u01a1ng ph\u00e1p h\u1ecdc t\u1ef1 \u0111\u1ed9ng \u0111\u00e0o t\u1ea1o Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n c\u00e1c \u0111\u1ea7u ra c\u1ee5 th\u1ec3 d\u1ef1a tr\u00ean d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o. Kh\u1ea3 n\u0103ng n\u00e0y cho ph\u00e9p AI d\u1ef1 b\u00e1o k\u1ebft qu\u1ea3 b\u1eb1ng c\u00e1ch x\u1eed l\u00fd v\u00e0 k\u1ebft h\u1ee3p c\u00e1c t\u1eadp d\u1eef li\u1ec7u.<\/p>\n\n\n\n<p>M\u1ed9t trong nh\u1eefng l\u1ee3i th\u1ebf ch\u00ednh c\u1ee7a Deep Learning l\u00e0 kh\u1ea3 n\u0103ng h\u1ecdc theo th\u1eddi gian th\u1ef1c v\u00e0 ph\u00e1t tri\u1ec3n c\u00e1c ti\u00eau ch\u00ed ph\u00e2n lo\u1ea1i m\u1edbi m\u00e0 kh\u00f4ng c\u1ea7n s\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi. Khi t\u1ed9i ph\u1ea1m m\u1ea1ng nhanh ch\u00f3ng ph\u00e1t tri\u1ec3n v\u00e0 t\u1ea1o ra c\u00e1c m\u1ed1i \u0111e d\u1ecda m\u1ea1ng th\u00edch \u1ee9ng, Deep Learning ng\u00e0y c\u00e0ng \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng \u0111\u1ec3 ch\u1ed1ng l\u1ea1i ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i v\u00e0 gian l\u1eadn tr\u1ef1c tuy\u1ebfn.<\/p>\n\n\n\n<p>H\u1ecdc s\u00e2u c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n, ph\u00e2n lo\u1ea1i v\u00e0 gi\u1ea3i quy\u1ebft c\u00e1c m\u1ed1i \u0111e d\u1ecda m\u1ea1ng m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3, t\u1ea1o ra c\u00e1c gi\u1ea3i ph\u00e1p hi\u1ec7u qu\u1ea3 v\u00e0 nhanh ch\u00f3ng. C\u00e1c \u1ee9ng d\u1ee5ng r\u1ed9ng l\u1edbn c\u1ee7a n\u00f3 bao g\u1ed3m c\u00e1c ph\u01b0\u01a1ng ph\u00e1p nh\u1eadn d\u1ea1ng ng\u01b0\u1eddi d\u00f9ng \u0111\u1ec3 ph\u00e2n bi\u1ec7t gi\u1eefa con ng\u01b0\u1eddi v\u00e0 bot, ph\u00e1t hi\u1ec7n c\u00e1c n\u1ed7 l\u1ef1c m\u1ea1o danh t\u1ed9i ph\u1ea1m m\u1ea1ng ho\u1eb7c x\u00e1c \u0111\u1ecbnh truy c\u1eadp tr\u00e1i ph\u00e9p v\u00e0o t\u00e0i kho\u1ea3n ng\u01b0\u1eddi d\u00f9ng t\u1eeb c\u00e1c v\u1ecb tr\u00ed t\u1eeb xa.<\/p>\n\n\n\n<p>D\u01b0\u1edbi \u0111\u00e2y, ch\u00fang t\u00f4i xin gi\u1edbi thi\u1ec7u m\u1ed9t s\u1ed1 c\u00f4ng ty chuy\u00ean v\u1ec1 H\u1ecdc s\u00e2u:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0110i\u1ec3m ki\u1ec3m tra<\/strong>: M\u1ed9t c\u00f4ng ty chuy\u00ean v\u1ec1 t\u01b0\u1eddng l\u1eeda, <a href=\"https:\/\/finance.yahoo.com\/quote\/CHKP\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u0110i\u1ec3m ki\u1ec3m tra<\/a> \u0111\u01b0\u1ee3c d\u00e0nh ri\u00eang \u0111\u1ec3 b\u1ea3o v\u1ec7 to\u00e0n di\u1ec7n th\u00f4ng qua c\u00e1c b\u1ea3n c\u1eadp nh\u1eadt li\u00ean t\u1ee5c cho c\u00e1c c\u00f4ng c\u1ee5 h\u1ecdc m\u00e1y (ML) c\u1ee7a m\u00ecnh. D\u1ecbch v\u1ee5 t\u1eadp trung c\u1ee7a n\u00f3, Campaign Hunting, qu\u00e9t m\u1ecdi \u0111i\u1ec3m m\u1ea1ng, ph\u00e2n t\u00edch c\u00e1c b\u1ea5t th\u01b0\u1eddng \u0111\u1ec3 x\u00e2y d\u1ef1ng n\u1ec1n t\u1ea3ng b\u1ea3o v\u1ec7 d\u1ef1a tr\u00ean \u0111\u00e1m m\u00e2y.<\/li>\n\n\n\n<li><strong>\u0110\u00e1m \u0111\u00f4ng t\u1ea5n c\u00f4ng<\/strong>: T\u1eadp trung v\u00e0o ph\u00e2n t\u00edch h\u00e0nh vi ng\u01b0\u1eddi d\u00f9ng chuy\u00ean s\u00e2u v\u00e0 gi\u00e1m s\u00e1t thi\u1ebft b\u1ecb, <a href=\"https:\/\/www.dell.com\/support\/kbdoc\/en-us\/000126839\/what-is-crowdstrike\" target=\"_blank\" rel=\"noreferrer noopener\">\u0110\u00e1m \u0111\u00f4ng t\u1ea5n c\u00f4ng <\/a>x\u00e1c \u0111\u1ecbnh vi-r\u00fat, ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i, h\u00e0nh vi tr\u1ed9m c\u1eafp th\u00f4ng tin \u0111\u0103ng nh\u1eadp v\u00e0 c\u00e1c m\u1ed1i \u0111e d\u1ecda m\u1ea1ng n\u1ed9i b\u1ed9. Ph\u01b0\u01a1ng ph\u00e1p b\u1ea3o v\u1ec7 c\u1ee7a h\u1ecd d\u1ef1a tr\u00ean c\u00e1c k\u1ef9 thu\u1eadt h\u1ecdc m\u00e1y t\u1ea1o ra m\u00f4 h\u00ecnh ho\u1ea1t \u0111\u1ed9ng b\u00ecnh th\u01b0\u1eddng (\u0111\u01b0\u1eddng c\u01a1 s\u1edf), gi\u00fap ph\u00e1t hi\u1ec7n c\u00e1c sai l\u1ec7ch theo th\u1eddi gian th\u1ef1c v\u00e0 t\u1ea1o \u0111i\u1ec1u ki\u1ec7n cho c\u00e1c bi\u1ec7n ph\u00e1p ph\u00f2ng ng\u1eeba.<\/li>\n\n\n\n<li><strong>D\u1ea5u v\u1ebft \u0111en<\/strong>:V\u1edbi n\u1ec1n t\u1ea3ng thi\u1ebft l\u1eadp \u0111\u01b0\u1eddng c\u01a1 s\u1edf, Darktrace ch\u1ee7 y\u1ebfu h\u01b0\u1edbng \u0111\u1ebfn m\u1ee5c ti\u00eau ng\u0103n ch\u1eb7n x\u00e2m nh\u1eadp v\u00e0o m\u1ea1ng WAN, LAN v\u00e0 WiFi. C\u01a1 ch\u1ebf h\u1ecdc m\u00e1y c\u1ee7a n\u00f3 li\u00ean t\u1ee5c c\u1ea3i thi\u1ec7n m\u00f4 h\u00ecnh m\u00e0 kh\u00f4ng c\u1ea7n s\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi, th\u00edch \u1ee9ng v\u1edbi y\u00eau c\u1ea7u c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 li\u00ean t\u1ee5c c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng ph\u00f2ng th\u1ee7.<\/li>\n\n\n\n<li><strong>B\u1ea3n n\u0103ng s\u00e2u th\u1eb3m<\/strong>: \u0110\u01b0\u1ee3c th\u00e0nh l\u1eadp \u0111\u1ec3 ph\u00e1t tri\u1ec3n n\u1ec1n t\u1ea3ng h\u1ecdc s\u00e2u nh\u1eb1m b\u1ea3o v\u1ec7 thi\u1ebft b\u1ecb c\u1ee7a ng\u01b0\u1eddi d\u00f9ng cu\u1ed1i, m\u1ee5c ti\u00eau ch\u00ednh c\u1ee7a Deep Instinct l\u00e0 gi\u1ea3m th\u1eddi gian ph\u1ea3n \u1ee9ng xu\u1ed1ng d\u01b0\u1edbi 20 mili gi\u00e2y khi \u0111\u1ed1i m\u1eb7t v\u1edbi c\u00e1c m\u1ed1i \u0111e d\u1ecda m\u1ea1ng \u0111\u1ed1i v\u1edbi thi\u1ebft b\u1ecb \u0111\u1ea7u cu\u1ed1i. Sau n\u0103m n\u0103m \u0111\u00e0o t\u1ea1o m\u1ea1ng n\u01a1-ron c\u1ee7a m\u00ecnh, Deep Instinct hi\u1ec7n cung c\u1ea5p m\u1ed9t t\u00e1c nh\u00e2n c\u00f3 th\u1ec3 tri\u1ec3n khai cho nhi\u1ec1u lo\u1ea1i thi\u1ebft b\u1ecb kh\u00e1c nhau, th\u1ec3 hi\u1ec7n ti\u1ec1m n\u0103ng to l\u1edbn c\u1ee7a c\u00f4ng ngh\u1ec7 h\u1ecdc s\u00e2u.<\/li>\n<\/ul>\n\n\n<h2 class=\"wp-block-heading\" id=\"enhancing-cybersecurity-in-business-settings-with-machine-learning-applications\">T\u0103ng c\u01b0\u1eddng an ninh m\u1ea1ng trong m\u00f4i tr\u01b0\u1eddng kinh doanh v\u1edbi c\u00e1c \u1ee9ng d\u1ee5ng h\u1ecdc m\u00e1y<\/h2>\n\n\n<p>T\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00f3 th\u1ec3 l\u00e0m gi\u1ea3m \u0111\u00e1ng k\u1ec3 s\u1ed1 l\u01b0\u1ee3ng c\u00e1c c\u1ea3nh b\u00e1o d\u01b0\u01a1ng t\u00ednh gi\u1ea3 \u0111\u01b0\u1ee3c t\u1ea1o ra trong an ninh m\u1ea1ng. C\u00e1c nh\u00e0 ph\u00e2n t\u00edch c\u00f3 th\u1ec3 x\u1eed l\u00fd 20 \u0111\u1ebfn 30 c\u1ea3nh b\u00e1o d\u01b0\u01a1ng t\u00ednh gi\u1ea3 m\u1ed7i ng\u00e0y t\u00f9y thu\u1ed9c v\u00e0o quy m\u00f4 c\u1ee7a ng\u00e2n h\u00e0ng. M\u1ed9t chi\u1ebfn l\u01b0\u1ee3c kh\u00e1c n\u00ean \u0111\u01b0\u1ee3c xem x\u00e9t n\u1ebfu ngu\u1ed3n l\u1ef1c \u0111\u1ec3 xem x\u00e9t c\u00e1c c\u1ea3nh b\u00e1o b\u1ecb h\u1ea1n ch\u1ebf. H\u1ecdc m\u00e1y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong l\u0129nh v\u1ef1c t\u00e0i ch\u00ednh \u0111\u1ec3 ph\u00e1t hi\u1ec7n gian l\u1eadn. V\u00ed d\u1ee5, Visa li\u00ean t\u1ee5c c\u1ea3i ti\u1ebfn c\u00f4ng ngh\u1ec7 ph\u00e1t hi\u1ec7n gian l\u1eadn c\u1ee7a m\u00ecnh, <a href=\"https:\/\/venturebeat.com\/ai\/visa-on-using-advanced-ai-such-as-unsupervised-learning-to-fight-fraud\/\" target=\"_blank\" rel=\"noreferrer noopener\">nh\u1ea5n m\u1ea1nh c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng v\u00e0 h\u1ecdc s\u00e2u<\/a>. C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y cho ph\u00e9p h\u1ecd s\u1eed d\u1ee5ng ph\u1ea1m vi d\u1eef li\u1ec7u r\u1ed9ng h\u01a1n v\u00e0 \u0111\u01b0a ra suy lu\u1eadn trong nhi\u1ec1u t\u00ecnh hu\u1ed1ng kh\u00e1c nhau. H\u1ecd c\u0169ng t\u1eadp trung v\u00e0o vi\u1ec7c k\u1ebft h\u1ee3p c\u00e1c k\u1ef9 thu\u1eadt kh\u00e1c nh\u01b0 ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n theo th\u1eddi gian th\u1ef1c.<\/p>\n\n\n\n<p>Trong an ninh m\u1ea1ng, m\u00e1y m\u1ea1nh m\u1ebd v\u00e0 thu\u1eadt to\u00e1n h\u1ecdc s\u00e2u \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 ph\u00e2n t\u00edch ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i, ph\u00e1t hi\u1ec7n x\u00e2m nh\u1eadp v\u00e0 ng\u0103n ch\u1eb7n. C\u00e1c thu\u1eadt to\u00e1n n\u00e0y \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng m\u1ea1ng v\u00e0 h\u1ea1n ch\u1ebf quy\u1ec1n truy c\u1eadp v\u00e0o c\u00e1c t\u1ec7p ho\u1eb7c ch\u01b0\u01a1ng tr\u00ecnh b\u1ecb x\u00e2m ph\u1ea1m.<\/p>\n\n\n\n<p>V\u1ec1 m\u00e1y bay kh\u00f4ng ng\u01b0\u1eddi l\u00e1i, nh\u1eefng ti\u1ebfn b\u1ed9 v\u1ec1 an ninh m\u1ea1ng c\u0169ng \u0111\u00e3 \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n. M\u00e1y bay kh\u00f4ng ng\u01b0\u1eddi l\u00e1i c\u00f3 th\u1ec3 <a href=\"https:\/\/www.thinkcurity.com\/articles\/using-drones-for-remote-surveillance\" target=\"_blank\" rel=\"noreferrer noopener\">m\u1edf r\u1ed9ng ph\u1ea1m vi gi\u00e1m s\u00e1t video tr\u00ean c\u00e1c khu v\u1ef1c r\u1ed9ng l\u1edbn<\/a>, ch\u1eb3ng h\u1ea1n nh\u01b0 c\u00f4ng vi\u00ean, \u0111\u1ea5t n\u00f4ng nghi\u1ec7p v\u00e0 kho c\u00f4ng nghi\u1ec7p. Ch\u00fang l\u00e0 nh\u1eefng ph\u01b0\u01a1ng ti\u1ec7n \u0111a n\u0103ng c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c cu\u1ed9c ki\u1ec3m tra t\u1ef1 \u0111\u1ed9ng th\u01b0\u1eddng xuy\u00ean ho\u1eb7c \u0111\u01b0\u1ee3c \u0111i\u1ec1u khi\u1ec3n th\u1ee7 c\u00f4ng. M\u00e1y bay kh\u00f4ng ng\u01b0\u1eddi l\u00e1i c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c c\u1ea5u h\u00ecnh \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t v\u00e0 ph\u00e1t hi\u1ec7n v\u00e0 \u0111\u1ecbnh v\u1ecb k\u1ebb x\u00e2m nh\u1eadp. Vi\u1ec7c tr\u1ed1n tr\u00e1nh ho\u1eb7c ti\u00eau di\u1ec7t ch\u00fang kh\u00f3 kh\u0103n h\u01a1n v\u00ec ch\u00fang kh\u00f4ng ph\u1ea3i l\u00e0 h\u1ec7 th\u1ed1ng c\u1ed1 \u0111\u1ecbnh.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"conclusion\">K\u1ebft lu\u1eadn<\/h2>\n\n\n<p>T\u1ea7m quan tr\u1ecdng ng\u00e0y c\u00e0ng t\u0103ng c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, \u0111\u1eb7c bi\u1ec7t l\u00e0 m\u00e1y m\u00f3c v\u00e0 h\u1ecdc s\u00e2u, trong an ninh m\u1ea1ng c\u00e1 nh\u00e2n v\u00e0 doanh nghi\u1ec7p l\u00e0 \u0111i\u1ec1u hi\u1ec3n nhi\u00ean. B\u1ed1i c\u1ea3nh c\u00f4ng ngh\u1ec7 li\u00ean t\u1ee5c ph\u00e1t tri\u1ec3n n\u00e0y t\u01b0\u01a1ng \u1ee9ng v\u1edbi s\u1ef1 gia t\u0103ng c\u1ee7a t\u1ed9i ph\u1ea1m m\u1ea1ng v\u00e0 t\u1ea5n c\u00f4ng m\u1ea1ng, d\u1eabn \u0111\u1ebfn nh\u1eefng th\u00e1ch th\u1ee9c an ninh m\u1ea1ng ng\u00e0y c\u00e0ng ph\u1ee9c t\u1ea1p v\u00e0 tinh vi.<\/p>\n\n\n\n<p>C\u00e1c c\u00f4ng ty hi\u1ec7n \u0111ang kh\u00e1m ph\u00e1 c\u00e1ch h\u1ecdc m\u00e1y trong an ninh m\u1ea1ng c\u00f3 th\u1ec3 gi\u00fap gi\u1ea3m thi\u1ec3u nh\u1eefng r\u1ee7i ro n\u00e0y. T\u1ef7 l\u1ec7 \u00e1p d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong an ninh m\u1ea1ng ti\u1ebfp t\u1ee5c t\u0103ng. C\u00e1c t\u1ed5 ch\u1ee9c ph\u1ea3i x\u00e1c \u0111\u1ecbnh n\u01a1i tri\u1ec3n khai \u0111\u1ec3 c\u00f3 gi\u00e1 tr\u1ecb t\u1ed1i \u0111a v\u00e0 thi\u1ebft l\u1eadp c\u00e1c m\u1ee5c ti\u00eau ph\u00f9 h\u1ee3p v\u1edbi hi\u1ec7u su\u1ea5t ho\u1eb7c k\u1ef3 v\u1ecdng c\u1ee7a h\u1ecd.<\/p>\n\n\n\n<p>M\u1eb7c d\u00f9 nhi\u1ec1u k\u1ef9 thu\u1eadt, gi\u1ea3i ph\u00e1p v\u00e0 m\u00f4 h\u00ecnh s\u1eed d\u1ee5ng m\u00e1y h\u1ecdc v\u00e0 h\u1ecdc s\u00e2u \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u, v\u1eabn c\u00f2n nhi\u1ec1u ti\u1ebfn b\u1ed9 ph\u1ea3i \u0111\u1ea1t \u0111\u01b0\u1ee3c v\u00ec t\u1ed9i ph\u1ea1m m\u1ea1ng kh\u00f4ng ng\u1eebng ph\u00e1t tri\u1ec3n.<\/p>","protected":false},"excerpt":{"rendered":"<p>H\u1ecdc m\u00e1y, m\u1ed9t l\u0129nh v\u1ef1c con c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, cho ph\u00e9p c\u00e1c h\u1ec7 th\u1ed1ng v\u00e0 \u1ee9ng d\u1ee5ng h\u1ecdc trong m\u00f4i tr\u01b0\u1eddng \u0111\u1ed9ng m\u00e0 kh\u00f4ng c\u1ea7n l\u1eadp tr\u00ecnh r\u00f5 r\u00e0ng. B\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1ecbch s\u1eed v\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu, c\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh\u2026 <a class=\"more-link\" href=\"https:\/\/securitybriefing.net\/vi\/an-ninh-mang\/ky-thuat-giai-phap-va-mo-hinh-ung-dung-machine-learning-trong-an-ninh-mang\/\">Ti\u1ebfp t\u1ee5c \u0111\u1ecdc <span class=\"screen-reader-text\">K\u1ef9 thu\u1eadt, Gi\u1ea3i ph\u00e1p v\u00e0 M\u00f4 h\u00ecnh: \u00c1p d\u1ee5ng H\u1ecdc m\u00e1y v\u00e0o An ninh m\u1ea1ng<\/span><\/a><\/p>","protected":false},"author":1,"featured_media":1692,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[15],"tags":[],"class_list":["post-1838","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cybersecurity","entry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin 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