{"id":476684,"date":"2023-08-09T07:31:20","date_gmt":"2023-08-09T07:31:20","guid":{"rendered":""},"modified":"2023-09-05T11:13:13","modified_gmt":"2023-09-05T11:13:13","slug":"data-poisoning","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/vn\/wiki\/data-poisoning\/","title":{"rendered":"Ng\u1ed9 \u0111\u1ed9c d\u1eef li\u1ec7u"},"content":{"rendered":"

Ng\u1ed9 \u0111\u1ed9c d\u1eef li\u1ec7u, c\u00f2n \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 t\u1ea5n c\u00f4ng \u0111\u1ea7u \u0111\u1ed9c ho\u1eb7c l\u00e2y nhi\u1ec5m \u0111\u1ed1i ngh\u1ecbch, l\u00e0 m\u1ed9t k\u1ef9 thu\u1eadt \u0111\u1ed9c h\u1ea1i \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 thao t\u00fang c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y b\u1eb1ng c\u00e1ch \u0111\u01b0a d\u1eef li\u1ec7u b\u1ecb nhi\u1ec5m \u0111\u1ed9c v\u00e0o t\u1eadp d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n. M\u1ee5c ti\u00eau c\u1ee7a vi\u1ec7c \u0111\u1ea7u \u0111\u1ed9c d\u1eef li\u1ec7u l\u00e0 l\u00e0m t\u1ed5n h\u1ea1i \u0111\u1ebfn hi\u1ec7u su\u1ea5t c\u1ee7a m\u00f4 h\u00ecnh trong qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n ho\u1eb7c th\u1eadm ch\u00ed khi\u1ebfn m\u00f4 h\u00ecnh t\u1ea1o ra k\u1ebft qu\u1ea3 kh\u00f4ng ch\u00ednh x\u00e1c trong qu\u00e1 tr\u00ecnh suy lu\u1eadn. L\u00e0 m\u1ed9t m\u1ed1i \u0111e d\u1ecda an ninh m\u1ea1ng m\u1edbi n\u1ed5i, ng\u1ed9 \u0111\u1ed9c d\u1eef li\u1ec7u g\u00e2y ra r\u1ee7i ro nghi\u00eam tr\u1ecdng cho c\u00e1c ng\u00e0nh v\u00e0 l\u0129nh v\u1ef1c kh\u00e1c nhau d\u1ef1a v\u00e0o m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh quan tr\u1ecdng.<\/p>\n

L\u1ecbch s\u1eed v\u1ec1 ngu\u1ed3n g\u1ed1c c\u1ee7a ng\u1ed9 \u0111\u1ed9c d\u1eef li\u1ec7u v\u00e0 l\u1ea7n \u0111\u1ea7u ti\u00ean \u0111\u1ec1 c\u1eadp \u0111\u1ebfn n\u00f3<\/h2>\n

Kh\u00e1i ni\u1ec7m \u0111\u1ea7u \u0111\u1ed9c d\u1eef li\u1ec7u c\u00f3 t\u1eeb \u0111\u1ea7u nh\u1eefng n\u0103m 2000 khi c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u b\u1eaft \u0111\u1ea7u kh\u00e1m ph\u00e1 c\u00e1c l\u1ed7 h\u1ed5ng c\u1ee7a h\u1ec7 th\u1ed1ng h\u1ecdc m\u00e1y. Tuy nhi\u00ean, thu\u1eadt ng\u1eef \u201cng\u1ed9 \u0111\u1ed9c d\u1eef li\u1ec7u\u201d \u0111\u00e3 tr\u1edf n\u00ean n\u1ed5i b\u1eadt v\u00e0o n\u0103m 2006 khi c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u Marco Barreno, Blaine Nelson, Anthony D. Joseph v\u00e0 JD Tygar xu\u1ea5t b\u1ea3n m\u1ed9t b\u00e0i b\u00e1o chuy\u00ean \u0111\u1ec1 c\u00f3 ti\u00eau \u0111\u1ec1 \u201cS\u1ef1 an to\u00e0n c\u1ee7a m\u00e1y h\u1ecdc\u201d trong \u0111\u00f3 h\u1ecd ch\u1ee9ng minh kh\u1ea3 n\u0103ng thao t\u00fang b\u1ed9 l\u1ecdc th\u01b0 r\u00e1c b\u1eb1ng c\u00e1ch \u0111\u01b0a d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c ch\u1ebf t\u1ea1o c\u1ea9n th\u1eadn v\u00e0o t\u1eadp hu\u1ea5n luy\u1ec7n.<\/p>\n

Th\u00f4ng tin chi ti\u1ebft v\u1ec1 Ng\u1ed9 \u0111\u1ed9c d\u1eef li\u1ec7u. M\u1edf r\u1ed9ng ch\u1ee7 \u0111\u1ec1 Ng\u1ed9 \u0111\u1ed9c d\u1eef li\u1ec7u.<\/h2>\n

C\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng \u0111\u1ea7u \u0111\u1ed9c d\u1eef li\u1ec7u th\u01b0\u1eddng li\u00ean quan \u0111\u1ebfn vi\u1ec7c ch\u00e8n c\u00e1c \u0111i\u1ec3m d\u1eef li\u1ec7u \u0111\u1ed9c h\u1ea1i v\u00e0o t\u1eadp d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y. Nh\u1eefng \u0111i\u1ec3m d\u1eef li\u1ec7u n\u00e0y \u0111\u01b0\u1ee3c t\u1ea1o ra m\u1ed9t c\u00e1ch c\u1ea9n th\u1eadn \u0111\u1ec3 \u0111\u00e1nh l\u1eeba m\u00f4 h\u00ecnh trong qu\u00e1 tr\u00ecnh h\u1ecdc t\u1eadp c\u1ee7a n\u00f3. Khi m\u00f4 h\u00ecnh b\u1ecb nhi\u1ec5m \u0111\u1ed9c \u0111\u01b0\u1ee3c tri\u1ec3n khai, n\u00f3 c\u00f3 th\u1ec3 bi\u1ec3u hi\u1ec7n nh\u1eefng h\u00e0nh vi kh\u00f4ng mong mu\u1ed1n v\u00e0 c\u00f3 kh\u1ea3 n\u0103ng g\u00e2y h\u1ea1i, d\u1eabn \u0111\u1ebfn nh\u1eefng d\u1ef1 \u0111o\u00e1n v\u00e0 quy\u1ebft \u0111\u1ecbnh kh\u00f4ng ch\u00ednh x\u00e1c.<\/p>\n

Ng\u1ed9 \u0111\u1ed9c d\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c th\u00f4ng qua c\u00e1c ph\u01b0\u01a1ng ph\u00e1p kh\u00e1c nhau, bao g\u1ed3m:<\/p>\n

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  1. \n

    Ng\u1ed9 \u0111\u1ed9c b\u1edfi ti\u1ebfng \u1ed3n ph\u1ee5 gia<\/strong>: Theo c\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y, k\u1ebb t\u1ea5n c\u00f4ng th\u00eam nhi\u1ec5u lo\u1ea1n v\u00e0o c\u00e1c \u0111i\u1ec3m d\u1eef li\u1ec7u th\u1ef1c t\u1ebf \u0111\u1ec3 thay \u0111\u1ed5i ranh gi\u1edbi quy\u1ebft \u0111\u1ecbnh c\u1ee7a m\u00f4 h\u00ecnh. V\u00ed d\u1ee5: trong ph\u00e2n lo\u1ea1i h\u00ecnh \u1ea3nh, k\u1ebb t\u1ea5n c\u00f4ng c\u00f3 th\u1ec3 th\u00eam nhi\u1ec5u tinh vi v\u00e0o h\u00ecnh \u1ea3nh \u0111\u1ec3 \u0111\u00e1nh l\u1eeba m\u00f4 h\u00ecnh.<\/p>\n<\/li>\n

  2. \n

    Ng\u1ed9 \u0111\u1ed9c th\u00f4ng qua vi\u1ec7c ti\u00eam d\u1eef li\u1ec7u<\/strong>: Nh\u1eefng k\u1ebb t\u1ea5n c\u00f4ng \u0111\u01b0a c\u00e1c \u0111i\u1ec3m d\u1eef li\u1ec7u ho\u00e0n to\u00e0n b\u1ecba \u0111\u1eb7t v\u00e0o t\u1eadp hu\u1ea5n luy\u1ec7n, \u0111i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 l\u00e0m sai l\u1ec7ch c\u00e1c m\u1eabu \u0111\u00e3 h\u1ecdc v\u00e0 qu\u00e1 tr\u00ecnh ra quy\u1ebft \u0111\u1ecbnh c\u1ee7a m\u00f4 h\u00ecnh.<\/p>\n<\/li>\n

  3. \n

    L\u1eadt nh\u00e3n<\/strong>: K\u1ebb t\u1ea5n c\u00f4ng c\u00f3 th\u1ec3 g\u1eafn nh\u00e3n sai cho d\u1eef li\u1ec7u ch\u00ednh h\u00e3ng, khi\u1ebfn m\u00f4 h\u00ecnh t\u00ecm hi\u1ec3u c\u00e1c li\u00ean k\u1ebft kh\u00f4ng ch\u00ednh x\u00e1c v\u00e0 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n sai.<\/p>\n<\/li>\n

  4. \n

    L\u1ef1a ch\u1ecdn d\u1eef li\u1ec7u chi\u1ebfn l\u01b0\u1ee3c<\/strong>: K\u1ebb t\u1ea5n c\u00f4ng c\u00f3 th\u1ec3 ch\u1ecdn c\u00e1c \u0111i\u1ec3m d\u1eef li\u1ec7u c\u1ee5 th\u1ec3 m\u00e0 khi \u0111\u01b0\u1ee3c th\u00eam v\u00e0o t\u1eadp hu\u1ea5n luy\u1ec7n s\u1ebd t\u1ed1i \u0111a h\u00f3a t\u00e1c \u0111\u1ed9ng \u0111\u1ebfn hi\u1ec7u su\u1ea5t c\u1ee7a m\u00f4 h\u00ecnh, khi\u1ebfn cu\u1ed9c t\u1ea5n c\u00f4ng kh\u00f3 b\u1ecb ph\u00e1t hi\u1ec7n h\u01a1n.<\/p>\n<\/li>\n<\/ol>\n

    C\u1ea5u tr\u00fac b\u00ean trong c\u1ee7a ng\u1ed9 \u0111\u1ed9c d\u1eef li\u1ec7u. C\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a ng\u1ed9 \u0111\u1ed9c d\u1eef li\u1ec7u.<\/h2>\n

    C\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng \u0111\u1ea7u \u0111\u1ed9c d\u1eef li\u1ec7u khai th\u00e1c l\u1ed7 h\u1ed5ng c\u1ee7a thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y khi ch\u00fang ph\u1ee5 thu\u1ed9c v\u00e0o l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o r\u00f5 r\u00e0ng v\u00e0 ch\u00ednh x\u00e1c. S\u1ef1 th\u00e0nh c\u00f4ng c\u1ee7a m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y ph\u1ee5 thu\u1ed9c v\u00e0o gi\u1ea3 \u0111\u1ecbnh r\u1eb1ng d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n \u0111\u1ea1i di\u1ec7n cho s\u1ef1 ph\u00e2n b\u1ed5 d\u1eef li\u1ec7u trong th\u1ebf gi\u1edbi th\u1ef1c m\u00e0 m\u00f4 h\u00ecnh s\u1ebd g\u1eb7p trong qu\u00e1 tr\u00ecnh s\u1ea3n xu\u1ea5t.<\/p>\n

    Qu\u00e1 tr\u00ecnh \u0111\u1ea7u \u0111\u1ed9c d\u1eef li\u1ec7u th\u01b0\u1eddng bao g\u1ed3m c\u00e1c b\u01b0\u1edbc sau:<\/p>\n

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    1. \n

      Thu th\u1eadp d\u1eef li\u1ec7u<\/strong>: K\u1ebb t\u1ea5n c\u00f4ng thu th\u1eadp ho\u1eb7c truy c\u1eadp d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng b\u1edfi m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y m\u1ee5c ti\u00eau.<\/p>\n<\/li>\n

    2. \n

      Thao t\u00e1c d\u1eef li\u1ec7u<\/strong>: Nh\u1eefng k\u1ebb t\u1ea5n c\u00f4ng s\u1eeda \u0111\u1ed5i c\u1ea9n th\u1eadn m\u1ed9t t\u1eadp h\u1ee3p con c\u1ee7a d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n \u0111\u1ec3 t\u1ea1o ra c\u00e1c \u0111i\u1ec3m d\u1eef li\u1ec7u b\u1ecb nhi\u1ec5m \u0111\u1ed9c. Nh\u1eefng \u0111i\u1ec3m d\u1eef li\u1ec7u n\u00e0y \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 \u0111\u00e1nh l\u1eeba m\u00f4 h\u00ecnh trong qu\u00e1 tr\u00ecnh \u0111\u00e0o t\u1ea1o.<\/p>\n<\/li>\n

    3. \n

      \u0110\u00e0o t\u1ea1o ng\u01b0\u1eddi m\u1eabu<\/strong>: D\u1eef li\u1ec7u b\u1ecb nhi\u1ec5m \u0111\u1ed9c \u0111\u01b0\u1ee3c tr\u1ed9n l\u1eabn v\u1edbi d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n th\u1ef1c s\u1ef1 v\u00e0 m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n tr\u00ean t\u1eadp d\u1eef li\u1ec7u b\u1ecb nhi\u1ec5m \u0111\u1ed9c n\u00e0y.<\/p>\n<\/li>\n

    4. \n

      Tri\u1ec3n khai<\/strong>: M\u00f4 h\u00ecnh b\u1ecb nhi\u1ec5m \u0111\u1ed9c \u0111\u01b0\u1ee3c tri\u1ec3n khai trong m\u00f4i tr\u01b0\u1eddng m\u1ee5c ti\u00eau, n\u01a1i n\u00f3 c\u00f3 th\u1ec3 t\u1ea1o ra nh\u1eefng d\u1ef1 \u0111o\u00e1n kh\u00f4ng ch\u00ednh x\u00e1c ho\u1eb7c sai l\u1ec7ch.<\/p>\n<\/li>\n<\/ol>\n

      Ph\u00e2n t\u00edch c\u00e1c t\u00ednh n\u0103ng ch\u00ednh c\u1ee7a ng\u1ed9 \u0111\u1ed9c d\u1eef li\u1ec7u.<\/h2>\n

      C\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng \u0111\u1ea7u \u0111\u1ed9c d\u1eef li\u1ec7u s\u1edf h\u1eefu m\u1ed9t s\u1ed1 \u0111\u1eb7c \u0111i\u1ec3m ch\u00ednh khi\u1ebfn ch\u00fang tr\u1edf n\u00ean kh\u00e1c bi\u1ec7t:<\/p>\n

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      1. \n

        s\u1ef1 t\u00e0ng h\u00ecnh<\/strong>: C\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng \u0111\u1ea7u \u0111\u1ed9c d\u1eef li\u1ec7u th\u01b0\u1eddng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 tinh vi v\u00e0 tr\u00e1nh b\u1ecb ph\u00e1t hi\u1ec7n trong qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh. Nh\u1eefng k\u1ebb t\u1ea5n c\u00f4ng nh\u1eb1m m\u1ee5c \u0111\u00edch tr\u00e1nh g\u00e2y nghi ng\u1edd cho \u0111\u1ebfn khi m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c tri\u1ec3n khai.<\/p>\n<\/li>\n

      2. \n

        D\u00e0nh ri\u00eang cho t\u1eebng m\u00f4 h\u00ecnh<\/strong>: C\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng \u0111\u1ea7u \u0111\u1ed9c d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c \u0111i\u1ec1u ch\u1ec9nh theo m\u00f4 h\u00ecnh m\u1ee5c ti\u00eau. C\u00e1c m\u00f4 h\u00ecnh kh\u00e1c nhau \u0111\u00f2i h\u1ecfi c\u00e1c chi\u1ebfn l\u01b0\u1ee3c kh\u00e1c nhau \u0111\u1ec3 \u0111\u1ea7u \u0111\u1ed9c th\u00e0nh c\u00f4ng.<\/p>\n<\/li>\n

      3. \n

        Kh\u1ea3 n\u0103ng chuy\u1ec3n nh\u01b0\u1ee3ng<\/strong>: Trong m\u1ed9t s\u1ed1 tr\u01b0\u1eddng h\u1ee3p, m\u1ed9t m\u00f4 h\u00ecnh b\u1ecb nhi\u1ec5m \u0111\u1ed9c c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng l\u00e0m \u0111i\u1ec3m b\u1eaft \u0111\u1ea7u \u0111\u1ec3 \u0111\u1ea7u \u0111\u1ed9c m\u1ed9t m\u00f4 h\u00ecnh kh\u00e1c c\u00f3 ki\u1ebfn tr\u00fac t\u01b0\u01a1ng t\u1ef1, cho th\u1ea5y kh\u1ea3 n\u0103ng chuy\u1ec3n \u0111\u1ed5i c\u1ee7a c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng nh\u01b0 v\u1eady.<\/p>\n<\/li>\n

      4. \n

        S\u1ef1 ph\u1ee5 thu\u1ed9c v\u00e0o b\u1ed1i c\u1ea3nh<\/strong>: Hi\u1ec7u qu\u1ea3 c\u1ee7a vi\u1ec7c \u0111\u1ea7u \u0111\u1ed9c d\u1eef li\u1ec7u c\u00f3 th\u1ec3 ph\u1ee5 thu\u1ed9c v\u00e0o b\u1ed1i c\u1ea3nh c\u1ee5 th\u1ec3 v\u00e0 m\u1ee5c \u0111\u00edch s\u1eed d\u1ee5ng c\u1ee7a m\u00f4 h\u00ecnh.<\/p>\n<\/li>\n

      5. \n

        Kh\u1ea3 n\u0103ng th\u00edch \u1ee9ng<\/strong>: Nh\u1eefng k\u1ebb t\u1ea5n c\u00f4ng c\u00f3 th\u1ec3 \u0111i\u1ec1u ch\u1ec9nh chi\u1ebfn l\u01b0\u1ee3c \u0111\u1ea7u \u0111\u1ed9c d\u1ef1a tr\u00ean c\u00e1c bi\u1ec7n ph\u00e1p \u0111\u1ed1i ph\u00f3 c\u1ee7a ng\u01b0\u1eddi ph\u00f2ng th\u1ee7, khi\u1ebfn vi\u1ec7c \u0111\u1ea7u \u0111\u1ed9c d\u1eef li\u1ec7u tr\u1edf th\u00e0nh m\u1ed9t th\u00e1ch th\u1ee9c li\u00ean t\u1ee5c.<\/p>\n<\/li>\n<\/ol>\n

        C\u00e1c lo\u1ea1i ng\u1ed9 \u0111\u1ed9c d\u1eef li\u1ec7u<\/h2>\n

        C\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng \u0111\u1ea7u \u0111\u1ed9c d\u1eef li\u1ec7u c\u00f3 th\u1ec3 c\u00f3 nhi\u1ec1u h\u00ecnh th\u1ee9c kh\u00e1c nhau, m\u1ed7i h\u00ecnh th\u1ee9c c\u00f3 \u0111\u1eb7c \u0111i\u1ec3m v\u00e0 m\u1ee5c ti\u00eau ri\u00eang. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 lo\u1ea1i ng\u1ed9 \u0111\u1ed9c d\u1eef li\u1ec7u ph\u1ed5 bi\u1ebfn:<\/p>\n\n\n\n\n\n\n\n\n\n
        Ki\u1ec3u<\/strong><\/th>\nS\u1ef1 mi\u00eau t\u1ea3<\/strong><\/th>\n<\/tr>\n<\/thead>\n
        Ti\u00eam \u0111\u1ed9c h\u1ea1i<\/strong><\/td>\nNh\u1eefng k\u1ebb t\u1ea5n c\u00f4ng \u0111\u01b0a d\u1eef li\u1ec7u gi\u1ea3 m\u1ea1o ho\u1eb7c b\u1ecb thao t\u00fang v\u00e0o t\u1eadp hu\u1ea5n luy\u1ec7n \u0111\u1ec3 t\u00e1c \u0111\u1ed9ng \u0111\u1ebfn vi\u1ec7c h\u1ecdc m\u00f4 h\u00ecnh.<\/td>\n<\/tr>\n
        G\u1eafn nh\u00e3n sai m\u1ee5c ti\u00eau<\/strong><\/td>\nC\u00e1c \u0111i\u1ec3m d\u1eef li\u1ec7u c\u1ee5 th\u1ec3 b\u1ecb g\u1eafn nh\u00e3n sai \u0111\u1ec3 g\u00e2y nh\u1ea7m l\u1eabn cho qu\u00e1 tr\u00ecnh h\u1ecdc t\u1eadp v\u00e0 ra quy\u1ebft \u0111\u1ecbnh c\u1ee7a m\u00f4 h\u00ecnh.<\/td>\n<\/tr>\n
        T\u1ea5n c\u00f4ng h\u00ecnh m\u1edd<\/strong><\/td>\nD\u1eef li\u1ec7u b\u1ecb \u0111\u1ea7u \u0111\u1ed9c b\u1eb1ng h\u00ecnh m\u1edd \u0111\u1ec3 cho ph\u00e9p x\u00e1c \u0111\u1ecbnh c\u00e1c m\u00f4 h\u00ecnh b\u1ecb \u0111\u00e1nh c\u1eafp.<\/td>\n<\/tr>\n
        T\u1ea5n c\u00f4ng c\u1eeda sau<\/strong><\/td>\nM\u00f4 h\u00ecnh b\u1ecb \u0111\u1ea7u \u0111\u1ed9c \u0111\u1ec3 ph\u1ea3n h\u1ed3i kh\u00f4ng ch\u00ednh x\u00e1c khi \u0111\u01b0\u1ee3c tr\u00ecnh b\u00e0y v\u1edbi c\u00e1c tr\u00ecnh k\u00edch ho\u1ea1t \u0111\u1ea7u v\u00e0o c\u1ee5 th\u1ec3.<\/td>\n<\/tr>\n
        T\u00e1i t\u1ea1o d\u1eef li\u1ec7u<\/strong><\/td>\nK\u1ebb t\u1ea5n c\u00f4ng ch\u00e8n d\u1eef li\u1ec7u \u0111\u1ec3 t\u00e1i t\u1ea1o l\u1ea1i th\u00f4ng tin nh\u1ea1y c\u1ea3m t\u1eeb k\u1ebft qu\u1ea3 \u0111\u1ea7u ra c\u1ee7a m\u00f4 h\u00ecnh.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        C\u00e1ch s\u1eed d\u1ee5ng Ng\u1ed9 \u0111\u1ed9c d\u1eef li\u1ec7u, c\u00e1c v\u1ea5n \u0111\u1ec1 v\u00e0 gi\u1ea3i ph\u00e1p li\u00ean quan \u0111\u1ebfn vi\u1ec7c s\u1eed d\u1ee5ng.<\/h2>\n

        M\u1eb7c d\u00f9 vi\u1ec7c \u0111\u1ea7u \u0111\u1ed9c d\u1eef li\u1ec7u c\u00f3 m\u1ee5c \u0111\u00edch x\u1ea5u nh\u01b0ng m\u1ed9t s\u1ed1 tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng ti\u1ec1m n\u0103ng l\u1ea1i li\u00ean quan \u0111\u1ebfn c\u00e1c bi\u1ec7n ph\u00e1p ph\u00f2ng th\u1ee7 nh\u1eb1m t\u0103ng c\u01b0\u1eddng b\u1ea3o m\u1eadt cho m\u00e1y h\u1ecdc. C\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt \u0111\u1ea7u \u0111\u1ed9c d\u1eef li\u1ec7u trong n\u1ed9i b\u1ed9 \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 \u0111\u1ed9 m\u1ea1nh m\u1ebd v\u00e0 t\u00ednh d\u1ec5 b\u1ecb t\u1ed5n th\u01b0\u01a1ng c\u1ee7a m\u00f4 h\u00ecnh c\u1ee7a h\u1ecd tr\u01b0\u1edbc c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng \u0111\u1ed1i ngh\u1ecbch.<\/p>\n

        Nh\u1eefng th\u00e1ch th\u1ee9c v\u00e0 gi\u1ea3i ph\u00e1p:<\/strong><\/p>\n

          \n
        1. \n

          Ph\u00e1t hi\u1ec7n<\/strong>: Vi\u1ec7c ph\u00e1t hi\u1ec7n d\u1eef li\u1ec7u b\u1ecb nhi\u1ec5m \u0111\u1ed9c trong qu\u00e1 tr\u00ecnh \u0111\u00e0o t\u1ea1o l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c nh\u01b0ng r\u1ea5t quan tr\u1ecdng. C\u00e1c k\u1ef9 thu\u1eadt nh\u01b0 ph\u00e1t hi\u1ec7n ngo\u1ea1i l\u1ec7 v\u00e0 ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng c\u00f3 th\u1ec3 gi\u00fap x\u00e1c \u0111\u1ecbnh c\u00e1c \u0111i\u1ec3m d\u1eef li\u1ec7u \u0111\u00e1ng ng\u1edd.<\/p>\n<\/li>\n

        2. \n

          V\u1ec7 sinh d\u1eef li\u1ec7u<\/strong>: Quy tr\u00ecnh l\u00e0m s\u1ea1ch d\u1eef li\u1ec7u c\u1ea9n th\u1eadn c\u00f3 th\u1ec3 lo\u1ea1i b\u1ecf ho\u1eb7c v\u00f4 hi\u1ec7u h\u00f3a d\u1eef li\u1ec7u c\u00f3 kh\u1ea3 n\u0103ng g\u00e2y \u0111\u1ed9c tr\u01b0\u1edbc khi \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh.<\/p>\n<\/li>\n

        3. \n

          B\u1ed9 d\u1eef li\u1ec7u \u0111a d\u1ea1ng<\/strong>: C\u00e1c m\u00f4 h\u00ecnh \u0111\u00e0o t\u1ea1o tr\u00ean c\u00e1c b\u1ed9 d\u1eef li\u1ec7u \u0111a d\u1ea1ng c\u00f3 th\u1ec3 gi\u00fap ch\u00fang c\u00f3 kh\u1ea3 n\u0103ng ch\u1ed1ng l\u1ea1i c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng \u0111\u1ea7u \u0111\u1ed9c d\u1eef li\u1ec7u t\u1ed1t h\u01a1n.<\/p>\n<\/li>\n

        4. \n

          Hu\u1ea5n luy\u1ec7n \u0111\u1ed1i ngh\u1ecbch<\/strong>: Vi\u1ec7c k\u1ebft h\u1ee3p \u0111\u00e0o t\u1ea1o \u0111\u1ed1i ngh\u1ecbch c\u00f3 th\u1ec3 gi\u00fap c\u00e1c m\u00f4 h\u00ecnh tr\u1edf n\u00ean m\u1ea1nh m\u1ebd h\u01a1n tr\u01b0\u1edbc c\u00e1c thao t\u00fang \u0111\u1ed1i ngh\u1ecbch ti\u1ec1m t\u00e0ng.<\/p>\n<\/li>\n<\/ol>\n

          C\u00e1c \u0111\u1eb7c \u0111i\u1ec3m ch\u00ednh v\u00e0 c\u00e1c so s\u00e1nh kh\u00e1c v\u1edbi c\u00e1c thu\u1eadt ng\u1eef t\u01b0\u01a1ng t\u1ef1 d\u01b0\u1edbi d\u1ea1ng b\u1ea3ng v\u00e0 danh s\u00e1ch.<\/h2>\n\n\n\n\n\n\n\n\n\n
          \u0111\u1eb7c tr\u01b0ng<\/strong><\/th>\nNg\u1ed9 \u0111\u1ed9c d\u1eef li\u1ec7u<\/strong><\/th>\nGi\u1ea3 m\u1ea1o d\u1eef li\u1ec7u<\/strong><\/th>\nT\u1ea5n c\u00f4ng \u0111\u1ed1i ngh\u1ecbch<\/strong><\/th>\n<\/tr>\n<\/thead>\n
          Kh\u00e1ch quan<\/strong><\/td>\nThao t\u00e1c h\u00e0nh vi m\u00f4 h\u00ecnh<\/td>\nThay \u0111\u1ed5i d\u1eef li\u1ec7u v\u00ec m\u1ee5c \u0111\u00edch x\u1ea5u<\/td>\nKhai th\u00e1c l\u1ed7 h\u1ed5ng trong thu\u1eadt to\u00e1n<\/td>\n<\/tr>\n
          M\u1ee5c ti\u00eau<\/strong><\/td>\nM\u00f4 h\u00ecnh h\u1ecdc m\u00e1y<\/td>\nM\u1ecdi d\u1eef li\u1ec7u \u0111ang \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef ho\u1eb7c truy\u1ec1n t\u1ea3i<\/td>\nM\u00f4 h\u00ecnh h\u1ecdc m\u00e1y<\/td>\n<\/tr>\n
          c\u1ed1 \u00fd<\/strong><\/td>\nC\u1ed1 \u00fd v\u00e0 \u00e1c \u00fd<\/td>\nC\u1ed1 \u00fd v\u00e0 \u00e1c \u00fd<\/td>\nC\u1ed1 \u00fd v\u00e0 th\u01b0\u1eddng c\u00f3 \u00e1c \u00fd<\/td>\n<\/tr>\n
          K\u1ef9 thu\u1eadt<\/strong><\/td>\nTi\u00eam d\u1eef li\u1ec7u b\u1ecb nhi\u1ec5m \u0111\u1ed9c<\/td>\nS\u1eeda \u0111\u1ed5i d\u1eef li\u1ec7u hi\u1ec7n c\u00f3<\/td>\nX\u00e2y d\u1ef1ng c\u00e1c v\u00ed d\u1ee5 \u0111\u1ed1i l\u1eadp<\/td>\n<\/tr>\n
          Bi\u1ec7n ph\u00e1p \u0111\u1ed1i ph\u00f3<\/strong><\/td>\n\u0110\u00e0o t\u1ea1o m\u00f4 h\u00ecnh m\u1ea1nh m\u1ebd<\/td>\nKi\u1ec3m tra t\u00ednh to\u00e0n v\u1eb9n d\u1eef li\u1ec7u<\/td>\n\u0110\u00e0o t\u1ea1o \u0111\u1ed1i ngh\u1ecbch, m\u00f4 h\u00ecnh m\u1ea1nh m\u1ebd<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

          C\u00e1c quan \u0111i\u1ec3m v\u00e0 c\u00f4ng ngh\u1ec7 trong t\u01b0\u01a1ng lai li\u00ean quan \u0111\u1ebfn Ng\u1ed9 \u0111\u1ed9c d\u1eef li\u1ec7u.<\/h2>\n

          T\u01b0\u01a1ng lai c\u1ee7a vi\u1ec7c \u0111\u1ea7u \u0111\u1ed9c d\u1eef li\u1ec7u c\u00f3 th\u1ec3 s\u1ebd ch\u1ee9ng ki\u1ebfn m\u1ed9t cu\u1ed9c ch\u1ea1y \u0111ua v\u0169 trang li\u00ean t\u1ee5c gi\u1eefa k\u1ebb t\u1ea5n c\u00f4ng v\u00e0 ng\u01b0\u1eddi b\u1ea3o v\u1ec7. Khi vi\u1ec7c \u00e1p d\u1ee5ng h\u1ecdc m\u00e1y trong c\u00e1c \u1ee9ng d\u1ee5ng quan tr\u1ecdng ng\u00e0y c\u00e0ng ph\u00e1t tri\u1ec3n, vi\u1ec7c b\u1ea3o m\u1eadt c\u00e1c m\u00f4 h\u00ecnh ch\u1ed1ng l\u1ea1i c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng \u0111\u1ea7u \u0111\u1ed9c d\u1eef li\u1ec7u s\u1ebd c\u00f3 t\u1ea7m quan tr\u1ecdng h\u00e0ng \u0111\u1ea7u.<\/p>\n

          C\u00e1c c\u00f4ng ngh\u1ec7 v\u00e0 ti\u1ebfn b\u1ed9 ti\u1ec1m n\u0103ng \u0111\u1ec3 ch\u1ed1ng ng\u1ed9 \u0111\u1ed9c d\u1eef li\u1ec7u bao g\u1ed3m:<\/p>\n

            \n
          1. \n

            AI c\u00f3 th\u1ec3 gi\u1ea3i th\u00edch \u0111\u01b0\u1ee3c<\/strong>: Vi\u1ec7c ph\u00e1t tri\u1ec3n c\u00e1c m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 \u0111\u01b0a ra l\u1eddi gi\u1ea3i th\u00edch chi ti\u1ebft cho c\u00e1c quy\u1ebft \u0111\u1ecbnh c\u1ee7a h\u1ecd c\u00f3 th\u1ec3 gi\u00fap x\u00e1c \u0111\u1ecbnh nh\u1eefng \u0111i\u1ec3m b\u1ea5t th\u01b0\u1eddng do d\u1eef li\u1ec7u b\u1ecb nhi\u1ec5m \u0111\u1ed9c g\u00e2y ra.<\/p>\n<\/li>\n

          2. \n

            T\u1ef1 \u0111\u1ed9ng ph\u00e1t hi\u1ec7n<\/strong>: H\u1ec7 th\u1ed1ng ph\u00e1t hi\u1ec7n d\u1ef1a tr\u00ean c\u00f4ng ngh\u1ec7 m\u00e1y h\u1ecdc c\u00f3 th\u1ec3 li\u00ean t\u1ee5c theo d\u00f5i v\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1c n\u1ed7 l\u1ef1c \u0111\u1ea7u \u0111\u1ed9c d\u1eef li\u1ec7u.<\/p>\n<\/li>\n

          3. \n

            D\u00e0n ng\u01b0\u1eddi m\u1eabu<\/strong>: Vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt t\u1ed5ng h\u1ee3p c\u00f3 th\u1ec3 khi\u1ebfn k\u1ebb t\u1ea5n c\u00f4ng g\u1eb7p kh\u00f3 kh\u0103n h\u01a1n trong vi\u1ec7c \u0111\u1ea7u \u0111\u1ed9c nhi\u1ec1u m\u00f4 h\u00ecnh c\u00f9ng m\u1ed9t l\u00fac.<\/p>\n<\/li>\n

          4. \n

            Xu\u1ea5t x\u1ee9 d\u1eef li\u1ec7u<\/strong>: Vi\u1ec7c theo d\u00f5i ngu\u1ed3n g\u1ed1c v\u00e0 l\u1ecbch s\u1eed c\u1ee7a d\u1eef li\u1ec7u c\u00f3 th\u1ec3 n\u00e2ng cao t\u00ednh minh b\u1ea1ch c\u1ee7a m\u00f4 h\u00ecnh v\u00e0 h\u1ed7 tr\u1ee3 x\u00e1c \u0111\u1ecbnh d\u1eef li\u1ec7u b\u1ecb \u00f4 nhi\u1ec5m.<\/p>\n<\/li>\n<\/ol>\n

            C\u00e1ch m\u00e1y ch\u1ee7 proxy c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng ho\u1eb7c li\u00ean quan \u0111\u1ebfn vi\u1ec7c \u0111\u1ea7u \u0111\u1ed9c d\u1eef li\u1ec7u.<\/h2>\n

            C\u00e1c m\u00e1y ch\u1ee7 proxy c\u00f3 th\u1ec3 v\u00f4 t\u00ecnh tham gia v\u00e0o c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng \u0111\u1ea7u \u0111\u1ed9c d\u1eef li\u1ec7u do vai tr\u00f2 c\u1ee7a ch\u00fang trong vi\u1ec7c x\u1eed l\u00fd d\u1eef li\u1ec7u gi\u1eefa m\u00e1y kh\u00e1ch v\u00e0 m\u00e1y ch\u1ee7. Nh\u1eefng k\u1ebb t\u1ea5n c\u00f4ng c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng m\u00e1y ch\u1ee7 proxy \u0111\u1ec3 \u1ea9n danh c\u00e1c k\u1ebft n\u1ed1i c\u1ee7a ch\u00fang, khi\u1ebfn nh\u1eefng ng\u01b0\u1eddi b\u1ea3o v\u1ec7 kh\u00f3 x\u00e1c \u0111\u1ecbnh ngu\u1ed3n th\u1ef1c s\u1ef1 c\u1ee7a d\u1eef li\u1ec7u b\u1ecb nhi\u1ec5m \u0111\u1ed9c.<\/p>\n

            Tuy nhi\u00ean, c\u00e1c nh\u00e0 cung c\u1ea5p m\u00e1y ch\u1ee7 proxy c\u00f3 uy t\u00edn nh\u01b0 OneProxy r\u1ea5t quan tr\u1ecdng trong vi\u1ec7c b\u1ea3o v\u1ec7 kh\u1ecfi c\u00e1c n\u1ed7 l\u1ef1c \u0111\u1ea7u \u0111\u1ed9c d\u1eef li\u1ec7u ti\u1ec1m \u1ea9n. H\u1ecd tri\u1ec3n khai c\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o m\u1eadt m\u1ea1nh m\u1ebd \u0111\u1ec3 ng\u0103n ch\u1eb7n vi\u1ec7c l\u1ea1m d\u1ee5ng d\u1ecbch v\u1ee5 c\u1ee7a m\u00ecnh v\u00e0 b\u1ea3o v\u1ec7 ng\u01b0\u1eddi d\u00f9ng kh\u1ecfi c\u00e1c ho\u1ea1t \u0111\u1ed9ng \u0111\u1ed9c h\u1ea1i.<\/p>\n

            Li\u00ean k\u1ebft li\u00ean quan<\/h2>\n

            \u0110\u1ec3 bi\u1ebft th\u00eam th\u00f4ng tin v\u1ec1 Ng\u1ed9 \u0111\u1ed9c d\u1eef li\u1ec7u, h\u00e3y xem x\u00e9t vi\u1ec7c ki\u1ec3m tra c\u00e1c t\u00e0i nguy\u00ean sau:<\/p>\n

              \n
            1. Hi\u1ec3u v\u1ec1 ng\u1ed9 \u0111\u1ed9c d\u1eef li\u1ec7u trong h\u1ecdc m\u00e1y<\/a><\/li>\n
            2. T\u1ea5n c\u00f4ng \u0111\u1ea7u \u0111\u1ed9c d\u1eef li\u1ec7u v\u00e0o c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y<\/a><\/li>\n
            3. H\u1ecdc m\u00e1y \u0111\u1ed1i ngh\u1ecbch<\/a><\/li>\n<\/ol>\n

              H\u00e3y nh\u1edb r\u1eb1ng, vi\u1ec7c \u0111\u01b0\u1ee3c th\u00f4ng b\u00e1o v\u1ec1 nh\u1eefng r\u1ee7i ro v\u00e0 bi\u1ec7n ph\u00e1p \u0111\u1ed1i ph\u00f3 li\u00ean quan \u0111\u1ebfn ng\u1ed9 \u0111\u1ed9c d\u1eef li\u1ec7u l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft trong th\u1ebf gi\u1edbi d\u1ef1a tr\u00ean d\u1eef li\u1ec7u ng\u00e0y nay. Lu\u00f4n c\u1ea3nh gi\u00e1c v\u00e0 \u01b0u ti\u00ean b\u1ea3o m\u1eadt cho h\u1ec7 th\u1ed1ng m\u00e1y h\u1ecdc c\u1ee7a b\u1ea1n.<\/p>","protected":false},"featured_media":476685,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-476684","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about Data Poisoning: A Comprehensive Overview<\/mark>","faq_items":[{"question":"What is data poisoning, and how does it affect machine learning models?","answer":"

              Data poisoning is a malicious technique where attackers inject manipulated data into the training set of machine learning models. This poisoned data aims to deceive the model during its learning process, leading to incorrect predictions during inference. It poses serious risks to industries relying on AI for critical decision-making.<\/p>"},{"question":"How did data poisoning originate, and when was it first mentioned?","answer":"

              The concept of data poisoning emerged in the early 2000s, but it gained prominence in 2006 with a paper by Marco Barreno, Blaine Nelson, Anthony D. Joseph, and J.D. Tygar. They demonstrated its potential by manipulating a spam filter with injected data.<\/p>"},{"question":"What are the key features of data poisoning attacks?","answer":"

              Data poisoning attacks are characterized by their stealthiness, model-specific nature, transferability, context dependence, and adaptability. Attackers tailor their strategies to evade detection and maximize impact, making them challenging to defend against.<\/p>"},{"question":"What are the common types of data poisoning attacks?","answer":"

              Some common types of data poisoning attacks include malicious injections, targeted mislabeling, watermark attacks, backdoor attacks, and data reconstruction. Each type serves specific purposes to compromise the model's performance.<\/p>"},{"question":"How can organizations protect against data poisoning attacks?","answer":"

              Defending against data poisoning requires proactive measures. Techniques like outlier detection, data sanitization, diverse datasets, and adversarial training can enhance the model's resilience against such attacks.<\/p>"},{"question":"How might the future of data poisoning and cybersecurity unfold?","answer":"

              As AI adoption grows, the future of data poisoning will involve an ongoing battle between attackers and defenders. Advancements in explainable AI, automated detection, model ensemble, and data provenance will be critical in mitigating the risks posed by data poisoning.<\/p>"},{"question":"How can proxy servers be associated with data poisoning?","answer":"

              Proxy servers can be misused by attackers to anonymize their connections, potentially facilitating data poisoning attempts. Reputable proxy server providers like OneProxy implement robust security measures to prevent misuse and protect users from malicious activities.<\/p>"},{"question":"Where can I find more information about data poisoning?","answer":"

              For more in-depth insights into data poisoning, check out the provided links:<\/p>

              1. Understanding Data Poisoning in Machine Learning<\/a><\/li>
              2. Data Poisoning Attacks on Machine Learning Models<\/a><\/li>
              3. Adversarial Machine Learning<\/a><\/li><\/ol>

                Stay informed and stay secure in the era of AI and data-driven technologies!<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/wiki\/476684","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/wiki\/476684\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/media\/476685"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/media?parent=476684"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}