{"id":1633,"date":"2023-04-03T12:10:14","date_gmt":"2023-04-03T12:10:14","guid":{"rendered":"https:\/\/securitybriefing.net\/?p=1633"},"modified":"2024-05-31T23:47:01","modified_gmt":"2024-05-31T23:47:01","slug":"tam-quan-trong-cua-viec-su-dung-tri-tue-nhan-tao-cho-phan-tich-nang-cao-phat-hien-va-ung-pho-voi-moi-de-doa","status":"publish","type":"post","link":"https:\/\/securitybriefing.net\/vi\/tri-tue-nhan-tao\/tam-quan-trong-cua-viec-su-dung-tri-tue-nhan-tao-cho-phan-tich-nang-cao-phat-hien-va-ung-pho-voi-moi-de-doa\/","title":{"rendered":"T\u1ea7m quan tr\u1ecdng c\u1ee7a vi\u1ec7c s\u1eed d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u1ec3 ph\u00e2n t\u00edch, ph\u00e1t hi\u1ec7n v\u00e0 \u1ee9ng ph\u00f3 v\u1edbi c\u00e1c m\u1ed1i \u0111e d\u1ecda ti\u00ean ti\u1ebfn"},"content":{"rendered":"<p>Ch\u1ee7 y\u1ebfu \u0111\u1ec3 tri\u1ec3n khai ph\u00f2ng th\u1ee7 m\u1ea1ng ch\u1ed1ng l\u1ea1i m\u1ed9t cu\u1ed9c t\u1ea5n c\u00f4ng m\u1ea1ng ti\u1ec1m \u1ea9n, \u0111i\u1ec1u quan tr\u1ecdng l\u00e0 ph\u1ea3i k\u1ebft h\u1ee3p m\u1ed9t gi\u1ea3i ph\u00e1p bao g\u1ed3m gi\u00e1m s\u00e1t ph\u00f2ng ng\u1eeba, gi\u00e1o d\u1ee5c ng\u01b0\u1eddi d\u00f9ng v\u00e0 v\u00e1 l\u1ed7i v\u00e0 qu\u1ea3n l\u00fd s\u1ef1 c\u1ed1 \u0111\u1ea7y \u0111\u1ee7. Tuy nhi\u00ean, c\u00e1c t\u00f9y ch\u1ecdn c\u00f3 th\u1ec3 v\u01b0\u1ee3t ra ngo\u00e0i c\u1ea5u h\u00ecnh c\u01a1 b\u1ea3n n\u00e0y \u0111\u00e3 \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n. M\u1ed9t trong nh\u1eefng t\u00f9y ch\u1ecdn t\u1ed1t nh\u1ea5t l\u00e0 tri\u1ec3n khai Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) trong an ninh m\u1ea1ng. Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 m\u00e1y h\u1ecdc li\u00ean t\u1ee5c c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng an ninh m\u1ea1ng \u0111\u1ebfn m\u1ee9c c\u00f3 th\u1ec3 l\u1eadp lu\u1eadn r\u1eb1ng th\u1ebf h\u1ec7 ph\u00f2ng th\u1ee7 m\u1ea1ng ti\u1ebfp theo d\u1ef1a nhi\u1ec1u v\u00e0o robot. M\u1ed9t s\u1ed1 nh\u00e0 cung c\u1ea5p an ninh m\u1ea1ng cung c\u1ea5p c\u00f4ng ngh\u1ec7 n\u00e0y cho ph\u00e9p m\u00e1y m\u00f3c nh\u00ecn th\u1ea5y, ph\u00e1t hi\u1ec7n v\u00e0 ph\u1ea3n \u1ee9ng v\u1edbi c\u00e1c m\u1ed1i \u0111e d\u1ecda m\u1ea1ng. B\u1ea1n c\u00f3 th\u1ec3 \u0111\u1ea3m b\u1ea3o r\u1eb1ng ng\u01b0\u1eddi d\u00f9ng \u0111\u01b0\u1ee3c b\u1ea3o v\u1ec7 b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng nh\u1eefng ti\u1ebfn b\u1ed9 m\u1edbi nh\u1ea5t trong tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 m\u00e1y h\u1ecdc.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"artificial-intelligence-in-cybersecurity\"><strong>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong an ninh m\u1ea1ng<\/strong><\/h2>\n\n\n<p>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o bao g\u1ed3m m\u1ed9t h\u1ec7 th\u1ed1ng \u0111\u00e3 \u0111\u01b0\u1ee3c d\u1ea1y \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 c\u1ee5 th\u1ec3 m\u00e0 kh\u00f4ng c\u1ea7n \u0111\u01b0\u1ee3c l\u1eadp tr\u00ecnh r\u00f5 r\u00e0ng, cho ph\u00e9p c\u00e1c gi\u1ea3i ph\u00e1p an ninh m\u1ea1ng ph\u00e2n t\u00edch v\u00e0 t\u00ecm hi\u1ec3u d\u1eef li\u1ec7u v\u1edbi hi\u1ec7u qu\u1ea3 v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c cao h\u01a1n. Do \u0111\u00f3, n\u00f3 tr\u1edf th\u00e0nh \u01b0u ti\u00ean m\u1edbi c\u1ee7a an ninh m\u1ea1ng trong c\u00e1c ph\u00f2ng CNTT t\u1ea1i c\u00e1c c\u00f4ng ty. Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o kh\u00f4ng ng\u1eebng ph\u00e1t tri\u1ec3n v\u00e0 c\u00e1c thu\u1eadt to\u00e1n c\u1ee7a n\u00f3 cho ph\u00e9p h\u1ecdc t\u1ef1 \u0111\u1ed9ng, \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 h\u1ecdc m\u00e1y, gi\u00fap h\u1ec7 th\u1ed1ng h\u1ecdc c\u00e1c m\u1eabu v\u00e0 th\u00edch \u1ee9ng \u0111\u1ec3 \u0111\u01a1n gi\u1ea3n h\u00f3a ph\u1ea3n \u1ee9ng v\u1edbi c\u00e1c r\u1ee7i ro s\u1ef1 c\u1ed1. C\u00e1c chuy\u00ean gia an ninh m\u1ea1ng th\u01b0\u1eddng c\u1ef1c k\u1ef3 b\u1eadn r\u1ed9n, x\u1eed l\u00fd qu\u00e1 nhi\u1ec1u d\u1eef li\u1ec7u, kh\u00f4ng c\u00f3 \u0111\u1ee7 th\u1eddi gian v\u00e0 do \u0111\u00f3 c\u00f3 \u00edt k\u1ef9 n\u0103ng, v\u00ec v\u1eady Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u00f3 th\u1ec3 c\u00f3 t\u00e1c \u0111\u1ed9ng l\u1edbn \u0111\u1ebfn c\u00e1c nh\u00e0 qu\u1ea3n l\u00fd CNTT b\u1eb1ng c\u00e1ch cho ph\u00e9p:<\/p>\n\n\n\n<p>\u2022 Ph\u00e1t hi\u1ec7n m\u1ed1i \u0111e d\u1ecda m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c<\/p>\n\n\n\n<p>\u2022 T\u1ef1 \u0111\u1ed9ng h\u00f3a ph\u1ea3n h\u1ed3i<\/p>\n\n\n\n<p>\u2022 \u0110\u01a1n gi\u1ea3n h\u00f3a vi\u1ec7c \u0111i\u1ec1u tra t\u1ea5n c\u00f4ng<\/p>\n\n\n\n<p>Theo ngh\u0129a n\u00e0y, Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1ea1o ra nh\u1eefng l\u1ee3i \u00edch \u0111\u00e1ng k\u1ec3 v\u00ec ngu\u1ed3n nh\u00e2n l\u1ef1c trong an ninh m\u1ea1ng kh\u00f4ng th\u1ec3 \u0111\u00e1p \u1ee9ng \u0111\u01b0\u1ee3c nhu c\u1ea7u cao. Theo c\u00e1ch n\u00e0y, nh\u1eefng n\u1ed7 l\u1ef1c c\u1ee7a qu\u1ea3n tr\u1ecb vi\u00ean c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a. C\u00e1c h\u1ec7 th\u1ed1ng Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u1ed9ng t\u00e1c b\u1eb1ng c\u00e1ch ph\u00e2n lo\u1ea1i c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng theo m\u1ee9c \u0111\u1ed9 \u0111e d\u1ecda m\u1ea1ng; Nh\u1eefng ng\u01b0\u1eddi ph\u1ee5 tr\u00e1ch an ninh m\u1ea1ng, v\u1ec1 ph\u1ea7n m\u00ecnh, ch\u1ec9 \u0111\u1ecbnh m\u1ee9c \u0111\u1ed9 \u01b0u ti\u00ean m\u00e0 m\u1ed7i cu\u1ed9c t\u1ea5n c\u00f4ng ph\u1ea3i \u0111\u01b0\u1ee3c gi\u1ea3i quy\u1ebft, b\u1eaft \u0111\u1ea7u t\u1eeb m\u1ee9c \u0111\u1ed9 nguy hi\u1ec3m nh\u1ea5t \u0111\u1ed1i v\u1edbi tr\u1ea1ng th\u00e1i th\u00f4ng tin c\u1ee7a c\u00f4ng ty. C\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng m\u1ea1ng ki\u1ec3u ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i v\u00e0 c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng kh\u00e1c c\u00f3 th\u1ec3 ph\u00e1t sinh c\u0169ng \u0111ang ph\u00e1t tri\u1ec3n, khi\u1ebfn c\u00e1c m\u1ed1i \u0111e d\u1ecda m\u1ea1ng di\u1ec5n ra nhanh h\u01a1n v\u00e0 tinh vi h\u01a1n. \u0110\u00e2y l\u00e0 l\u00fd do t\u1ea1i sao H\u1ecdc m\u00e1y tr\u1edf n\u00ean c\u1ea7n thi\u1ebft \u0111\u1ec3 \u1edf c\u00f9ng m\u1ed9t c\u1ea5p \u0111\u1ed9 v\u1ec1 m\u1eb7t chu\u1ea9n b\u1ecb.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"machine-learning\"><strong>H\u1ecdc m\u00e1y<\/strong><\/h2>\n\n\n<p>T\u1eadp trung v\u00e0o vi\u1ec7c \u00e1p d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n li\u00ean quan \u0111\u1ebfn d\u1eef li\u1ec7u. Trong m\u1ed1i quan h\u1ec7 gi\u1eefa Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 an ninh m\u1ea1ng, hai l\u01b0\u1ee3c \u0111\u1ed3 ch\u1ee7 \u0111\u1ea1o \u0111\u01b0\u1ee3c tr\u00ecnh b\u00e0y: l\u01b0\u1ee3c \u0111\u1ed3 do c\u00e1c nh\u00e0 ph\u00e2n t\u00edch \u0111\u1ecbnh ngh\u0129a v\u00e0 l\u01b0\u1ee3c \u0111\u1ed3 do m\u00e1y m\u00f3c \u0111\u1ecbnh ngh\u0129a. C\u00e1c nh\u00e0 ph\u00e2n t\u00edch an ninh m\u1ea1ng t\u1ea1o ra c\u00e1c giao th\u1ee9c d\u1ef1a tr\u00ean kinh nghi\u1ec7m c\u1ee7a h\u1ecd. Tuy nhi\u00ean, h\u1ecd c\u00f3 th\u1ec3 g\u1eb7p ph\u1ea3i s\u1ef1 c\u1ed1 khi g\u1eb7p ph\u1ea3i m\u1ed1i \u0111e d\u1ecda m\u1edbi ho\u1eb7c ch\u01b0a bi\u1ebft. M\u1eb7t kh\u00e1c, m\u00e1y m\u00f3c \u00e1p d\u1ee5ng c\u00e1c giao th\u1ee9c b\u1ea3o m\u1eadt c\u1ee7a ch\u00fang theo th\u00f4ng tin thu \u0111\u01b0\u1ee3c t\u1eeb H\u1ecdc m\u00e1y v\u00e0 H\u1ecdc s\u00e2u. C\u00e1c m\u1eabu h\u00e0nh vi trong m\u1ea1ng \u1ea3nh h\u01b0\u1edfng tr\u1ef1c ti\u1ebfp \u0111\u1ebfn vi\u1ec7c d\u1ef1 \u0111o\u00e1n c\u00e1c chuy\u1ec3n \u0111\u1ed9ng v\u00e0 cu\u1ed9c t\u1ea5n c\u00f4ng trong t\u01b0\u01a1ng lai c\u0169ng nh\u01b0 h\u1ec7 \u0111i\u1ec1u h\u00e0nh \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng, m\u00e1y ch\u1ee7, t\u01b0\u1eddng l\u1eeda, h\u00e0nh \u0111\u1ed9ng c\u1ee7a ng\u01b0\u1eddi d\u00f9ng v\u00e0 chi\u1ebfn thu\u1eadt ph\u1ea3n h\u1ed3i. Tuy nhi\u00ean, ch\u00fang c\u00f3 th\u1ec3 g\u1eb7p ph\u1ea3i &quot;k\u1ebft qu\u1ea3 d\u01b0\u01a1ng t\u00ednh gi\u1ea3&quot;, c\u1ee7ng c\u1ed1 \u00fd t\u01b0\u1edfng r\u1eb1ng c\u1ea3 hai l\u01b0\u1ee3c \u0111\u1ed3 n\u00ean b\u1ed5 sung cho nhau.<\/p>\n\n\n\n<p>\u0110\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi d\u1eef li\u1ec7u \u0111\u1ec3 gi\u00fap c\u00e1c doanh nghi\u1ec7p ph\u00e1t tri\u1ec3n, c\u00f4 \u1ea5y l\u00e0 ng\u01b0\u1eddi \u0111i \u0111\u1ea7u trong c\u00e1c n\u1ed7 l\u1ef1c b\u1ea3o v\u1ec7 \u0111i\u1ec3m cu\u1ed1i. Khi an ninh m\u1ea1ng tr\u1edf th\u00e0nh v\u1ea5n \u0111\u1ec1 to\u00e0n c\u1ea7u ch\u00ednh th\u1ed1ng, h\u00e3y t\u00ecm ki\u1ebfm nh\u1eefng c\u00e1ch m\u1edbi \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh, gi\u00e1m s\u00e1t v\u00e0 ng\u0103n ch\u1eb7n c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng. An ninh m\u1ea1ng do Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o cung c\u1ea5p \u0111\u01b0\u1ee3c \u0111\u1eb7c tr\u01b0ng b\u1edfi t\u00ednh t\u1ef1 ch\u1ee7 c\u1ee7a n\u00f3, nh\u1edd v\u00e0o c\u00f4ng c\u1ee5 t\u1ef1 \u0111\u1ed9ng h\u00f3a ho\u1ea1t \u0111\u1ed9ng v\u00e0 qu\u1ea3n l\u00fd b\u1ea3o m\u1eadt h\u00e0ng ng\u00e0y c\u1ee7a n\u00f3 t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i.<\/p>\n\n\n\n<p>Data Loss Prevention s\u1eed d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt h\u1ecdc m\u00e1y tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u1ec3 qu\u00e9t v\u00e0 ph\u00e2n lo\u1ea1i nhanh d\u1eef li\u1ec7u \u0111ang chuy\u1ec3n \u0111\u1ed9ng, ch\u1eb3ng h\u1ea1n nh\u01b0 email, tin nh\u1eafn v\u0103n b\u1ea3n, t\u00e0i li\u1ec7u v\u00e0 t\u1ec7p \u0111\u00ednh k\u00e8m li\u00ean quan. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p b\u1ea1n \u0111\u1ecbnh c\u1ea5u h\u00ecnh c\u00e1c bi\u1ec7n ph\u00e1p ki\u1ec3m so\u00e1t v\u00e0 h\u1ea1n ch\u1ebf nghi\u00eam ng\u1eb7t \u0111\u1ed1i v\u1edbi vi\u1ec7c truy\u1ec1n d\u1eef li\u1ec7u \u0111\u1ec3 ng\u0103n ng\u1eeba m\u1ea5t m\u00e1t ho\u1eb7c \u0111\u00e1nh c\u1eafp d\u1eef li\u1ec7u.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"endpoint-protection\"><strong>B\u1ea3o v\u1ec7 \u0111i\u1ec3m cu\u1ed1i<\/strong><\/h2>\n\n\n<p>Endpoint Protection bi\u1ebfn nh\u1eefng ti\u1ebfn b\u1ed9 m\u1edbi nh\u1ea5t trong Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 H\u1ecdc m\u00e1y th\u00e0nh l\u1ee3i \u00edch kinh doanh, cung c\u1ea5p h\u1ecdc m\u00e1y ti\u00ean ti\u1ebfn nh\u1ea5t hi\u1ec7n c\u00f3 trong ng\u00e0nh th\u00f4ng qua k\u1ef9 thu\u1eadt v\u00e0 l\u1eafp r\u00e1p ti\u00ean ti\u1ebfn. Qu\u1ea3n tr\u1ecb vi\u00ean b\u1ea3o m\u1eadt \u0111\u1ea1t \u0111\u01b0\u1ee3c m\u1ee9c \u0111\u1ed9 ph\u00f2ng ng\u1eeba ti\u00ean ti\u1ebfn h\u01a1n th\u00f4ng qua c\u00e1c khuy\u1ebfn ngh\u1ecb ch\u00ednh s\u00e1ch v\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a k\u1ebft h\u1ee3p tr\u00ed th\u00f4ng minh v\u1ec1 h\u00e0nh vi c\u1ee7a ng\u01b0\u1eddi d\u00f9ng v\u00e0 qu\u1ea3n tr\u1ecb vi\u00ean, c\u00e1c ch\u1ec9 s\u1ed1 x\u00e2m ph\u1ea1m v\u00e0 c\u00e1c b\u1ea5t th\u01b0\u1eddng trong l\u1ecbch s\u1eed \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1ed1i \u0111e d\u1ecda m\u1ea1ng. Th\u00eam v\u00e0o \u0111\u00f3, n\u00f3 li\u00ean t\u1ee5c t\u00ecm hi\u1ec3u v\u1ec1 xu h\u01b0\u1edbng qu\u1ea3n l\u00fd c\u1ee7a b\u1ea1n \u0111\u1ec3 ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c \u01b0u ti\u00ean, khuy\u1ebfn ngh\u1ecb v\u00e0 ph\u1ea3n h\u1ed3i cho nhu c\u1ea7u m\u1ea1ng c\u1ee7a b\u1ea1n v\u00e0 kh\u1ea3 n\u0103ng ch\u1ecbu r\u1ee7i ro c\u1ee7a t\u1ed5 ch\u1ee9c b\u1ea1n.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"data-source\"><strong>Ngu\u1ed3n d\u1eef li\u1ec7u<\/strong><\/h2>\n\n\n<p>Kh\u00f4ng c\u00f2n nghi ng\u1edd g\u00ec n\u1eefa, hi\u1ec7u su\u1ea5t c\u1ee7a Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o ph\u1ee5 thu\u1ed9c v\u00e0o ngu\u1ed3n d\u1eef li\u1ec7u m\u1ea1nh m\u1ebd. C\u00e1c m\u00f4 h\u00ecnh n\u00e0y ph\u00e2n t\u00edch m\u1ed9t trong nh\u1eefng b\u1ed9 s\u01b0u t\u1eadp d\u1eef li\u1ec7u \u0111o t\u1eeb xa \u0111a y\u1ebfu t\u1ed1 phi ch\u00ednh ph\u1ee7 l\u1edbn nh\u1ea5t th\u1ebf gi\u1edbi \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1ed1i \u0111e d\u1ecda m\u1ea1ng ti\u1ec1m \u1ea9n v\u00e0 c\u00e1c ki\u1ec3u h\u00e0nh vi b\u1ea5t th\u01b0\u1eddng. C\u00f4ng ngh\u1ec7 Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o x\u1eed l\u00fd h\u01a1n 2 petabyte d\u1eef li\u1ec7u m\u1ed7i ng\u00e0y, \u0111\u01b0\u1ee3c t\u1ea1o ra b\u1edfi h\u00e0ng t\u1ef7 t\u1ec7p v\u00e0 tin nh\u1eafn, v\u00e0 h\u00e0ng ngh\u00ecn t\u1ef7 k\u1ebft n\u1ed1i m\u1ea1ng. Endpoint Protection theo d\u00f5i d\u1eef li\u1ec7u v\u1ec1 m\u1ed1i \u0111e d\u1ecda m\u1ea1ng v\u00e0 t\u1ea5n c\u00f4ng m\u1ea1ng tr\u00ean 175 tri\u1ec7u \u0111i\u1ec3m cu\u1ed1i v\u00e0 gi\u00e1m s\u00e1t 57 tri\u1ec7u c\u1ea3m bi\u1ebfn t\u1ea5n c\u00f4ng m\u1ea1ng theo th\u1eddi gian th\u1ef1c, t\u1eebng ph\u00fat. Do \u0111\u00f3, b\u1ea1n c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c ho\u1ea1t \u0111\u1ed9ng b\u1ea3o m\u1eadt h\u00e0ng ng\u00e0y v\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh v\u00e0 th\u1ef1c hi\u1ec7n ph\u00f2ng th\u1ee7, lo\u1ea1i b\u1ecf c\u00e1c quy tr\u00ecnh t\u1ed1n th\u1eddi gian v\u00e0 m\u1edf r\u1ed9ng danh s\u00e1ch vi\u1ec7c c\u1ea7n l\u00e0m c\u1ee7a b\u1ea1n. V\u1ec1 v\u1ea5n \u0111\u1ec1 n\u00e0y, an ninh m\u1ea1ng c\u1ee7a m\u1ea1ng l\u01b0\u1edbi kinh doanh c\u1ee7a b\u1ea1n \u0111\u01b0\u1ee3c c\u1ee7ng c\u1ed1 th\u00f4ng qua m\u1ed9t gi\u1ea3i ph\u00e1p s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 ph\u00f9 h\u1ee3p nh\u1ea5t trong ng\u00e0nh: Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"artificial-intelligence-as-a-branch-of-computer-science\"><strong>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 m\u1ed9t nh\u00e1nh c\u1ee7a khoa h\u1ecdc m\u00e1y t\u00ednh<\/strong><\/h2>\n\n\n<p>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 m\u1ed9t nh\u00e1nh c\u1ee7a khoa h\u1ecdc m\u00e1y t\u00ednh, c\u1ed1 g\u1eafng t\u1ea1o ra nh\u1eefng c\u1ed7 m\u00e1y c\u00f3 kh\u1ea3 n\u0103ng th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 th\u01b0\u1eddng \u0111\u00f2i h\u1ecfi tr\u00ed th\u00f4ng minh c\u1ee7a con ng\u01b0\u1eddi. L\u0129nh v\u1ef1c n\u00e0y nh\u1eb1m m\u1ee5c \u0111\u00edch ph\u00e1t tri\u1ec3n c\u00e1c h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 l\u00fd lu\u1eadn, h\u1ecdc h\u1ecfi, \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh v\u00e0 th\u1eadm ch\u00ed \u0111\u1ed3ng h\u00f3a th\u1ebf gi\u1edbi xung quanh ch\u00fang. Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c chia th\u00e0nh hai lo\u1ea1i: AI h\u1ea1n ch\u1ebf v\u00e0 AI chung.<\/p>\n\n\n\n<p>AI h\u1ea1n ch\u1ebf \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i ho\u1eb7c ph\u00e2n lo\u1ea1i h\u00ecnh \u1ea3nh c\u1ee5 th\u1ec3. Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o n\u00f3i chung c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c ch\u1ee9c n\u0103ng tr\u00ed tu\u1ec7 gi\u1ed1ng nh\u01b0 con ng\u01b0\u1eddi. H\u1ecdc m\u00e1y l\u00e0 m\u1ed9t nh\u00e1nh c\u1ee7a Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o cho ph\u00e9p m\u00e1y t\u00ednh h\u1ecdc t\u1eeb d\u1eef li\u1ec7u m\u00e0 kh\u00f4ng c\u1ea7n l\u1eadp tr\u00ecnh r\u00f5 r\u00e0ng. \u0110i\u1ec1u n\u00e0y \u0111\u1ea1t \u0111\u01b0\u1ee3c b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu trong d\u1eef li\u1ec7u v\u00e0 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n d\u1ef1a tr\u00ean c\u00e1c m\u1eabu \u0111\u00f3. C\u00f3 ba lo\u1ea1i h\u1ecdc m\u00e1y: h\u1ecdc c\u00f3 gi\u00e1m s\u00e1t, kh\u00f4ng gi\u00e1m s\u00e1t v\u00e0 h\u1ecdc t\u0103ng c\u01b0\u1eddng. Trong h\u1ecdc c\u00f3 gi\u00e1m s\u00e1t, c\u00e1c thu\u1eadt to\u00e1n \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o b\u1eb1ng d\u1eef li\u1ec7u c\u00f3 nh\u00e3n v\u00e0 m\u1ee5c ti\u00eau l\u00e0 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n v\u1ec1 d\u1eef li\u1ec7u trong t\u01b0\u01a1ng lai. Trong h\u1ecdc kh\u00f4ng gi\u00e1m s\u00e1t, c\u00e1c thu\u1eadt to\u00e1n \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o b\u1eb1ng d\u1eef li\u1ec7u kh\u00f4ng c\u00f3 nh\u00e3n v\u00e0 m\u1ee5c ti\u00eau l\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu trong d\u1eef li\u1ec7u. Trong h\u1ecdc t\u0103ng c\u01b0\u1eddng, c\u00e1c thu\u1eadt to\u00e1n \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o th\u00f4ng qua th\u1eed nghi\u1ec7m v\u00e0 sai s\u00f3t \u0111\u1ec3 t\u1ed1i \u0111a h\u00f3a l\u1ee3i \u00edch.<\/p>\n\n\n\n<p>Nh\u01b0 ch\u00fang t\u00f4i \u0111\u00e3 ng\u1ee5 \u00fd tr\u01b0\u1edbc \u0111\u00f3, H\u1ecdc s\u00e2u l\u00e0 m\u1ed9t lo\u1ea1i h\u1ecdc m\u00e1y s\u1eed d\u1ee5ng m\u1ea1ng n\u01a1-ron v\u1edbi nhi\u1ec1u l\u1edbp \u1ea9n \u0111\u1ec3 m\u00f4 ph\u1ecfng c\u00e1c m\u1eabu ph\u1ee9c t\u1ea1p v\u00e0 m\u1ed1i quan h\u1ec7 gi\u1eefa d\u1eef li\u1ec7u. N\u00f3 \u0111\u01b0\u1ee3c coi l\u00e0 m\u1ed9t ph\u00e2n lo\u1ea1i c\u1ee7a Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 \u0111\u00e3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 c\u00f3 \u0111\u01b0\u1ee3c k\u1ebft qu\u1ea3 t\u1ed1t trong c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i, th\u1ecb gi\u00e1c m\u00e1y t\u00ednh v\u00e0 x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"conclusion\"><strong>K\u1ebft lu\u1eadn<\/strong><\/h2>\n\n\n<p>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c m\u1ed1i \u0111e d\u1ecda m\u1ea1ng b\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn v\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u00f4 h\u00ecnh c\u00f3 kh\u1ea3 n\u0103ng g\u00e2y nguy hi\u1ec3m. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p c\u00e1c c\u00f4ng ty ph\u1ea3n \u1ee9ng nhanh h\u01a1n v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n v\u1edbi c\u00e1c m\u1ed1i \u0111e d\u1ecda.<\/p>\n\n\n\n<div class=\"schema-faq wp-block-yoast-faq-block\"><div class=\"schema-faq-section\" id=\"faq-question-1680525118694\"><strong class=\"schema-faq-question\">AI trong an ninh m\u1ea1ng l\u00e0 g\u00ec?<\/strong> <p class=\"schema-faq-answer\">AI trong an ninh m\u1ea1ng t\u1eadn d\u1ee5ng c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn \u0111\u1ec3 nhanh ch\u00f3ng ph\u00e2n t\u00edch m\u1ed1i quan h\u1ec7 gi\u1eefa c\u00e1c m\u1ed1i \u0111e d\u1ecda nh\u01b0 t\u1ec7p \u0111\u1ed9c h\u1ea1i, \u0111\u1ecba ch\u1ec9 IP \u0111\u00e1ng ng\u1edd ho\u1eb7c ho\u1ea1t \u0111\u1ed9ng n\u1ed9i gi\u00e1n. B\u1eb1ng c\u00e1ch t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c t\u00e1c v\u1ee5 t\u1ed1n th\u1eddi gian, AI h\u1ed7 tr\u1ee3 c\u00e1c nh\u00f3m an ninh th\u00f4ng tin gi\u1ea3m thi\u1ec3u r\u1ee7i ro vi ph\u1ea1m th\u00f4ng qua gi\u00e1m s\u00e1t th\u1eddi gian th\u1ef1c v\u00e0 ph\u1ea3n h\u1ed3i nhanh ch\u00f3ng.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1680525155487\"><strong class=\"schema-faq-question\">AI c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh \u0111\u01b0\u1ee3c nh\u1eefng cu\u1ed9c t\u1ea5n c\u00f4ng m\u1ea1ng n\u00e0o?<\/strong> <p class=\"schema-faq-answer\">AI c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n nhi\u1ec1u lo\u1ea1i t\u1ea5n c\u00f4ng m\u1ea1ng kh\u00e1c nhau, bao g\u1ed3m l\u1eeba \u0111\u1ea3o, ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i, ph\u1ea7n m\u1ec1m t\u1ed1ng ti\u1ec1n v\u00e0 \u0111\u00e1nh c\u1eafp d\u1eef li\u1ec7u.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1680529016281\"><strong class=\"schema-faq-question\">AI c\u1ea3i thi\u1ec7n c\u00e1c ho\u1ea1t \u0111\u1ed9ng b\u1ea3o m\u1eadt th\u00f4ng tin truy\u1ec1n th\u1ed1ng nh\u01b0 th\u1ebf n\u00e0o?<\/strong> <p class=\"schema-faq-answer\">AI c\u00f3 kh\u1ea3 n\u0103ng h\u1ecdc h\u1ecfi v\u00e0 th\u00edch nghi v\u1edbi c\u00e1c m\u1ed1i \u0111e d\u1ecda m\u1edbi nhanh h\u01a1n con ng\u01b0\u1eddi, cho ph\u00e9p ph\u1ea3n \u1ee9ng nhanh h\u01a1n v\u1edbi c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng m\u1ea1ng.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1680529050333\"><strong class=\"schema-faq-question\">Li\u1ec7u AI c\u00f3 th\u1ec3 b\u1ea3o v\u1ec7 ch\u1ed1ng l\u1ea1i c\u00e1c m\u1ed1i \u0111e d\u1ecda n\u1ed9i gi\u00e1n kh\u00f4ng?<\/strong> <p class=\"schema-faq-answer\">AI c\u00f3 th\u1ec3 ch\u1ed1ng l\u1ea1i c\u00e1c m\u1ed1i \u0111e d\u1ecda n\u1ed9i b\u1ed9 b\u1eb1ng c\u00e1ch theo d\u00f5i h\u00e0nh vi c\u1ee7a ng\u01b0\u1eddi d\u00f9ng v\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1c ki\u1ec3u s\u1eed d\u1ee5ng b\u1ea5t th\u01b0\u1eddng, ch\u1eb3ng h\u1ea1n nh\u01b0 truy c\u1eadp t\u1ec7p tr\u00e1i ph\u00e9p.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1680529085897\"><strong class=\"schema-faq-question\">Li\u1ec7u tin t\u1eb7c c\u00f3 th\u1ec3 khai th\u00e1c AI \u0111\u1ec3 x\u00e2m ph\u1ea1m h\u1ec7 th\u1ed1ng an ninh kh\u00f4ng?<\/strong> <p class=\"schema-faq-answer\">Tin t\u1eb7c c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng AI \u0111\u1ec3 v\u01b0\u1ee3t qua c\u00e1c h\u1ec7 th\u1ed1ng b\u1ea3o m\u1eadt b\u1eb1ng c\u00e1ch ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i d\u1ef1a tr\u00ean AI c\u00f3 kh\u1ea3 n\u0103ng th\u00edch \u1ee9ng v\u1edbi c\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o m\u1eadt v\u00e0 tr\u00e1nh b\u1ecb ph\u00e1t hi\u1ec7n.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1680529124777\"><strong class=\"schema-faq-question\">Li\u1ec7u AI cu\u1ed1i c\u00f9ng c\u00f3 th\u1ec3 khi\u1ebfn an ninh m\u1ea1ng tr\u1edf n\u00ean ho\u00e0n to\u00e0n t\u1ef1 \u0111\u1ed9ng kh\u00f4ng?<\/strong> <p class=\"schema-faq-answer\">M\u1eb7c d\u00f9 AI hi\u1ec7n nay \u0111\u00f2i h\u1ecfi s\u1ef1 gi\u00e1m s\u00e1t c\u1ee7a con ng\u01b0\u1eddi v\u00e0 ra quy\u1ebft \u0111\u1ecbnh theo th\u1eddi gian th\u1ef1c \u0111\u1ec3 \u1ee9ng ph\u00f3 hi\u1ec7u qu\u1ea3 v\u1edbi c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng m\u1ea1ng, nh\u01b0ng nh\u1eefng ti\u1ebfn b\u1ed9 trong t\u01b0\u01a1ng lai c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn c\u00e1c gi\u1ea3i ph\u00e1p an ninh m\u1ea1ng t\u1ef1 ch\u1ee7 h\u01a1n.<\/p> <\/div> <\/div>","protected":false},"excerpt":{"rendered":"<p>Ch\u1ee7 y\u1ebfu \u0111\u1ec3 tri\u1ec3n khai ph\u00f2ng th\u1ee7 m\u1ea1ng ch\u1ed1ng l\u1ea1i m\u1ed9t cu\u1ed9c t\u1ea5n c\u00f4ng m\u1ea1ng ti\u1ec1m \u1ea9n, \u0111i\u1ec1u quan tr\u1ecdng l\u00e0 ph\u1ea3i k\u1ebft h\u1ee3p m\u1ed9t gi\u1ea3i ph\u00e1p bao g\u1ed3m gi\u00e1m s\u00e1t ph\u00f2ng ng\u1eeba, gi\u00e1o d\u1ee5c ng\u01b0\u1eddi d\u00f9ng v\u00e0 v\u00e1 l\u1ed7i v\u00e0 qu\u1ea3n l\u00fd s\u1ef1 c\u1ed1 \u0111\u1ea7y \u0111\u1ee7. Tuy nhi\u00ean,\u2026 <a class=\"more-link\" href=\"https:\/\/securitybriefing.net\/vi\/tri-tue-nhan-tao\/tam-quan-trong-cua-viec-su-dung-tri-tue-nhan-tao-cho-phan-tich-nang-cao-phat-hien-va-ung-pho-voi-moi-de-doa\/\">Ti\u1ebfp t\u1ee5c \u0111\u1ecdc <span class=\"screen-reader-text\">T\u1ea7m quan tr\u1ecdng c\u1ee7a vi\u1ec7c s\u1eed d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u1ec3 ph\u00e2n t\u00edch, ph\u00e1t hi\u1ec7n v\u00e0 \u1ee9ng ph\u00f3 v\u1edbi c\u00e1c m\u1ed1i \u0111e d\u1ecda ti\u00ean ti\u1ebfn<\/span><\/a><\/p>","protected":false},"author":3,"featured_media":1640,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[],"class_list":["post-1633","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","entry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.8 - 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