{"id":7660,"date":"2023-08-19T10:39:59","date_gmt":"2023-08-19T03:39:59","guid":{"rendered":"https:\/\/vacif.com\/?p=7660"},"modified":"2024-06-24T04:02:14","modified_gmt":"2024-06-24T04:02:14","slug":"cach-ma-tri-tue-nhan-tao-ai-duoc-su-dung-trong-cybersecurity","status":"publish","type":"post","link":"https:\/\/vacif.com\/en\/cach-ma-tri-tue-nhan-tao-ai-duoc-su-dung-trong-cybersecurity\/","title":{"rendered":"C\u00c1CH M\u00c0 TR\u00cd TU\u1ec6 NH\u00c2N T\u1ea0O (AI) \u0110\u01af\u1ee2C S\u1eec D\u1ee4NG TRONG CYBERSECURITY."},"content":{"rendered":"\n<p>M\u1ea1ng internet, c\u00f9ng v\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a c\u00f4ng ngh\u1ec7 k\u1ef9 thu\u1eadt s\u1ed1, \u0111\u00e3 t\u1ea1o ra m\u1ed9t th\u1ebf gi\u1edbi li\u00ean k\u1ebft t\u1ea1o \u0111i\u1ec1u ki\u1ec7n thu\u1eadn l\u1ee3i cho s\u1ef1 ti\u1ec7n l\u1ee3i v\u00e0 ph\u00e1t tri\u1ec3n. Nh\u01b0ng c\u0169ng ch\u00ednh s\u1ef1 li\u00ean k\u1ebft n\u00e0y \u0111\u00e3 \u0111\u01b0a ra nh\u1eefng m\u1ed1i \u0111e d\u1ecda m\u1edbi v\u00e0 \u0111\u00f3 l\u00e0 n\u01a1i tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111ang n\u1ed5i l\u00ean nh\u01b0 m\u1ed9t c\u00e1ch \u0111\u1ec3 ch\u00fang ta \u0111\u1ed1i ph\u00f3 v\u1edbi nh\u1eefng th\u00e1ch th\u1ee9c ph\u1ee9c t\u1ea1p c\u1ee7a an ninh m\u1ea1ng.<\/p>\n\n\n\n<p>Trong b\u00e0i vi\u1ebft n\u00e0y, ch\u00fang ta s\u1ebd kh\u00e1m ph\u00e1 c\u00e1ch m\u00e0 AI \u0111ang chuy\u1ec3n \u0111\u1ed5i c\u00e1ch ch\u00fang ta ngh\u0129 v\u1ec1 v\u00e0 \u1ee9ng ph\u00f3 v\u1edbi an ninh m\u1ea1ng. Ch\u00fang ta s\u1ebd th\u1ea3o lu\u1eadn v\u1ec1 nh\u1eefng c\u00e1ch AI \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 ph\u00e1t hi\u1ec7n v\u00e0 ng\u0103n ch\u1eb7n c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng m\u1ea1ng, c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng d\u1ef1 \u0111o\u00e1n v\u00e0 t\u1ed1i \u01b0u h\u00f3a c\u00e1c ph\u01b0\u01a1ng ph\u00e1p b\u1ea3o m\u1eadt.<\/p>\n\n\n\n<p><strong>1. Kh\u00e1i ni\u1ec7m v\u1ec1 AI.<\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"848\" height=\"477\" src=\"https:\/\/assets.vacif.com\/2023\/08\/image-145.png\" alt=\"\" class=\"wp-image-7661\" srcset=\"https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-145.png 848w, https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-145-600x338.png 600w, https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-145-300x169.png 300w, https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-145-768x432.png 768w, https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-145-800x450.png 800w\" sizes=\"auto, (max-width: 848px) 100vw, 848px\" \/><\/figure>\n<\/div>\n\n\n<p>Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o (Artificial Intelligence &#8211; AI) l\u00e0 m\u1ed9t l\u0129nh v\u1ef1c c\u1ee7a khoa h\u1ecdc m\u00e1y t\u00ednh t\u1eadp trung v\u00e0o vi\u1ec7c t\u1ea1o ra m\u00e1y t\u00ednh v\u00e0 h\u1ec7 th\u1ed1ng m\u00e1y t\u00ednh c\u00f3 kh\u1ea3 n\u0103ng th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 m\u00e0 th\u00f4ng th\u01b0\u1eddng \u0111\u00f2i h\u1ecfi s\u1ef1 &#8220;hi\u1ec3u bi\u1ebft&#8221; ho\u1eb7c &#8220;tr\u00ed tu\u1ec7&#8221; nh\u01b0 c\u1ee7a con ng\u01b0\u1eddi. M\u1ee5c ti\u00eau ch\u00ednh c\u1ee7a AI l\u00e0 ph\u00e1t tri\u1ec3n c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh m\u00e1y t\u00ednh ho\u1eb7c m\u00e1y t\u00ednh th\u00f4ng minh c\u00f3 kh\u1ea3 n\u0103ng h\u1ecdc h\u1ecfi, t\u1ef1 \u0111\u1ed9ng ho\u00e1 quy\u1ebft \u0111\u1ecbnh, ph\u00e2n t\u00edch d\u1eef li\u1ec7u, v\u00e0 th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5 c\u1ee5 th\u1ec3 m\u00e0 tr\u01b0\u1edbc \u0111\u00e2y ch\u1ec9 c\u00f3 con ng\u01b0\u1eddi m\u1edbi c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n.<\/p>\n\n\n\n<p><strong>2. C\u00e1ch ti\u1ebfp c\u1eadn truy\u1ec1n th\u1ed1ng \u0111\u1ed1i v\u1edbi an ninh m\u1ea1ng tr\u01b0\u1edbc khi AI \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng.<\/strong><\/p>\n\n\n\n<p>Tr\u01b0\u1edbc khi AI ra \u0111\u1eddi, an ninh m\u1ea1ng truy\u1ec1n th\u1ed1ng ch\u1ee7 y\u1ebfu d\u1ef1a v\u00e0o c\u00e1c h\u1ec7 th\u1ed1ng ph\u00e1t hi\u1ec7n d\u1ef1a tr\u00ean ch\u1eef k\u00fd. C\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y ho\u1ea1t \u0111\u1ed9ng b\u1eb1ng c\u00e1ch so s\u00e1nh l\u01b0u l\u01b0\u1ee3ng \u0111\u1ebfn v\u1edbi c\u01a1 s\u1edf d\u1eef li\u1ec7u v\u1ec1 c\u00e1c m\u1ed1i \u0111e d\u1ecda \u0111\u00e3 bi\u1ebft ho\u1eb7c ch\u1eef k\u00fd m\u00e3 \u0111\u1ed9c. Khi t\u00ecm th\u1ea5y s\u1ef1 ph\u00f9 h\u1ee3p, h\u1ec7 th\u1ed1ng s\u1ebd k\u00edch ho\u1ea1t c\u1ea3nh b\u00e1o v\u00e0 th\u1ef1c hi\u1ec7n h\u00e0nh \u0111\u1ed9ng \u0111\u1ec3 ch\u1eb7n ho\u1eb7c c\u00e1ch ly m\u1ed1i \u0111e d\u1ecda.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"930\" height=\"500\" src=\"https:\/\/assets.vacif.com\/2023\/08\/image-146.png\" alt=\"\" class=\"wp-image-7662\" srcset=\"https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-146.png 930w, https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-146-600x323.png 600w, https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-146-300x161.png 300w, https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-146-768x413.png 768w\" sizes=\"auto, (max-width: 930px) 100vw, 930px\" \/><\/figure>\n<\/div>\n\n\n<p>M\u1eb7c d\u00f9 c\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y c\u00f3 hi\u1ec7u qu\u1ea3 \u0111\u1ed1i v\u1edbi c\u00e1c m\u1ed1i \u0111e d\u1ecda \u0111\u00e3 bi\u1ebft, nh\u01b0ng n\u00f3 kh\u00f4ng hi\u1ec7u qu\u1ea3 \u0111\u1ed1i v\u1edbi c\u00e1c m\u1ed1i \u0111e d\u1ecda m\u1edbi v\u00e0 ch\u01b0a bi\u1ebft. T\u1ed9i ph\u1ea1m m\u1ea1ng c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng v\u01b0\u1ee3t qua c\u00e1c h\u1ec7 th\u1ed1ng ph\u00e1t hi\u1ec7n d\u1ef1a tr\u00ean ch\u1eef k\u00fd b\u1eb1ng c\u00e1ch s\u1eeda \u0111\u1ed5i m\u00e3 ho\u1eb7c t\u1ea1o c\u00e1c bi\u1ebfn th\u1ec3 ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i m\u1edbi ch\u01b0a c\u00f3 trong c\u01a1 s\u1edf d\u1eef li\u1ec7u.<\/p>\n\n\n\n<p>C\u00e1c h\u1ec7 th\u1ed1ng ph\u00e1t hi\u1ec7n d\u1ef1a tr\u00ean ch\u1eef k\u00fd c\u00f3 th\u1ec3 t\u1ea1o ra m\u1ed9t s\u1ed1 l\u01b0\u1ee3ng l\u1edbn th\u00f4ng b\u00e1o sai, v\u00ec l\u01b0u l\u01b0\u1ee3ng truy c\u1eadp h\u1ee3p ph\u00e1p c\u00f3 th\u1ec3 b\u1ecb g\u1eafn l\u00e0 \u0111\u1ed9c h\u1ea1i n\u1ebfu n\u00f3 t\u00ecnh c\u1edd chia s\u1ebb c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m t\u01b0\u01a1ng t\u1ef1 v\u1edbi m\u1ed9t m\u1ed1i \u0111e d\u1ecda \u0111\u00e3 bi\u1ebft. \u0110i\u1ec1u n\u00e0y d\u1eabn \u0111\u1ebfn vi\u1ec7c c\u00e1c nh\u00e0 ph\u00e2n t\u00edch b\u1ea3o m\u1eadt d\u00e0nh m\u1ed9t l\u01b0\u1ee3ng th\u1eddi gian \u0111\u00e1ng k\u1ec3 \u0111\u1ec3 \u0111i\u1ec1u tra c\u00e1c th\u00f4ng tin x\u00e1c th\u1ef1c sai, \u0111i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 l\u00e0m c\u1ea1n ki\u1ec7t t\u00e0i nguy\u00ean.<\/p>\n\n\n\n<p>An ninh m\u1ea1ng truy\u1ec1n th\u1ed1ng c\u0169ng d\u1ef1a tr\u00ean ph\u00e2n t\u00edch th\u1ee7 c\u00f4ng. C\u00e1c nh\u00e0 ph\u00e2n t\u00edch b\u1ea3o m\u1eadt s\u1ebd \u0111i\u1ec1u tra th\u1ee7 c\u00f4ng c\u00e1c c\u1ea3nh b\u00e1o v\u00e0 nh\u1eadt k\u00fd b\u1ea3o m\u1eadt, t\u00ecm ki\u1ebfm c\u00e1c m\u1eabu ho\u1eb7c ch\u1ec9 b\u00e1o v\u1ec1 vi ph\u1ea1m b\u1ea3o m\u1eadt. Qu\u00e1 tr\u00ecnh n\u00e0y t\u1ed1n nhi\u1ec1u th\u1eddi gian v\u00e0 th\u01b0\u1eddng d\u1ef1a v\u00e0o chuy\u00ean m\u00f4n c\u1ee7a nh\u00e0 ph\u00e2n t\u00edch b\u1ea3o m\u1eadt \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1ed1i \u0111e d\u1ecda.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"753\" height=\"464\" src=\"https:\/\/assets.vacif.com\/2023\/08\/image-147.png\" alt=\"\" class=\"wp-image-7663\" srcset=\"https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-147.png 753w, https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-147-600x370.png 600w, https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-147-300x185.png 300w\" sizes=\"auto, (max-width: 753px) 100vw, 753px\" \/><\/figure>\n<\/div>\n\n\n<p>C\u00e1c h\u1ec7 th\u1ed1ng ho\u1ea1t \u0111\u1ed9ng b\u1eb1ng c\u00e1ch thi\u1ebft l\u1eadp c\u00e1c quy t\u1eafc ho\u1eb7c ch\u00ednh s\u00e1ch x\u00e1c \u0111\u1ecbnh h\u00e0nh vi c\u00f3 th\u1ec3 ch\u1ea5p nh\u1eadn \u0111\u01b0\u1ee3c tr\u00ean m\u1ea1ng. N\u1ebfu l\u01b0u l\u01b0\u1ee3ng truy c\u1eadp vi ph\u1ea1m c\u00e1c quy t\u1eafc n\u00e0y, n\u00f3 s\u1ebd k\u00edch ho\u1ea1t c\u1ea3nh b\u00e1o. M\u1eb7c d\u00f9 c\u00e1c h\u1ec7 th\u1ed1ng d\u1ef1a tr\u00ean quy t\u1eafc c\u00f3 th\u1ec3 hi\u1ec7u qu\u1ea3 trong m\u1ed9t s\u1ed1 t\u00ecnh hu\u1ed1ng nh\u1ea5t \u0111\u1ecbnh, nh\u01b0ng ch\u00fang th\u01b0\u1eddng kh\u00f4ng linh ho\u1ea1t v\u00e0 kh\u00f4ng th\u1ec3 th\u00edch \u1ee9ng v\u1edbi c\u00e1c m\u1ed1i \u0111e d\u1ecda m\u1edbi v\u00e0 \u0111ang n\u1ed5i l\u00ean.<\/p>\n\n\n\n<p>C\u00e1ch ti\u1ebfp c\u1eadn truy\u1ec1n th\u1ed1ng \u0111\u1ed1i v\u1edbi an ninh m\u1ea1ng tr\u01b0\u1edbc khi AI \u0111\u01b0\u1ee3c gi\u1edbi thi\u1ec7u ph\u1ea7n l\u1edbn l\u00e0 ph\u1ea3n \u1ee9ng, d\u1ef1a v\u00e0o ph\u00e2n t\u00edch th\u1ee7 c\u00f4ng, h\u1ec7 th\u1ed1ng ph\u00e1t hi\u1ec7n d\u1ef1a tr\u00ean ch\u1eef k\u00fd v\u00e0 h\u1ec7 th\u1ed1ng d\u1ef1a tr\u00ean quy t\u1eafc. C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y th\u01b0\u1eddng kh\u00f4ng hi\u1ec7u qu\u1ea3 tr\u01b0\u1edbc c\u00e1c m\u1ed1i \u0111e d\u1ecda m\u1edbi v\u00e0 ch\u01b0a bi\u1ebft, \u0111\u1ed3ng th\u1eddi n\u00f3 c\u00f3 th\u1ec3 t\u1ea1o ra m\u1ed9t s\u1ed1 l\u01b0\u1ee3ng l\u1edbn th\u00f4ng tin x\u00e1c th\u1ef1c sai, \u0111i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 l\u00e0m c\u1ea1n ki\u1ec7t t\u00e0i nguy\u00ean.<\/p>\n\n\n\n<p><strong>3. AI kh\u00e1c v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn truy\u1ec1n th\u1ed1ng \u0111\u1ed1i v\u1edbi an ninh m\u1ea1ng nh\u01b0 th\u1ebf n\u00e0o<\/strong><\/p>\n\n\n\n<p>Nh\u01b0 ch\u00fang ta v\u1eeba th\u1ea3o lu\u1eadn, c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn truy\u1ec1n th\u1ed1ng \u0111\u1ed1i v\u1edbi an ninh m\u1ea1ng ch\u1ee7 y\u1ebfu d\u1ef1a v\u00e0o c\u00e1c h\u1ec7 th\u1ed1ng ph\u00e1t hi\u1ec7n d\u1ef1a tr\u00ean d\u1ea5u hi\u1ec7u ch\u1ec9 hi\u1ec7u qu\u1ea3 tr\u01b0\u1edbc c\u00e1c m\u1ed1i \u0111e d\u1ecda \u0111\u00e3 bi\u1ebft. \u0110i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0 c\u00e1c m\u1ed1i \u0111e d\u1ecda m\u1edbi v\u00e0 ch\u01b0a bi\u1ebft c\u00f3 th\u1ec3 kh\u00f4ng b\u1ecb ph\u00e1t hi\u1ec7n.<\/p>\n\n\n\n<p>Ng\u01b0\u1ee3c l\u1ea1i, c\u00e1c gi\u1ea3i ph\u00e1p d\u1ef1a tr\u00ean AI s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n v\u00e0 ph\u1ea3n h\u1ed3i c\u1ea3 c\u00e1c m\u1ed1i \u0111e d\u1ecda \u0111\u00e3 bi\u1ebft v\u00e0 ch\u01b0a bi\u1ebft trong th\u1eddi gian th\u1ef1c. C\u00e1c thu\u1eadt to\u00e1n m\u00e1y h\u1ecdc \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3, bao g\u1ed3m d\u1eef li\u1ec7u v\u1ec1 m\u1ed1i \u0111e d\u1ecda l\u1ecbch s\u1eed v\u00e0 d\u1eef li\u1ec7u t\u1eeb m\u1ea1ng v\u00e0 c\u00e1c \u0111i\u1ec3m cu\u1ed1i, \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu m\u00e0 con ng\u01b0\u1eddi kh\u00f3 nh\u00ecn th\u1ea5y. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p c\u00e1c gi\u1ea3i ph\u00e1p d\u1ef1a tr\u00ean AI x\u00e1c \u0111\u1ecbnh v\u00e0 \u1ee9ng ph\u00f3 v\u1edbi c\u00e1c m\u1ed1i \u0111e d\u1ecda trong th\u1eddi gian th\u1ef1c m\u00e0 kh\u00f4ng c\u1ea7n s\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/assets.vacif.com\/2023\/08\/image-148.png\" alt=\"\" class=\"wp-image-7664\" srcset=\"https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-148.png 1024w, https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-148-600x338.png 600w, https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-148-300x169.png 300w, https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-148-768x432.png 768w, https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-148-800x450.png 800w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<p><strong>V\u00ed d\u1ee5:<\/strong> Thu\u1eadt to\u00e1n m\u00e1y h\u1ecdc c\u00f3 th\u1ec3 ph\u00e2n t\u00edch c\u00e1c m\u1eabu l\u01b0u l\u01b0\u1ee3ng truy c\u1eadp m\u1ea1ng \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh h\u00e0nh vi b\u1ea5t th\u01b0\u1eddng c\u00f3 th\u1ec3 ch\u1ec9 ra m\u1ed9t cu\u1ed9c t\u1ea5n c\u00f4ng m\u1ea1ng, sau \u0111\u00f3 c\u1ea3nh b\u00e1o cho nh\u00e2n vi\u00ean an ninh ho\u1eb7c th\u1eadm ch\u00ed th\u1ef1c hi\u1ec7n h\u00e0nh \u0111\u1ed9ng t\u1ef1 \u0111\u1ed9ng \u0111\u1ec3 gi\u1ea3m thi\u1ec3u m\u1ed1i \u0111e d\u1ecda.<\/p>\n\n\n\n<p>M\u1ed9t \u0111i\u1ec3m kh\u00e1c khi\u1ebfn c\u00e1c gi\u1ea3i ph\u00e1p d\u1ef1a tr\u00ean AI kh\u00e1c v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn truy\u1ec1n th\u1ed1ng l\u00e0 ch\u00fang \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 li\u00ean t\u1ee5c h\u1ecdc h\u1ecfi v\u00e0 th\u00edch nghi. Khi c\u00e1c m\u1ed1i \u0111e d\u1ecda m\u1edbi xu\u1ea5t hi\u1ec7n, c\u00e1c thu\u1eadt to\u00e1n m\u00e1y h\u1ecdc c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o d\u1ef1a tr\u00ean d\u1eef li\u1ec7u m\u1edbi \u0111\u1ec3 c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng ph\u00e1t hi\u1ec7n v\u00e0 \u1ee9ng ph\u00f3 v\u1edbi c\u00e1c m\u1ed1i \u0111e d\u1ecda n\u00e0y. \u0110i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0 c\u00e1c gi\u1ea3i ph\u00e1p d\u1ef1a tr\u00ean AI c\u00f3 th\u1ec3 theo k\u1ecbp b\u1ed1i c\u1ea3nh c\u00e1c m\u1ed1i \u0111e d\u1ecda \u0111ang ph\u00e1t tri\u1ec3n v\u00e0 cung c\u1ea5p kh\u1ea3 n\u0103ng b\u1ea3o v\u1ec7 an ninh m\u1ea1ng hi\u1ec7u qu\u1ea3 h\u01a1n theo th\u1eddi gian.<\/p>\n\n\n\n<p>Vi\u1ec7c s\u1eed d\u1ee5ng AI trong an ninh m\u1ea1ng th\u1ec3 hi\u1ec7n m\u1ed9t s\u1ef1 thay \u0111\u1ed5i l\u1edbn trong c\u00e1ch c\u00e1c t\u1ed5 ch\u1ee9c ti\u1ebfp c\u1eadn an ninh m\u1ea1ng. C\u00e1c gi\u1ea3i ph\u00e1p d\u1ef1a tr\u00ean tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u00f3 th\u1ec3 cung c\u1ea5p kh\u1ea3 n\u0103ng b\u1ea3o v\u1ec7 hi\u1ec7u qu\u1ea3 h\u01a1n tr\u01b0\u1edbc c\u1ea3 c\u00e1c m\u1ed1i \u0111e d\u1ecda \u0111\u00e3 bi\u1ebft v\u00e0 ch\u01b0a bi\u1ebft s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n m\u00e1y h\u1ecdc \u0111\u1ec3 ph\u00e1t hi\u1ec7n v\u00e0 \u1ee9ng ph\u00f3 v\u1edbi c\u00e1c m\u1ed1i \u0111e d\u1ecda trong th\u1eddi gian th\u1ef1c. \u0110i\u1ec1u n\u00e0y gi\u00fap c\u00e1c t\u1ed5 ch\u1ee9c b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m v\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng quan tr\u1ecdng c\u1ee7a h\u1ecd t\u1ed1t h\u01a1n.<\/p>\n\n\n\n<p><strong>4. AI \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng nh\u01b0 th\u1ebf n\u00e0o trong an ninh m\u1ea1ng<\/strong><\/p>\n\n\n\n<p>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong an ninh m\u1ea1ng \u0111\u1ec3 ph\u00e1t hi\u1ec7n v\u00e0 \u1ee9ng ph\u00f3 v\u1edbi c\u00e1c m\u1ed1i \u0111e d\u1ecda tr\u00ean m\u1ea1ng trong th\u1eddi gian th\u1ef1c. C\u00e1c thu\u1eadt to\u00e1n AI c\u00f3 th\u1ec3 ph\u00e2n t\u00edch m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u v\u00e0 ph\u00e1t hi\u1ec7n c\u00e1c m\u1eabu bi\u1ec3u th\u1ecb m\u1ed1i \u0111e d\u1ecda m\u1ea1ng.<\/p>\n\n\n\n<p><strong>4.1 Ph\u00e1t hi\u1ec7n ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i<\/strong> <strong>(Malware)<\/strong><\/p>\n\n\n\n<p>Ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i l\u00e0 m\u1ed9t m\u1ed1i \u0111e d\u1ecda \u0111\u00e1ng k\u1ec3 \u0111\u1ed1i v\u1edbi an ninh m\u1ea1ng. Ph\u1ea7n m\u1ec1m ch\u1ed1ng vi-r\u00fat truy\u1ec1n th\u1ed1ng d\u1ef1a v\u00e0o t\u00ednh n\u0103ng ph\u00e1t hi\u1ec7n d\u1ef1a tr\u00ean ch\u1eef k\u00fd \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c bi\u1ebfn th\u1ec3 ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i \u0111\u00e3 bi\u1ebft.<\/p>\n\n\n\n<p>Ph\u00e1t hi\u1ec7n d\u1ef1a tr\u00ean ch\u1eef k\u00fd l\u00e0 m\u1ed9t k\u1ef9 thu\u1eadt so s\u00e1nh m\u1ed9t t\u1ec7p v\u1edbi c\u01a1 s\u1edf d\u1eef li\u1ec7u v\u1ec1 c\u00e1c ch\u1eef k\u00fd c\u1ee7a ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i \u0111\u00e3 bi\u1ebft v\u00e0 ph\u00e1t hi\u1ec7n s\u1ef1 tr\u00f9ng kh\u1edbp. K\u1ef9 thu\u1eadt n\u00e0y ch\u1ec9 hi\u1ec7u qu\u1ea3 \u0111\u1ed1i v\u1edbi c\u00e1c bi\u1ebfn th\u1ec3 ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i \u0111\u00e3 bi\u1ebft v\u00e0 c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng v\u01b0\u1ee3t qua ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i \u0111\u00e3 \u0111\u01b0\u1ee3c s\u1eeda \u0111\u1ed5i \u0111\u1ec3 tr\u00e1nh b\u1ecb ph\u00e1t hi\u1ec7n.<\/p>\n\n\n\n<p>C\u00e1c gi\u1ea3i ph\u00e1p d\u1ef1a tr\u00ean tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o s\u1eed d\u1ee5ng thu\u1eadt to\u00e1n m\u00e1y h\u1ecdc \u0111\u1ec3 ph\u00e1t hi\u1ec7n v\u00e0 \u1ee9ng ph\u00f3 v\u1edbi c\u1ea3 c\u00e1c m\u1ed1i \u0111e d\u1ecda ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i \u0111\u00e3 bi\u1ebft v\u00e0 ch\u01b0a bi\u1ebft. C\u00e1c thu\u1eadt to\u00e1n m\u00e1y h\u1ecdc c\u00f3 th\u1ec3 ph\u00e2n t\u00edch m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu v\u00e0 \u0111i\u1ec3m b\u1ea5t th\u01b0\u1eddng m\u00e0 con ng\u01b0\u1eddi kh\u00f3 ph\u00e1t hi\u1ec7n. B\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch h\u00e0nh vi c\u1ee7a ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i, AI c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c bi\u1ebfn th\u1ec3 ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i m\u1edbi v\u00e0 ch\u01b0a bi\u1ebft m\u00e0 ph\u1ea7n m\u1ec1m ch\u1ed1ng vi-r\u00fat truy\u1ec1n th\u1ed1ng c\u00f3 th\u1ec3 b\u1ecf s\u00f3t.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"970\" height=\"430\" src=\"https:\/\/assets.vacif.com\/2023\/08\/image-149.png\" alt=\"\" class=\"wp-image-7665\" srcset=\"https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-149.png 970w, https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-149-600x266.png 600w, https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-149-300x133.png 300w, https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-149-768x340.png 768w\" sizes=\"auto, (max-width: 970px) 100vw, 970px\" \/><\/figure>\n<\/div>\n\n\n<p>C\u00e1c gi\u1ea3i ph\u00e1p ph\u00e1t hi\u1ec7n ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i d\u1ef1a tr\u00ean AI c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u1ea3 d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c g\u1eafn nh\u00e3n v\u00e0 kh\u00f4ng \u0111\u01b0\u1ee3c g\u1eafn nh\u00e3n. D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c g\u1eafn nh\u00e3n \u0111\u1ec1 c\u1eadp \u0111\u1ebfn d\u1eef li\u1ec7u \u0111\u00e3 \u0111\u01b0\u1ee3c g\u1eafn th\u1ebb v\u1edbi c\u00e1c thu\u1ed9c t\u00ednh c\u1ee5 th\u1ec3, ch\u1eb3ng h\u1ea1n nh\u01b0 li\u1ec7u m\u1ed9t t\u1ec7p l\u00e0 \u0111\u1ed9c h\u1ea1i hay l\u00e0nh t\u00ednh. M\u1eb7t kh\u00e1c, d\u1eef li\u1ec7u kh\u00f4ng \u0111\u01b0\u1ee3c g\u1eafn nh\u00e3n kh\u00f4ng \u0111\u01b0\u1ee3c g\u1eafn th\u1ebb v\u00e0 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 hu\u1ea5n luy\u1ec7n c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y nh\u1eb1m x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu v\u00e0 \u0111i\u1ec3m b\u1ea5t th\u01b0\u1eddng trong d\u1eef li\u1ec7u.<\/p>\n\n\n\n<p>C\u00e1c gi\u1ea3i ph\u00e1p ph\u00e1t hi\u1ec7n ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i d\u1ef1a tr\u00ean AI c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng nhi\u1ec1u k\u1ef9 thu\u1eadt kh\u00e1c nhau \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i, ch\u1eb3ng h\u1ea1n nh\u01b0 ph\u00e2n t\u00edch t\u0129nh v\u00e0 ph\u00e2n t\u00edch \u0111\u1ed9ng. Ph\u00e2n t\u00edch t\u0129nh li\u00ean quan \u0111\u1ebfn vi\u1ec7c ph\u00e2n t\u00edch c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m c\u1ee7a t\u1ec7p, ch\u1eb3ng h\u1ea1n nh\u01b0 k\u00edch th\u01b0\u1edbc, c\u1ea5u tr\u00fac v\u00e0 m\u00e3 c\u1ee7a t\u1ec7p, \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu v\u00e0 \u0111i\u1ec3m b\u1ea5t th\u01b0\u1eddng. Ph\u00e2n t\u00edch \u0111\u1ed9ng li\u00ean quan \u0111\u1ebfn vi\u1ec7c ph\u00e2n t\u00edch h\u00e0nh vi c\u1ee7a t\u1ec7p khi n\u00f3 \u0111\u01b0\u1ee3c th\u1ef1c thi \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu v\u00e0 \u0111i\u1ec3m b\u1ea5t th\u01b0\u1eddng.<\/p>\n\n\n\n<p>C\u00e1c gi\u1ea3i ph\u00e1p d\u1ef1a tr\u00ean AI cung c\u1ea5p ph\u01b0\u01a1ng ph\u00e1p ph\u00e1t hi\u1ec7n ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i ti\u00ean ti\u1ebfn v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n so v\u1edbi ph\u1ea7n m\u1ec1m ch\u1ed1ng vi-r\u00fat truy\u1ec1n th\u1ed1ng. H\u1ecd c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c bi\u1ebfn th\u1ec3 ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i m\u1edbi v\u00e0 ch\u01b0a bi\u1ebft m\u00e0 ph\u1ea7n m\u1ec1m ch\u1ed1ng vi-r\u00fat truy\u1ec1n th\u1ed1ng c\u00f3 th\u1ec3 b\u1ecf s\u00f3t.<\/p>\n\n\n\n<p><strong>4.2 Ph\u00e1t hi\u1ec7n l\u1eeba \u0111\u1ea3o<\/strong> <strong>(Phishing)<\/strong><\/p>\n\n\n\n<p>L\u1eeba \u0111\u1ea3o l\u00e0 m\u1ed9t h\u00ecnh th\u1ee9c t\u1ea5n c\u00f4ng m\u1ea1ng ph\u1ed5 bi\u1ebfn nh\u1eafm v\u00e0o c\u00e1c c\u00e1 nh\u00e2n v\u00e0 t\u1ed5 ch\u1ee9c. C\u00e1c ph\u01b0\u01a1ng ph\u00e1p ph\u00e1t hi\u1ec7n l\u1eeba \u0111\u1ea3o truy\u1ec1n th\u1ed1ng th\u01b0\u1eddng d\u1ef1a v\u00e0o t\u00ednh n\u0103ng l\u1ecdc d\u1ef1a tr\u00ean quy t\u1eafc ho\u1eb7c danh s\u00e1ch \u0111en \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh v\u00e0 ch\u1eb7n c\u00e1c email l\u1eeba \u0111\u1ea3o \u0111\u00e3 bi\u1ebft. Nh\u1eefng c\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y c\u00f3 nh\u1eefng h\u1ea1n ch\u1ebf v\u00ec ch\u00fang ch\u1ec9 hi\u1ec7u qu\u1ea3 \u0111\u1ed1i v\u1edbi c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng \u0111\u00e3 bi\u1ebft v\u00e0 c\u00f3 th\u1ec3 b\u1ecf l\u1ee1 c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng m\u1edbi ho\u1eb7c \u0111ang ph\u00e1t tri\u1ec3n.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"551\" src=\"https:\/\/assets.vacif.com\/2023\/08\/image-151.png\" alt=\"\" class=\"wp-image-7667\" srcset=\"https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-151.png 1024w, https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-151-600x323.png 600w, https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-151-300x161.png 300w, https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-151-768x413.png 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<p>C\u00e1c gi\u1ea3i ph\u00e1p ph\u00e1t hi\u1ec7n l\u1eeba \u0111\u1ea3o d\u1ef1a tr\u00ean tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o s\u1eed d\u1ee5ng thu\u1eadt to\u00e1n m\u00e1y h\u1ecdc \u0111\u1ec3 ph\u00e2n t\u00edch n\u1ed9i dung v\u00e0 c\u1ea5u tr\u00fac c\u1ee7a email nh\u1eb1m x\u00e1c \u0111\u1ecbnh c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng l\u1eeba \u0111\u1ea3o ti\u1ec1m \u1ea9n. C\u00e1c thu\u1eadt to\u00e1n n\u00e0y c\u00f3 th\u1ec3 h\u1ecdc h\u1ecfi t\u1eeb l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 \u0111\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c m\u1eabu v\u00e0 \u0111i\u1ec3m b\u1ea5t th\u01b0\u1eddng cho th\u1ea5y m\u1ed9t cu\u1ed9c t\u1ea5n c\u00f4ng l\u1eeba \u0111\u1ea3o.<\/p>\n\n\n\n<p>C\u00e1c gi\u1ea3i ph\u00e1p d\u1ef1a tr\u00ean AI c\u0169ng c\u00f3 th\u1ec3 ph\u00e2n t\u00edch h\u00e0nh vi c\u1ee7a ng\u01b0\u1eddi d\u00f9ng khi t\u01b0\u01a1ng t\u00e1c v\u1edbi email \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng l\u1eeba \u0111\u1ea3o ti\u1ec1m \u1ea9n. V\u00ed d\u1ee5: n\u1ebfu ng\u01b0\u1eddi d\u00f9ng nh\u1ea5p v\u00e0o m\u1ed9t li\u00ean k\u1ebft \u0111\u00e1ng ng\u1edd ho\u1eb7c nh\u1eadp th\u00f4ng tin c\u00e1 nh\u00e2n \u0111\u1ec3 ph\u1ea3n h\u1ed3i email l\u1eeba \u0111\u1ea3o, c\u00e1c gi\u1ea3i ph\u00e1p d\u1ef1a tr\u00ean AI c\u00f3 th\u1ec3 g\u1eafn c\u1edd ho\u1ea1t \u0111\u1ed9ng \u0111\u00f3 v\u00e0 c\u1ea3nh b\u00e1o cho c\u00e1c nh\u00f3m b\u1ea3o m\u1eadt.<\/p>\n\n\n\n<p><strong>4.3 Ph\u00e2n t\u00edch logs b\u1ea3o m\u1eadt<\/strong><\/p>\n\n\n\n<p>Ph\u00e2n t\u00edch nh\u1eadt k\u00fd b\u1ea3o m\u1eadt truy\u1ec1n th\u1ed1ng d\u1ef1a tr\u00ean c\u00e1c h\u1ec7 th\u1ed1ng d\u1ef1a tr\u00ean quy t\u1eafc b\u1ecb h\u1ea1n ch\u1ebf v\u1ec1 kh\u1ea3 n\u0103ng x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1ed1i \u0111e d\u1ecda m\u1edbi v\u00e0 \u0111ang n\u1ed5i l\u00ean.<\/p>\n\n\n\n<p>Ph\u00e2n t\u00edch nh\u1eadt k\u00fd b\u1ea3o m\u1eadt d\u1ef1a tr\u00ean AI s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n m\u00e1y h\u1ecdc c\u00f3 th\u1ec3 ph\u00e2n t\u00edch kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u nh\u1eadt k\u00fd b\u1ea3o m\u1eadt trong th\u1eddi gian th\u1ef1c. C\u00e1c thu\u1eadt to\u00e1n AI c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c m\u1eabu v\u00e0 \u0111i\u1ec3m b\u1ea5t th\u01b0\u1eddng c\u00f3 th\u1ec3 cho th\u1ea5y vi ph\u1ea1m b\u1ea3o m\u1eadt, ngay c\u1ea3 khi kh\u00f4ng c\u00f3 ch\u1eef k\u00fd m\u1ed1i \u0111e d\u1ecda \u0111\u00e3 bi\u1ebft. Sau \u0111\u00f3, c\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 nhanh ch\u00f3ng x\u00e1c \u0111\u1ecbnh v\u00e0 \u1ee9ng ph\u00f3 v\u1edbi c\u00e1c s\u1ef1 c\u1ed1 b\u1ea3o m\u1eadt ti\u1ec1m \u1ea9n, gi\u1ea3m nguy c\u01a1 vi ph\u1ea1m d\u1eef li\u1ec7u v\u00e0 c\u00e1c s\u1ef1 c\u1ed1 b\u1ea3o m\u1eadt kh\u00e1c.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"760\" height=\"368\" src=\"https:\/\/assets.vacif.com\/2023\/08\/image-155.png\" alt=\"\" class=\"wp-image-7674\" srcset=\"https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-155.png 760w, https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-155-600x291.png 600w, https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-155-300x145.png 300w\" sizes=\"auto, (max-width: 760px) 100vw, 760px\" \/><\/figure>\n<\/div>\n\n\n<p>Ph\u00e2n t\u00edch nh\u1eadt k\u00fd b\u1ea3o m\u1eadt d\u1ef1a tr\u00ean AI c\u0169ng c\u00f3 th\u1ec3 gi\u00fap c\u00e1c t\u1ed5 ch\u1ee9c x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1ed1i \u0111e d\u1ecda n\u1ed9i b\u1ed9 ti\u1ec1m \u1ea9n. B\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch h\u00e0nh vi c\u1ee7a ng\u01b0\u1eddi d\u00f9ng tr\u00ean nhi\u1ec1u h\u1ec7 th\u1ed1ng v\u00e0 \u1ee9ng d\u1ee5ng, thu\u1eadt to\u00e1n AI c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n h\u00e0nh vi b\u1ea5t th\u01b0\u1eddng c\u00f3 th\u1ec3 ch\u1ec9 ra c\u00e1c m\u1ed1i \u0111e d\u1ecda n\u1ed9i b\u1ed9, ch\u1eb3ng h\u1ea1n nh\u01b0 truy c\u1eadp tr\u00e1i ph\u00e9p ho\u1eb7c truy\u1ec1n d\u1eef li\u1ec7u b\u1ea5t th\u01b0\u1eddng. Sau \u0111\u00f3, c\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n h\u00e0nh \u0111\u1ed9ng \u0111\u1ec3 ng\u0103n ch\u1eb7n vi ph\u1ea1m d\u1eef li\u1ec7u v\u00e0 c\u00e1c s\u1ef1 c\u1ed1 b\u1ea3o m\u1eadt kh\u00e1c tr\u01b0\u1edbc khi ch\u00fang x\u1ea3y ra.<\/p>\n\n\n\n<p>Ph\u00e2n t\u00edch nh\u1eadt k\u00fd b\u1ea3o m\u1eadt d\u1ef1a tr\u00ean AI cung c\u1ea5p cho c\u00e1c t\u1ed5 ch\u1ee9c m\u1ed9t c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1ed1i \u0111e d\u1ecda ti\u1ec1m \u1ea9n v\u00e0 th\u1ef1c hi\u1ec7n h\u00e0nh \u0111\u1ed9ng \u0111\u1ec3 gi\u1ea3m thi\u1ec3u ch\u00fang.<\/p>\n\n\n\n<p><strong>4.3 Network Security<\/strong><\/p>\n\n\n\n<p>C\u00e1c thu\u1eadt to\u00e1n AI c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o \u0111\u1ec3 gi\u00e1m s\u00e1t c\u00e1c m\u1ea1ng v\u1ec1 ho\u1ea1t \u0111\u1ed9ng \u0111\u00e1ng ng\u1edd, x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu l\u01b0u l\u01b0\u1ee3ng truy c\u1eadp b\u1ea5t th\u01b0\u1eddng v\u00e0 ph\u00e1t hi\u1ec7n c\u00e1c thi\u1ebft b\u1ecb kh\u00f4ng \u0111\u01b0\u1ee3c ph\u00e9p k\u1ebft n\u1ed1i m\u1ea1ng.<\/p>\n\n\n\n<p>AI c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n an ninh m\u1ea1ng th\u00f4ng qua ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng. \u0110i\u1ec1u n\u00e0y li\u00ean quan \u0111\u1ebfn vi\u1ec7c ph\u00e2n t\u00edch l\u01b0u l\u01b0\u1ee3ng m\u1ea1ng \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu n\u1eb1m ngo\u00e0i \u0111\u1ecbnh m\u1ee9c. B\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u01b0u l\u01b0\u1ee3ng truy c\u1eadp l\u1ecbch s\u1eed, c\u00e1c thu\u1eadt to\u00e1n AI c\u00f3 th\u1ec3 t\u00ecm hi\u1ec3u \u0111i\u1ec1u g\u00ec l\u00e0 b\u00ecnh th\u01b0\u1eddng \u0111\u1ed1i v\u1edbi m\u1ed9t m\u1ea1ng c\u1ee5 th\u1ec3 v\u00e0 x\u00e1c \u0111\u1ecbnh l\u01b0u l\u01b0\u1ee3ng truy c\u1eadp b\u1ea5t th\u01b0\u1eddng ho\u1eb7c \u0111\u00e1ng ng\u1edd. \u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 bao g\u1ed3m vi\u1ec7c s\u1eed d\u1ee5ng c\u1ed5ng b\u1ea5t th\u01b0\u1eddng, s\u1eed d\u1ee5ng giao th\u1ee9c b\u1ea5t th\u01b0\u1eddng ho\u1eb7c l\u01b0u l\u01b0\u1ee3ng truy c\u1eadp t\u1eeb c\u00e1c \u0111\u1ecba ch\u1ec9 IP \u0111\u00e1ng ng\u1edd.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"730\" height=\"270\" src=\"https:\/\/assets.vacif.com\/2023\/08\/image-152.png\" alt=\"\" class=\"wp-image-7668\" srcset=\"https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-152.png 730w, https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-152-600x222.png 600w, https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-152-300x111.png 300w\" sizes=\"auto, (max-width: 730px) 100vw, 730px\" \/><\/figure>\n<\/div>\n\n\n<p>AI c\u0169ng c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n an ninh m\u1ea1ng b\u1eb1ng c\u00e1ch gi\u00e1m s\u00e1t c\u00e1c thi\u1ebft b\u1ecb tr\u00ean m\u1ea1ng. C\u00e1c thu\u1eadt to\u00e1n AI c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o \u0111\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c thi\u1ebft b\u1ecb kh\u00f4ng \u0111\u01b0\u1ee3c ph\u00e9p k\u1ebft n\u1ed1i m\u1ea1ng v\u00e0 c\u1ea3nh b\u00e1o cho c\u00e1c nh\u00f3m b\u1ea3o m\u1eadt v\u1ec1 c\u00e1c m\u1ed1i \u0111e d\u1ecda ti\u1ec1m \u1ea9n.<\/p>\n\n\n\n<p>V\u00ed d\u1ee5: n\u1ebfu m\u1ed9t thi\u1ebft b\u1ecb m\u1edbi \u0111\u01b0\u1ee3c ph\u00e1t hi\u1ec7n tr\u00ean m\u1ea1ng ch\u01b0a \u0111\u01b0\u1ee3c b\u1ed9 ph\u1eadn CNTT cho ph\u00e9p, h\u1ec7 th\u1ed1ng AI c\u00f3 th\u1ec3 g\u1eafn c\u1edd thi\u1ebft b\u1ecb \u0111\u00f3 l\u00e0 m\u1ed9t r\u1ee7i ro b\u1ea3o m\u1eadt ti\u1ec1m \u1ea9n. AI c\u0169ng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 gi\u00e1m s\u00e1t h\u00e0nh vi c\u1ee7a c\u00e1c thi\u1ebft b\u1ecb tr\u00ean m\u1ea1ng, ch\u1eb3ng h\u1ea1n nh\u01b0 c\u00e1c ki\u1ec3u ho\u1ea1t \u0111\u1ed9ng b\u1ea5t th\u01b0\u1eddng, nh\u1eb1m ph\u00e1t hi\u1ec7n c\u00e1c m\u1ed1i \u0111e d\u1ecda ti\u1ec1m \u1ea9n.<\/p>\n\n\n\n<p><strong>4.5 B\u1ea3o m\u1eadt \u0111i\u1ec3m cu\u1ed1i (Endpoint Security)<\/strong><\/p>\n\n\n\n<p>C\u00e1c thi\u1ebft b\u1ecb \u0111\u1ea7u cu\u1ed1i, ch\u1eb3ng h\u1ea1n nh\u01b0 m\u00e1y t\u00ednh x\u00e1ch tay v\u00e0 \u0111i\u1ec7n tho\u1ea1i th\u00f4ng minh, th\u01b0\u1eddng l\u00e0 m\u1ee5c ti\u00eau c\u1ee7a t\u1ed9i ph\u1ea1m m\u1ea1ng. Ph\u1ea7n m\u1ec1m ch\u1ed1ng vi-r\u00fat truy\u1ec1n th\u1ed1ng d\u1ef1a tr\u00ean t\u00ednh n\u0103ng ph\u00e1t hi\u1ec7n d\u1ef1a tr\u00ean ch\u1eef k\u00fd, ch\u1ec9 c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c bi\u1ebfn th\u1ec3 ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i \u0111\u00e3 bi\u1ebft. AI c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c bi\u1ebfn th\u1ec3 ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i ch\u01b0a bi\u1ebft b\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch h\u00e0nh vi c\u1ee7a ch\u00fang.<\/p>\n\n\n\n<p>C\u00e1c gi\u1ea3i ph\u00e1p b\u1ea3o m\u1eadt \u0111i\u1ec3m cu\u1ed1i d\u1ef1a tr\u00ean AI s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n m\u00e1y h\u1ecdc \u0111\u1ec3 ph\u00e2n t\u00edch h\u00e0nh vi c\u1ee7a \u0111i\u1ec3m cu\u1ed1i v\u00e0 ph\u00e1t hi\u1ec7n c\u00e1c m\u1ed1i \u0111e d\u1ecda ti\u1ec1m \u1ea9n. V\u00ed d\u1ee5: gi\u1ea3i ph\u00e1p b\u1ea3o m\u1eadt \u0111i\u1ec3m cu\u1ed1i d\u1ef1a tr\u00ean AI c\u00f3 th\u1ec3 qu\u00e9t t\u1ec7p \u0111\u1ec3 t\u00ecm ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i v\u00e0 c\u00e1ch ly m\u1ecdi t\u1ec7p \u0111\u00e1ng ng\u1edd. N\u00f3 c\u0169ng c\u00f3 th\u1ec3 gi\u00e1m s\u00e1t ho\u1ea1t \u0111\u1ed9ng c\u1ee7a \u0111i\u1ec3m cu\u1ed1i v\u00e0 ph\u00e1t hi\u1ec7n h\u00e0nh vi b\u1ea5t th\u01b0\u1eddng c\u00f3 th\u1ec3 ch\u1ec9 ra m\u1ed1i \u0111e d\u1ecda b\u1ea3o m\u1eadt.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"860\" height=\"520\" src=\"https:\/\/assets.vacif.com\/2023\/08\/image-154.png\" alt=\"\" class=\"wp-image-7670\" srcset=\"https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-154.png 860w, https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-154-600x363.png 600w, https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-154-300x181.png 300w, https:\/\/vacif.com\/en\/wp-content\/uploads\/sites\/3\/2023\/08\/image-154-768x464.png 768w\" sizes=\"auto, (max-width: 860px) 100vw, 860px\" \/><\/figure>\n<\/div>\n\n\n<p>C\u00e1c gi\u1ea3i ph\u00e1p b\u1ea3o m\u1eadt \u0111i\u1ec3m cu\u1ed1i d\u1ef1a tr\u00ean AI c\u0169ng c\u00f3 th\u1ec3 ch\u1eb7n c\u00e1c n\u1ed7 l\u1ef1c truy c\u1eadp tr\u00e1i ph\u00e9p v\u00e0 ng\u0103n k\u1ebb t\u1ea5n c\u00f4ng gi\u00e0nh quy\u1ec1n truy c\u1eadp v\u00e0o d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m. M\u1ed9t l\u1ee3i th\u1ebf ch\u00ednh c\u1ee7a c\u00e1c gi\u1ea3i ph\u00e1p b\u1ea3o m\u1eadt \u0111i\u1ec3m cu\u1ed1i d\u1ef1a tr\u00ean AI l\u00e0 kh\u1ea3 n\u0103ng th\u00edch \u1ee9ng v\u00e0 ph\u00e1t tri\u1ec3n theo th\u1eddi gian. Khi c\u00e1c m\u1ed1i \u0111e d\u1ecda tr\u00ean m\u1ea1ng ph\u00e1t tri\u1ec3n v\u00e0 tr\u1edf n\u00ean tinh vi h\u01a1n, c\u00e1c thu\u1eadt to\u00e1n AI c\u00f3 th\u1ec3 h\u1ecdc h\u1ecfi t\u1eeb d\u1eef li\u1ec7u m\u1edbi v\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu m\u1edbi cho bi\u1ebft c\u00e1c m\u1ed1i \u0111e d\u1ecda ti\u1ec1m \u1ea9n. \u0110i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0 c\u00e1c gi\u1ea3i ph\u00e1p b\u1ea3o m\u1eadt \u0111i\u1ec3m cu\u1ed1i d\u1ef1a tr\u00ean AI c\u00f3 th\u1ec3 cung c\u1ea5p kh\u1ea3 n\u0103ng b\u1ea3o v\u1ec7 t\u1ed1t h\u01a1n tr\u01b0\u1edbc c\u00e1c m\u1ed1i \u0111e d\u1ecda m\u1edbi v\u00e0 ch\u01b0a bi\u1ebft so v\u1edbi ph\u1ea7n m\u1ec1m ch\u1ed1ng vi-r\u00fat truy\u1ec1n th\u1ed1ng.<\/p>\n\n\n\n<p>C\u00e1c gi\u1ea3i ph\u00e1p b\u1ea3o m\u1eadt \u0111i\u1ec3m cu\u1ed1i d\u1ef1a tr\u00ean AI cung c\u1ea5p kh\u1ea3 n\u0103ng b\u1ea3o v\u1ec7 theo th\u1eddi gian th\u1ef1c. C\u00e1c thu\u1eadt to\u00e1n AI c\u00f3 th\u1ec3 ph\u00e2n t\u00edch h\u00e0nh vi c\u1ee7a \u0111i\u1ec3m cu\u1ed1i trong th\u1eddi gian th\u1ef1c v\u00e0 c\u1ea3nh b\u00e1o c\u00e1c nh\u00f3m b\u1ea3o m\u1eadt v\u1ec1 c\u00e1c m\u1ed1i \u0111e d\u1ecda ti\u1ec1m \u1ea9n. \u0110i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0 c\u00e1c nh\u00f3m b\u1ea3o m\u1eadt c\u00f3 th\u1ec3 \u1ee9ng ph\u00f3 v\u1edbi c\u00e1c m\u1ed1i \u0111e d\u1ecda nhanh h\u01a1n v\u00e0 ng\u0103n ch\u00fang g\u00e2y ra thi\u1ec7t h\u1ea1i.<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>M\u1ea1ng internet, c\u00f9ng v\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a c\u00f4ng ngh\u1ec7 k\u1ef9 thu\u1eadt s\u1ed1, \u0111\u00e3 t\u1ea1o ra m\u1ed9t th\u1ebf gi\u1edbi li\u00ean k\u1ebft t\u1ea1o \u0111i\u1ec1u ki\u1ec7n thu\u1eadn l\u1ee3i cho s\u1ef1 ti\u1ec7n l\u1ee3i v\u00e0 ph\u00e1t tri\u1ec3n. Nh\u01b0ng c\u0169ng ch\u00ednh s\u1ef1 li\u00ean k\u1ebft n\u00e0y \u0111\u00e3 \u0111\u01b0a ra nh\u1eefng m\u1ed1i \u0111e d\u1ecda m\u1edbi v\u00e0 \u0111\u00f3 l\u00e0 n\u01a1i tr\u00ed tu\u1ec7 nh\u00e2n [&hellip;]<\/p>\n","protected":false},"author":12,"featured_media":7673,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_eb_attr":"","ocean_post_layout":"","ocean_both_sidebars_style":"","ocean_both_sidebars_content_width":0,"ocean_both_sidebars_sidebars_width":0,"ocean_sidebar":"","ocean_second_sidebar":"","ocean_disable_margins":"enable","ocean_add_body_class":"","ocean_shortcode_before_top_bar":"","ocean_shortcode_after_top_bar":"","ocean_shortcode_before_header":"","ocean_shortcode_after_header":"","ocean_has_shortcode":"","ocean_shortcode_after_title":"","ocean_shortcode_before_footer_widgets":"","ocean_shortcode_after_footer_widgets":"","ocean_shortcode_before_footer_bottom":"","ocean_shortcode_after_footer_bottom":"","ocean_display_top_bar":"default","ocean_display_header":"default","ocean_header_style":"","ocean_center_header_left_menu":"","ocean_custom_header_template":"","ocean_custom_logo":0,"ocean_custom_retina_logo":0,"ocean_custom_logo_max_width":0,"ocean_custom_logo_tablet_max_width":0,"ocean_custom_logo_mobile_max_width":0,"ocean_custom_logo_max_height":0,"ocean_custom_logo_tablet_max_height":0,"ocean_custom_logo_mobile_max_height":0,"ocean_header_custom_menu":"","ocean_menu_typo_font_family":"","ocean_menu_typo_font_subset":"","ocean_menu_typo_font_size":0,"ocean_menu_typo_font_size_tablet":0,"ocean_menu_typo_font_size_mobile":0,"ocean_menu_typo_font_size_unit":"px","ocean_menu_typo_font_weight":"","ocean_menu_typo_font_weight_tablet":"","ocean_menu_typo_font_weight_mobile":"","ocean_menu_typo_transform":"","ocean_menu_typo_transform_tablet":"","ocean_menu_typo_transform_mobile":"","ocean_menu_typo_line_height":0,"ocean_menu_typo_line_height_tablet":0,"ocean_menu_typo_line_height_mobile":0,"ocean_menu_typo_line_height_unit":"","ocean_menu_typo_spacing":0,"ocean_menu_typo_spacing_tablet":0,"ocean_menu_typo_spacing_mobile":0,"ocean_menu_typo_spacing_unit":"","ocean_menu_link_color":"","ocean_menu_link_color_hover":"","ocean_menu_link_color_active":"","ocean_menu_link_background":"","ocean_menu_link_hover_background":"","ocean_menu_link_active_background":"","ocean_menu_social_links_bg":"","ocean_menu_social_hover_links_bg":"","ocean_menu_social_links_color":"","ocean_menu_social_hover_links_color":"","ocean_disable_title":"default","ocean_disable_heading":"default","ocean_post_title":"","ocean_post_subheading":"","ocean_post_title_style":"","ocean_post_title_background_color":"","ocean_post_title_background":0,"ocean_post_title_bg_image_position":"","ocean_post_title_bg_image_attachment":"","ocean_post_title_bg_image_repeat":"","ocean_post_title_bg_image_size":"","ocean_post_title_height":0,"ocean_post_title_bg_overlay":0.5,"ocean_post_title_bg_overlay_color":"","ocean_disable_breadcrumbs":"default","ocean_breadcrumbs_color":"","ocean_breadcrumbs_separator_color":"","ocean_breadcrumbs_links_color":"","ocean_breadcrumbs_links_hover_color":"","ocean_display_footer_widgets":"default","ocean_display_footer_bottom":"default","ocean_custom_footer_template":"","ocean_post_oembed":"","ocean_post_self_hosted_media":"","ocean_post_video_embed":"","ocean_link_format":"","ocean_link_format_target":"self","ocean_quote_format":"","ocean_quote_format_link":"post","ocean_gallery_link_images":"on","ocean_gallery_id":[],"footnotes":""},"categories":[80],"tags":[187,267],"class_list":["post-7660","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-huong-dan-tai-lieu","tag-ai","tag-artificial-intelligence","entry","has-media"],"_links":{"self":[{"href":"https:\/\/vacif.com\/en\/wp-json\/wp\/v2\/posts\/7660","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/vacif.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/vacif.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/vacif.com\/en\/wp-json\/wp\/v2\/users\/12"}],"replies":[{"embeddable":true,"href":"https:\/\/vacif.com\/en\/wp-json\/wp\/v2\/comments?post=7660"}],"version-history":[{"count":1,"href":"https:\/\/vacif.com\/en\/wp-json\/wp\/v2\/posts\/7660\/revisions"}],"predecessor-version":[{"id":10136,"href":"https:\/\/vacif.com\/en\/wp-json\/wp\/v2\/posts\/7660\/revisions\/10136"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/vacif.com\/en\/wp-json\/wp\/v2\/media\/7673"}],"wp:attachment":[{"href":"https:\/\/vacif.com\/en\/wp-json\/wp\/v2\/media?parent=7660"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/vacif.com\/en\/wp-json\/wp\/v2\/categories?post=7660"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/vacif.com\/en\/wp-json\/wp\/v2\/tags?post=7660"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}