{"id":476700,"date":"2023-08-09T07:35:16","date_gmt":"2023-08-09T07:35:16","guid":{"rendered":""},"modified":"2023-09-05T11:13:17","modified_gmt":"2023-09-05T11:13:17","slug":"data-science","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/vn\/wiki\/data-science\/","title":{"rendered":"Khoa h\u1ecdc d\u1eef li\u1ec7u"},"content":{"rendered":"

L\u1ecbch s\u1eed v\u1ec1 ngu\u1ed3n g\u1ed1c c\u1ee7a Khoa h\u1ecdc d\u1eef li\u1ec7u v\u00e0 l\u1ea7n \u0111\u1ea7u ti\u00ean \u0111\u1ec1 c\u1eadp \u0111\u1ebfn n\u00f3.<\/h2>\n

Khoa h\u1ecdc d\u1eef li\u1ec7u, l\u0129nh v\u1ef1c \u0111a ng\u00e0nh \u0111\u00e0o s\u00e2u v\u00e0o vi\u1ec7c tr\u00edch xu\u1ea5t ki\u1ebfn th\u1ee9c v\u00e0 hi\u1ec3u bi\u1ebft s\u00e2u s\u1eafc t\u1eeb l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3, c\u00f3 l\u1ecbch s\u1eed phong ph\u00fa b\u1eaft ngu\u1ed3n t\u1eeb \u0111\u1ea7u nh\u1eefng n\u0103m 1960. N\u1ec1n t\u1ea3ng c\u1ee7a n\u00f3 \u0111\u01b0\u1ee3c \u0111\u1eb7t ra b\u1edfi c\u00e1c nh\u00e0 th\u1ed1ng k\u00ea v\u00e0 nh\u00e0 khoa h\u1ecdc m\u00e1y t\u00ednh, nh\u1eefng ng\u01b0\u1eddi \u0111\u00e3 nh\u1eadn ra ti\u1ec1m n\u0103ng c\u1ee7a vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn d\u1ef1a tr\u00ean d\u1eef li\u1ec7u \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 ph\u1ee9c t\u1ea1p v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh s\u00e1ng su\u1ed1t.<\/p>\n

M\u1ed9t trong nh\u1eefng \u0111\u1ec1 c\u1eadp s\u1edbm nh\u1ea5t v\u1ec1 Khoa h\u1ecdc d\u1eef li\u1ec7u c\u00f3 th\u1ec3 l\u00e0 c\u1ee7a John W. Tukey, m\u1ed9t nh\u00e0 to\u00e1n h\u1ecdc v\u00e0 th\u1ed1ng k\u00ea ng\u01b0\u1eddi M\u1ef9, ng\u01b0\u1eddi \u0111\u00e3 s\u1eed d\u1ee5ng thu\u1eadt ng\u1eef \u201cph\u00e2n t\u00edch d\u1eef li\u1ec7u\u201d v\u00e0o n\u0103m 1962. Kh\u00e1i ni\u1ec7m n\u00e0y ti\u1ebfp t\u1ee5c ph\u00e1t tri\u1ec3n v\u1edbi s\u1ef1 ra \u0111\u1eddi c\u1ee7a m\u00e1y t\u00ednh v\u00e0 s\u1ef1 n\u1ed5i l\u00ean c\u1ee7a D\u1eef li\u1ec7u l\u1edbn , \u0111\u1ea1t \u0111\u01b0\u1ee3c s\u1ee9c h\u00fat tr\u00ean nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c nhau v\u00e0o cu\u1ed1i th\u1ebf k\u1ef7 20.<\/p>\n

Th\u00f4ng tin chi ti\u1ebft v\u1ec1 Khoa h\u1ecdc d\u1eef li\u1ec7u: M\u1edf r\u1ed9ng ch\u1ee7 \u0111\u1ec1 Khoa h\u1ecdc d\u1eef li\u1ec7u.<\/h2>\n

Khoa h\u1ecdc d\u1eef li\u1ec7u l\u00e0 l\u0129nh v\u1ef1c \u0111a ng\u00e0nh k\u1ebft h\u1ee3p c\u00e1c y\u1ebfu t\u1ed1 th\u1ed1ng k\u00ea, khoa h\u1ecdc m\u00e1y t\u00ednh, h\u1ecdc m\u00e1y, chuy\u00ean m\u00f4n v\u1ec1 mi\u1ec1n v\u00e0 k\u1ef9 thu\u1eadt d\u1eef li\u1ec7u. M\u1ee5c ti\u00eau ch\u00ednh c\u1ee7a n\u00f3 l\u00e0 tr\u00edch xu\u1ea5t nh\u1eefng hi\u1ec3u bi\u1ebft, m\u00f4 h\u00ecnh v\u00e0 ki\u1ebfn th\u1ee9c c\u00f3 \u00fd ngh\u0129a t\u1eeb c\u00e1c b\u1ed9 d\u1eef li\u1ec7u r\u1ed9ng l\u1edbn v\u00e0 \u0111a d\u1ea1ng. Qu\u00e1 tr\u00ecnh n\u00e0y bao g\u1ed3m m\u1ed9t s\u1ed1 giai \u0111o\u1ea1n, bao g\u1ed3m thu th\u1eadp, l\u00e0m s\u1ea1ch, ph\u00e2n t\u00edch, m\u00f4 h\u00ecnh h\u00f3a v\u00e0 gi\u1ea3i th\u00edch d\u1eef li\u1ec7u.<\/p>\n

C\u00e1c b\u01b0\u1edbc ch\u00ednh trong quy tr\u00ecnh l\u00e0m vi\u1ec7c Khoa h\u1ecdc d\u1eef li\u1ec7u \u0111i\u1ec3n h\u00ecnh bao g\u1ed3m:<\/p>\n

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  1. \n

    Thu th\u1eadp d\u1eef li\u1ec7u: Thu th\u1eadp d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau, ch\u1eb3ng h\u1ea1n nh\u01b0 c\u01a1 s\u1edf d\u1eef li\u1ec7u, API, trang web, c\u1ea3m bi\u1ebfn, v.v.<\/p>\n<\/li>\n

  2. \n

    L\u00e0m s\u1ea1ch d\u1eef li\u1ec7u: X\u1eed l\u00fd tr\u01b0\u1edbc v\u00e0 chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u th\u00f4 \u0111\u1ec3 lo\u1ea1i b\u1ecf l\u1ed7i, s\u1ef1 kh\u00f4ng nh\u1ea5t qu\u00e1n v\u00e0 th\u00f4ng tin kh\u00f4ng li\u00ean quan.<\/p>\n<\/li>\n

  3. \n

    Ph\u00e2n t\u00edch d\u1eef li\u1ec7u: Ph\u00e2n t\u00edch d\u1eef li\u1ec7u th\u0103m d\u00f2 (EDA) \u0111\u1ec3 kh\u00e1m ph\u00e1 c\u00e1c m\u1eabu, m\u1ed1i t\u01b0\u01a1ng quan v\u00e0 xu h\u01b0\u1edbng trong d\u1eef li\u1ec7u.<\/p>\n<\/li>\n

  4. \n

    H\u1ecdc m\u00e1y: \u00c1p d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n v\u00e0 m\u00f4 h\u00ecnh \u0111\u1ec3 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n ho\u1eb7c ph\u00e2n lo\u1ea1i d\u1eef li\u1ec7u d\u1ef1a tr\u00ean c\u00e1c m\u1eabu \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh trong qu\u00e1 tr\u00ecnh ph\u00e2n t\u00edch.<\/p>\n<\/li>\n

  5. \n

    Tr\u1ef1c quan h\u00f3a: Tr\u00ecnh b\u00e0y d\u1eef li\u1ec7u v\u00e0 k\u1ebft qu\u1ea3 ph\u00e2n t\u00edch m\u1ed9t c\u00e1ch tr\u1ef1c quan \u0111\u1ec3 t\u1ea1o \u0111i\u1ec1u ki\u1ec7n hi\u1ec3u bi\u1ebft v\u00e0 giao ti\u1ebfp t\u1ed1t h\u01a1n.<\/p>\n<\/li>\n

  6. \n

    Di\u1ec5n gi\u1ea3i v\u00e0 ra quy\u1ebft \u0111\u1ecbnh: R\u00fat ra nh\u1eefng hi\u1ec3u bi\u1ebft s\u00e2u s\u1eafc t\u1eeb ph\u00e2n t\u00edch \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u v\u00e0 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 trong th\u1ebf gi\u1edbi th\u1ef1c.<\/p>\n<\/li>\n<\/ol>\n

    C\u1ea5u tr\u00fac b\u00ean trong c\u1ee7a Khoa h\u1ecdc d\u1eef li\u1ec7u: Khoa h\u1ecdc d\u1eef li\u1ec7u ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o.<\/h2>\n

    V\u1ec1 c\u1ed1t l\u00f5i, Khoa h\u1ecdc d\u1eef li\u1ec7u li\u00ean quan \u0111\u1ebfn vi\u1ec7c t\u00edch h\u1ee3p ba th\u00e0nh ph\u1ea7n ch\u00ednh:<\/p>\n

      \n
    1. \n

      Ki\u1ebfn th\u1ee9c t\u00ean mi\u1ec1n<\/strong>: Hi\u1ec3u l\u0129nh v\u1ef1c ho\u1eb7c ng\u00e0nh c\u1ee5 th\u1ec3 m\u00e0 vi\u1ec7c ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c ti\u1ebfn h\u00e0nh. N\u1ebfu kh\u00f4ng c\u00f3 ki\u1ebfn th\u1ee9c v\u1ec1 mi\u1ec1n, vi\u1ec7c di\u1ec5n gi\u1ea3i k\u1ebft qu\u1ea3 v\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu c\u00f3 li\u00ean quan s\u1ebd tr\u1edf n\u00ean kh\u00f3 kh\u0103n.<\/p>\n<\/li>\n

    2. \n

      To\u00e1n h\u1ecdc v\u00e0 Th\u1ed1ng k\u00ea<\/strong>: Khoa h\u1ecdc d\u1eef li\u1ec7u ch\u1ee7 y\u1ebfu d\u1ef1a v\u00e0o c\u00e1c kh\u00e1i ni\u1ec7m to\u00e1n h\u1ecdc v\u00e0 th\u1ed1ng k\u00ea \u0111\u1ec3 l\u1eadp m\u00f4 h\u00ecnh d\u1eef li\u1ec7u, ki\u1ec3m tra gi\u1ea3 thuy\u1ebft, ph\u00e2n t\u00edch h\u1ed3i quy, v.v. Nh\u1eefng ph\u01b0\u01a1ng ph\u00e1p n\u00e0y cung c\u1ea5p n\u1ec1n t\u1ea3ng v\u1eefng ch\u1eafc \u0111\u1ec3 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c v\u00e0 r\u00fat ra k\u1ebft lu\u1eadn c\u00f3 \u00fd ngh\u0129a.<\/p>\n<\/li>\n

    3. \n

      Khoa h\u1ecdc m\u00e1y t\u00ednh v\u00e0 l\u1eadp tr\u00ecnh<\/strong>: Kh\u1ea3 n\u0103ng l\u00e0m vi\u1ec7c v\u1edbi b\u1ed9 d\u1eef li\u1ec7u l\u1edbn \u0111\u00f2i h\u1ecfi k\u1ef9 n\u0103ng l\u1eadp tr\u00ecnh v\u1eefng v\u00e0ng. C\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u s\u1eed d\u1ee5ng c\u00e1c ng\u00f4n ng\u1eef nh\u01b0 Python, R ho\u1eb7c Julia \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3 v\u00e0 tri\u1ec3n khai c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y.<\/p>\n<\/li>\n<\/ol>\n

      B\u1ea3n ch\u1ea5t l\u1eb7p l\u1ea1i c\u1ee7a Khoa h\u1ecdc d\u1eef li\u1ec7u li\u00ean quan \u0111\u1ebfn ph\u1ea3n h\u1ed3i v\u00e0 c\u1ea3i ti\u1ebfn li\u00ean t\u1ee5c \u0111\u1ed1i v\u1edbi quy tr\u00ecnh, khi\u1ebfn n\u00f3 tr\u1edf th\u00e0nh m\u1ed9t l\u0129nh v\u1ef1c c\u00f3 kh\u1ea3 n\u0103ng th\u00edch \u1ee9ng v\u00e0 ph\u00e1t tri\u1ec3n.<\/p>\n

      Ph\u00e2n t\u00edch c\u00e1c t\u00ednh n\u0103ng ch\u00ednh c\u1ee7a Khoa h\u1ecdc d\u1eef li\u1ec7u.<\/h2>\n

      Khoa h\u1ecdc d\u1eef li\u1ec7u cung c\u1ea5p nhi\u1ec1u l\u1ee3i th\u1ebf v\u00e0 t\u00ednh n\u0103ng khi\u1ebfn n\u00f3 kh\u00f4ng th\u1ec3 thi\u1ebfu trong th\u1ebf gi\u1edbi d\u1ef1a tr\u00ean d\u1eef li\u1ec7u ng\u00e0y nay:<\/p>\n

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      1. \n

        Ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u<\/strong>: Khoa h\u1ecdc d\u1eef li\u1ec7u cho ph\u00e9p c\u00e1c t\u1ed5 ch\u1ee9c \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean b\u1eb1ng ch\u1ee9ng th\u1ef1c nghi\u1ec7m thay v\u00ec tr\u1ef1c gi\u00e1c, d\u1eabn \u0111\u1ebfn nh\u1eefng l\u1ef1a ch\u1ecdn mang t\u00ednh chi\u1ebfn l\u01b0\u1ee3c v\u00e0 s\u00e1ng su\u1ed1t h\u01a1n.<\/p>\n<\/li>\n

      2. \n

        Ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n<\/strong>: B\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng c\u00e1c m\u1eabu v\u00e0 d\u1eef li\u1ec7u l\u1ecbch s\u1eed, Khoa h\u1ecdc d\u1eef li\u1ec7u cho ph\u00e9p d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c, cho ph\u00e9p l\u1eadp k\u1ebf ho\u1ea1ch ch\u1ee7 \u0111\u1ed9ng v\u00e0 gi\u1ea3m thi\u1ec3u r\u1ee7i ro.<\/p>\n<\/li>\n

      3. \n

        Nh\u1eadn d\u1ea1ng m\u1eabu<\/strong>: Khoa h\u1ecdc d\u1eef li\u1ec7u gi\u00fap x\u00e1c \u0111\u1ecbnh c\u00e1c m\u00f4 h\u00ecnh v\u00e0 xu h\u01b0\u1edbng \u1ea9n trong d\u1eef li\u1ec7u, \u0111i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 ti\u1ebft l\u1ed9 c\u00e1c c\u01a1 h\u1ed9i kinh doanh m\u1edbi v\u00e0 c\u00e1c l\u0129nh v\u1ef1c ti\u1ec1m n\u0103ng \u0111\u1ec3 c\u1ea3i thi\u1ec7n.<\/p>\n<\/li>\n

      4. \n

        T\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 hi\u1ec7u qu\u1ea3<\/strong>: V\u1edbi vi\u1ec7c t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c t\u00e1c v\u1ee5 l\u1eb7p \u0111i l\u1eb7p l\u1ea1i th\u00f4ng qua thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y, Khoa h\u1ecdc d\u1eef li\u1ec7u s\u1ebd t\u1ed1i \u01b0u h\u00f3a c\u00e1c quy tr\u00ecnh v\u00e0 n\u00e2ng cao hi\u1ec7u qu\u1ea3.<\/p>\n<\/li>\n

      5. \n

        C\u00e1 nh\u00e2n h\u00f3a<\/strong>: Khoa h\u1ecdc d\u1eef li\u1ec7u h\u1ed7 tr\u1ee3 tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng \u0111\u01b0\u1ee3c c\u00e1 nh\u00e2n h\u00f3a, ch\u1eb3ng h\u1ea1n nh\u01b0 qu\u1ea3ng c\u00e1o \u0111\u01b0\u1ee3c nh\u1eafm m\u1ee5c ti\u00eau, \u0111\u1ec1 xu\u1ea5t s\u1ea3n ph\u1ea9m v\u00e0 \u0111\u1ec1 xu\u1ea5t n\u1ed9i dung.<\/p>\n<\/li>\n<\/ol>\n

        C\u00e1c lo\u1ea1i Khoa h\u1ecdc D\u1eef li\u1ec7u: Ph\u00e2n lo\u1ea1i theo b\u1ea3ng v\u00e0 danh s\u00e1ch.<\/h2>\n

        Khoa h\u1ecdc d\u1eef li\u1ec7u bao g\u1ed3m nhi\u1ec1u l\u0129nh v\u1ef1c con kh\u00e1c nhau, m\u1ed7i l\u0129nh v\u1ef1c ph\u1ee5c v\u1ee5 c\u00e1c m\u1ee5c \u0111\u00edch c\u1ee5 th\u1ec3 v\u00e0 t\u1eadp trung v\u00e0o c\u00e1c k\u1ef9 thu\u1eadt v\u00e0 ph\u01b0\u01a1ng ph\u00e1p ri\u00eang bi\u1ec7t. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 lo\u1ea1i Khoa h\u1ecdc d\u1eef li\u1ec7u ch\u00ednh:<\/p>\n\n\n\n\n\n\n\n\n\n\n
        Lo\u1ea1i khoa h\u1ecdc d\u1eef li\u1ec7u<\/th>\nS\u1ef1 mi\u00eau t\u1ea3<\/th>\n<\/tr>\n<\/thead>\n
        Ph\u00e2n t\u00edch m\u00f4 t\u1ea3<\/strong><\/td>\nPh\u00e2n t\u00edch d\u1eef li\u1ec7u trong qu\u00e1 kh\u1ee9 \u0111\u1ec3 hi\u1ec3u \u0111i\u1ec1u g\u00ec \u0111\u00e3 x\u1ea3y ra v\u00e0 t\u1ea1i sao.<\/td>\n<\/tr>\n
        Ph\u00e2n t\u00edch ch\u1ea9n \u0111o\u00e1n<\/strong><\/td>\n\u0110i\u1ec1u tra d\u1eef li\u1ec7u l\u1ecbch s\u1eed \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh nguy\u00ean nh\u00e2n c\u1ee7a c\u00e1c s\u1ef1 ki\u1ec7n ho\u1eb7c h\u00e0nh vi c\u1ee5 th\u1ec3.<\/td>\n<\/tr>\n
        Ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n<\/strong><\/td>\nS\u1eed d\u1ee5ng d\u1eef li\u1ec7u l\u1ecbch s\u1eed \u0111\u1ec3 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n v\u1ec1 k\u1ebft qu\u1ea3 trong t\u01b0\u01a1ng lai.<\/td>\n<\/tr>\n
        Ph\u00e2n t\u00edch theo quy \u0111\u1ecbnh<\/strong><\/td>\n\u0110\u1ec1 xu\u1ea5t ph\u01b0\u01a1ng \u00e1n h\u00e0nh \u0111\u1ed9ng t\u1ed1t nh\u1ea5t d\u1ef1a tr\u00ean c\u00e1c m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n v\u00e0 k\u1ef9 thu\u1eadt t\u1ed1i \u01b0u h\u00f3a.<\/td>\n<\/tr>\n
        H\u1ecdc m\u00e1y<\/strong><\/td>\nX\u00e2y d\u1ef1ng v\u00e0 tri\u1ec3n khai c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc t\u1eeb d\u1eef li\u1ec7u \u0111\u1ec3 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n ho\u1eb7c th\u1ef1c hi\u1ec7n h\u00e0nh \u0111\u1ed9ng.<\/td>\n<\/tr>\n
        X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP)<\/strong><\/td>\nT\u1eadp trung v\u00e0o s\u1ef1 t\u01b0\u01a1ng t\u00e1c gi\u1eefa m\u00e1y t\u00ednh v\u00e0 ng\u00f4n ng\u1eef c\u1ee7a con ng\u01b0\u1eddi, cho ph\u00e9p hi\u1ec3u v\u00e0 t\u1ea1o ra ng\u00f4n ng\u1eef.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        C\u00e1c c\u00e1ch s\u1eed d\u1ee5ng Khoa h\u1ecdc 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

        Khoa h\u1ecdc d\u1eef li\u1ec7u t\u00ecm th\u1ea5y c\u00e1c \u1ee9ng d\u1ee5ng trong nhi\u1ec1u ng\u00e0nh v\u00e0 l\u0129nh v\u1ef1c, thay \u0111\u1ed5i c\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a doanh nghi\u1ec7p v\u00e0 x\u00e3 h\u1ed9i. M\u1ed9t s\u1ed1 tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng ph\u1ed5 bi\u1ebfn bao g\u1ed3m:<\/p>\n

          \n
        1. \n

          Ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe<\/strong>: Khoa h\u1ecdc d\u1eef li\u1ec7u h\u1ed7 tr\u1ee3 d\u1ef1 \u0111o\u00e1n b\u1ec7nh, ph\u00e1t hi\u1ec7n thu\u1ed1c, t\u1ed1i \u01b0u h\u00f3a ch\u0103m s\u00f3c b\u1ec7nh nh\u00e2n v\u00e0 qu\u1ea3n l\u00fd h\u1ed3 s\u01a1 s\u1ee9c kh\u1ecfe.<\/p>\n<\/li>\n

        2. \n

          T\u00e0i ch\u00ednh<\/strong>: N\u00f3 h\u1ed7 tr\u1ee3 ph\u00e1t hi\u1ec7n gian l\u1eadn, \u0111\u00e1nh gi\u00e1 r\u1ee7i ro, giao d\u1ecbch b\u1eb1ng thu\u1eadt to\u00e1n v\u00e0 ch\u1ea5m \u0111i\u1ec3m t\u00edn d\u1ee5ng kh\u00e1ch h\u00e0ng.<\/p>\n<\/li>\n

        3. \n

          Ti\u1ebfp th\u1ecb<\/strong>: Khoa h\u1ecdc d\u1eef li\u1ec7u cho ph\u00e9p qu\u1ea3ng c\u00e1o \u0111\u01b0\u1ee3c nh\u1eafm m\u1ee5c ti\u00eau, ph\u00e2n kh\u00fac kh\u00e1ch h\u00e0ng v\u00e0 t\u1ed1i \u01b0u h\u00f3a chi\u1ebfn d\u1ecbch.<\/p>\n<\/li>\n

        4. \n

          V\u1eadn t\u1ea3i<\/strong>: N\u00f3 g\u00f3p ph\u1ea7n t\u1ed1i \u01b0u h\u00f3a tuy\u1ebfn \u0111\u01b0\u1eddng, d\u1ef1 \u0111o\u00e1n nhu c\u1ea7u v\u00e0 b\u1ea3o tr\u00ec ph\u01b0\u01a1ng ti\u1ec7n.<\/p>\n<\/li>\n

        5. \n

          Gi\u00e1o d\u1ee5c<\/strong>: Khoa h\u1ecdc d\u1eef li\u1ec7u n\u00e2ng cao kh\u1ea3 n\u0103ng h\u1ecdc t\u1eadp th\u00edch \u1ee9ng, ph\u00e2n t\u00edch hi\u1ec7u su\u1ea5t v\u00e0 tr\u1ea3i nghi\u1ec7m h\u1ecdc t\u1eadp \u0111\u01b0\u1ee3c c\u00e1 nh\u00e2n h\u00f3a.<\/p>\n<\/li>\n<\/ol>\n

          Tuy nhi\u00ean, Khoa h\u1ecdc d\u1eef li\u1ec7u c\u0169ng ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi nh\u1eefng th\u00e1ch th\u1ee9c, ch\u1eb3ng h\u1ea1n nh\u01b0 lo ng\u1ea1i v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0 d\u1eef li\u1ec7u, v\u1ea5n \u0111\u1ec1 v\u1ec1 ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u v\u00e0 c\u00e1c c\u00e2n nh\u1eafc v\u1ec1 \u0111\u1ea1o \u0111\u1ee9c. Gi\u1ea3i quy\u1ebft nh\u1eefng v\u1ea5n \u0111\u1ec1 n\u00e0y \u0111\u00f2i h\u1ecfi ph\u1ea3i qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u m\u1ea1nh m\u1ebd, minh b\u1ea1ch v\u00e0 tu\u00e2n th\u1ee7 c\u00e1c nguy\u00ean t\u1eafc \u0111\u1ea1o \u0111\u1ee9c.<\/p>\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
          \u0111\u1eb7c tr\u01b0ng<\/th>\nKhoa h\u1ecdc d\u1eef li\u1ec7u<\/th>\nPh\u00e2n t\u00edch d\u1eef li\u1ec7u<\/th>\nH\u1ecdc m\u00e1y<\/th>\n<\/tr>\n<\/thead>\n
          T\u1eadp trung<\/strong><\/td>\nTr\u00edch xu\u1ea5t th\u00f4ng tin chi ti\u1ebft t\u1eeb d\u1eef li\u1ec7u, \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n v\u00e0 th\u00fac \u0111\u1ea9y qu\u00e1 tr\u00ecnh ra quy\u1ebft \u0111\u1ecbnh.<\/td>\nPh\u00e2n t\u00edch v\u00e0 gi\u1ea3i th\u00edch d\u1eef li\u1ec7u \u0111\u1ec3 r\u00fat ra k\u1ebft lu\u1eadn c\u00f3 \u00fd ngh\u0129a.<\/td>\nPh\u00e1t tri\u1ec3n c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc t\u1eeb d\u1eef li\u1ec7u v\u00e0 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n.<\/td>\n<\/tr>\n
          Vai tr\u00f2<\/strong><\/td>\nM\u1ed9t l\u0129nh v\u1ef1c \u0111a ng\u00e0nh li\u00ean quan \u0111\u1ebfn th\u1ed1ng k\u00ea, khoa h\u1ecdc m\u00e1y t\u00ednh v\u00e0 chuy\u00ean m\u00f4n v\u1ec1 l\u0129nh v\u1ef1c.<\/td>\nM\u1ed9t ph\u1ea7n c\u1ee7a Khoa h\u1ecdc d\u1eef li\u1ec7u t\u1eadp trung v\u00e0o ki\u1ec3m tra v\u00e0 gi\u1ea3i th\u00edch d\u1eef li\u1ec7u.<\/td>\nM\u1ed9t t\u1eadp h\u1ee3p con c\u1ee7a Khoa h\u1ecdc d\u1eef li\u1ec7u t\u1eadp trung v\u00e0o ph\u00e1t tri\u1ec3n c\u00e1c m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n b\u1eb1ng thu\u1eadt to\u00e1n.<\/td>\n<\/tr>\n
          M\u1ee5c \u0111\u00edch<\/strong><\/td>\nGi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 ph\u1ee9c t\u1ea1p, kh\u00e1m ph\u00e1 c\u00e1c m\u1eabu v\u00e0 th\u00fac \u0111\u1ea9y \u0111\u1ed5i m\u1edbi th\u00f4ng qua d\u1eef li\u1ec7u.<\/td>\nHi\u1ec3u d\u1eef li\u1ec7u l\u1ecbch s\u1eed, x\u00e1c \u0111\u1ecbnh xu h\u01b0\u1edbng v\u00e0 r\u00fat ra k\u1ebft lu\u1eadn.<\/td>\nT\u1ea1o c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc h\u1ecfi t\u1eeb d\u1eef li\u1ec7u v\u00e0 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n ho\u1eb7c quy\u1ebft \u0111\u1ecbnh.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

          Quan \u0111i\u1ec3m v\u00e0 c\u00f4ng ngh\u1ec7 c\u1ee7a t\u01b0\u01a1ng lai li\u00ean quan \u0111\u1ebfn Khoa h\u1ecdc d\u1eef li\u1ec7u.<\/h2>\n

          T\u01b0\u01a1ng lai c\u1ee7a Khoa h\u1ecdc d\u1eef li\u1ec7u c\u00f3 v\u1ebb \u0111\u1ea7y h\u1ee9a h\u1eb9n v\u1edbi m\u1ed9t s\u1ed1 c\u00f4ng ngh\u1ec7 v\u00e0 xu h\u01b0\u1edbng ch\u00ednh \u0111\u1ecbnh h\u00ecnh s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a n\u00f3:<\/p>\n

            \n
          1. \n

            Nh\u1eefng ti\u1ebfn b\u1ed9 v\u1ec1 d\u1eef li\u1ec7u l\u1edbn<\/strong>: Khi d\u1eef li\u1ec7u ti\u1ebfp t\u1ee5c ph\u00e1t tri\u1ec3n theo c\u1ea5p s\u1ed1 nh\u00e2n, c\u00e1c c\u00f4ng ngh\u1ec7 x\u1eed l\u00fd, l\u01b0u tr\u1eef v\u00e0 ph\u00e2n t\u00edch D\u1eef li\u1ec7u l\u1edbn s\u1ebd c\u00e0ng tr\u1edf n\u00ean quan tr\u1ecdng h\u01a1n.<\/p>\n<\/li>\n

          2. \n

            Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI)<\/strong>: AI s\u1ebd \u0111\u00f3ng m\u1ed9t vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c giai \u0111o\u1ea1n kh\u00e1c nhau c\u1ee7a quy tr\u00ecnh Khoa h\u1ecdc d\u1eef li\u1ec7u, gi\u00fap quy tr\u00ecnh n\u00e0y hi\u1ec7u qu\u1ea3 v\u00e0 m\u1ea1nh m\u1ebd h\u01a1n.<\/p>\n<\/li>\n

          3. \n

            \u0110i\u1ec7n to\u00e1n bi\u00ean<\/strong>: V\u1edbi s\u1ef1 gia t\u0103ng c\u1ee7a c\u00e1c thi\u1ebft b\u1ecb Internet of Things (IoT), vi\u1ec7c x\u1eed l\u00fd d\u1eef li\u1ec7u \u1edf r\u00eca m\u1ea1ng s\u1ebd tr\u1edf n\u00ean ph\u1ed5 bi\u1ebfn h\u01a1n, gi\u1ea3m \u0111\u1ed9 tr\u1ec5 v\u00e0 t\u0103ng c\u01b0\u1eddng ph\u00e2n t\u00edch th\u1eddi gian th\u1ef1c.<\/p>\n<\/li>\n

          4. \n

            AI c\u00f3 th\u1ec3 gi\u1ea3i th\u00edch \u0111\u01b0\u1ee3c<\/strong>: Khi c\u00e1c thu\u1eadt to\u00e1n AI tr\u1edf n\u00ean ph\u1ee9c t\u1ea1p h\u01a1n, nhu c\u1ea7u v\u1ec1 AI c\u00f3 th\u1ec3 gi\u1ea3i th\u00edch \u0111\u01b0\u1ee3c, mang l\u1ea1i k\u1ebft qu\u1ea3 minh b\u1ea1ch v\u00e0 d\u1ec5 hi\u1ec3u, s\u1ebd t\u0103ng l\u00ean.<\/p>\n<\/li>\n

          5. \n

            Quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 \u0111\u1ea1o \u0111\u1ee9c d\u1eef li\u1ec7u<\/strong>: V\u1edbi nh\u1eadn th\u1ee9c c\u1ed9ng \u0111\u1ed3ng ng\u00e0y c\u00e0ng t\u0103ng, c\u00e1c quy \u0111\u1ecbnh v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0 d\u1eef li\u1ec7u v\u00e0 c\u00e1c c\u00e2n nh\u1eafc v\u1ec1 \u0111\u1ea1o \u0111\u1ee9c s\u1ebd \u0111\u1ecbnh h\u00ecnh c\u00e1ch th\u1ef1c h\u00e0nh Khoa h\u1ecdc d\u1eef li\u1ec7u.<\/p>\n<\/li>\n<\/ol>\n

            C\u00e1ch s\u1eed d\u1ee5ng ho\u1eb7c li\u00ean k\u1ebft m\u00e1y ch\u1ee7 proxy v\u1edbi Khoa h\u1ecdc d\u1eef li\u1ec7u.<\/h2>\n

            M\u00e1y ch\u1ee7 proxy \u0111\u00f3ng m\u1ed9t vai tr\u00f2 quan tr\u1ecdng trong Khoa h\u1ecdc d\u1eef li\u1ec7u, \u0111\u1eb7c bi\u1ec7t l\u00e0 trong vi\u1ec7c thu th\u1eadp d\u1eef li\u1ec7u v\u00e0 qu\u00e9t web. H\u1ecd \u0111\u00f3ng vai tr\u00f2 trung gian gi\u1eefa ng\u01b0\u1eddi d\u00f9ng v\u00e0 internet, cho ph\u00e9p c\u00e1c Nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u truy c\u1eadp v\u00e0 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1eeb c\u00e1c trang web m\u00e0 kh\u00f4ng ti\u1ebft l\u1ed9 \u0111\u1ecba ch\u1ec9 IP th\u1ef1c t\u1ebf c\u1ee7a h\u1ecd.<\/p>\n

            D\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 c\u00e1ch li\u00ean k\u1ebft m\u00e1y ch\u1ee7 proxy v\u1edbi Khoa h\u1ecdc d\u1eef li\u1ec7u:<\/p>\n

              \n
            1. \n

              R\u00fat tr\u00edch n\u1ed9i dung trang web<\/strong>: M\u00e1y ch\u1ee7 proxy cho ph\u00e9p Nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u thu th\u1eadp d\u1eef li\u1ec7u t\u1eeb c\u00e1c trang web tr\u00ean quy m\u00f4 l\u1edbn m\u00e0 kh\u00f4ng b\u1ecb ch\u1eb7n b\u1edfi c\u00e1c bi\u1ec7n ph\u00e1p ch\u1ed1ng thu th\u1eadp d\u1eef li\u1ec7u.<\/p>\n<\/li>\n

            2. \n

              \u1ea8n danh v\u00e0 quy\u1ec1n ri\u00eang t\u01b0<\/strong>: B\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng m\u00e1y ch\u1ee7 proxy, Nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u c\u00f3 th\u1ec3 che gi\u1ea5u danh t\u00ednh v\u00e0 b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0 c\u1ee7a h\u1ecd khi truy c\u1eadp d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m ho\u1eb7c \u0111\u01b0a ra y\u00eau c\u1ea7u tr\u1ef1c tuy\u1ebfn.<\/p>\n<\/li>\n

            3. \n

              Ph\u00e2n ph\u1ed1i m\u00e1y t\u00ednh<\/strong>: M\u00e1y ch\u1ee7 proxy h\u1ed7 tr\u1ee3 t\u00ednh to\u00e1n ph\u00e2n t\u00e1n, trong \u0111\u00f3 nhi\u1ec1u m\u00e1y ch\u1ee7 l\u00e0m vi\u1ec7c c\u00f9ng nhau trong c\u00e1c nhi\u1ec7m v\u1ee5 Khoa h\u1ecdc d\u1eef li\u1ec7u, n\u00e2ng cao s\u1ee9c m\u1ea1nh v\u00e0 hi\u1ec7u qu\u1ea3 t\u00ednh to\u00e1n.<\/p>\n<\/li>\n

            4. \n

              Gi\u00e1m s\u00e1t d\u1eef li\u1ec7u<\/strong>: Nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng m\u00e1y ch\u1ee7 proxy \u0111\u1ec3 gi\u00e1m s\u00e1t c\u00e1c trang web v\u00e0 n\u1ec1n t\u1ea3ng tr\u1ef1c tuy\u1ebfn \u0111\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c thay \u0111\u1ed5i ho\u1eb7c c\u1eadp nh\u1eadt, cung c\u1ea5p d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c \u0111\u1ec3 ph\u00e2n t\u00edch.<\/p>\n<\/li>\n<\/ol>\n

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

              \u0110\u1ec3 bi\u1ebft th\u00eam th\u00f4ng tin v\u1ec1 Khoa h\u1ecdc d\u1eef li\u1ec7u, b\u1ea1n c\u00f3 th\u1ec3 kh\u00e1m ph\u00e1 c\u00e1c t\u00e0i nguy\u00ean sau:<\/p>\n

                \n
              1. DataCamp \u2013 Kh\u00f3a h\u1ecdc khoa h\u1ecdc d\u1eef li\u1ec7u<\/a><\/li>\n
              2. Kaggle \u2013 C\u1ed9ng \u0111\u1ed3ng khoa h\u1ecdc d\u1eef li\u1ec7u v\u00e0 c\u00e1c cu\u1ed9c thi<\/a><\/li>\n
              3. H\u01b0\u1edbng t\u1edbi Khoa h\u1ecdc D\u1eef li\u1ec7u \u2013 \u1ea4n ph\u1ea9m Khoa h\u1ecdc D\u1eef li\u1ec7u<\/a><\/li>\n
              4. Trung t\u00e2m khoa h\u1ecdc d\u1eef li\u1ec7u - T\u00e0i nguy\u00ean tr\u1ef1c tuy\u1ebfn cho khoa h\u1ecdc d\u1eef li\u1ec7u<\/a><\/li>\n<\/ol>\n

                T\u00f3m l\u1ea1i, Khoa h\u1ecdc d\u1eef li\u1ec7u l\u00e0 m\u1ed9t l\u0129nh v\u1ef1c kh\u00f4ng ng\u1eebng ph\u00e1t tri\u1ec3n, trao quy\u1ec1n cho c\u00e1c t\u1ed5 ch\u1ee9c v\u00e0 c\u00e1 nh\u00e2n khai th\u00e1c ti\u1ec1m n\u0103ng d\u1eef li\u1ec7u c\u1ee7a h\u1ecd. V\u1edbi c\u00e1ch ti\u1ebfp c\u1eadn \u0111a ng\u00e0nh v\u00e0 nh\u1eefng ti\u1ebfn b\u1ed9 c\u00f4ng ngh\u1ec7 ng\u00e0y c\u00e0ng t\u0103ng, Khoa h\u1ecdc d\u1eef li\u1ec7u ti\u1ebfp t\u1ee5c \u0111\u1ecbnh h\u00ecnh c\u00e1ch ch\u00fang ta hi\u1ec3u, ph\u00e2n t\u00edch v\u00e0 t\u1eadn d\u1ee5ng d\u1eef li\u1ec7u \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh s\u00e1ng su\u1ed1t v\u00e0 th\u00fac \u0111\u1ea9y \u0111\u1ed5i m\u1edbi trong c\u00e1c ng\u00e0nh kh\u00e1c nhau. M\u00e1y ch\u1ee7 proxy \u0111\u00f3ng m\u1ed9t vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c t\u1ea1o \u0111i\u1ec1u ki\u1ec7n thu\u1eadn l\u1ee3i cho vi\u1ec7c truy c\u1eadp v\u00e0 thu th\u1eadp d\u1eef li\u1ec7u cho c\u00e1c nhi\u1ec7m v\u1ee5 Khoa h\u1ecdc d\u1eef li\u1ec7u, khi\u1ebfn ch\u00fang tr\u1edf th\u00e0nh c\u00f4ng c\u1ee5 kh\u00f4ng th\u1ec3 thi\u1ebfu \u0111\u1ed1i v\u1edbi nhi\u1ec1u Nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u. Khi ch\u00fang ta \u0111\u00f3n nh\u1eadn t\u01b0\u01a1ng lai, t\u00e1c \u0111\u1ed9ng c\u1ee7a Khoa h\u1ecdc d\u1eef li\u1ec7u \u0111\u1ed1i v\u1edbi x\u00e3 h\u1ed9i ch\u1eafc ch\u1eafn s\u1ebd m\u1edf r\u1ed9ng, m\u1edf ra nh\u1eefng kh\u1ea3 n\u0103ng v\u00e0 c\u01a1 h\u1ed9i m\u1edbi \u0111\u1ec3 th\u0103ng ti\u1ebfn.<\/p>","protected":false},"featured_media":468143,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-476700","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about Data Science: Unraveling the Art of Information<\/mark>","faq_items":[{"question":"What is Data Science and its history?","answer":"

                Data Science is a multidisciplinary field that aims to extract valuable insights and knowledge from vast amounts of data. It combines elements of statistics, computer science, domain expertise, and data engineering to analyze and interpret data, make predictions, and drive data-driven decision-making. Its history dates back to the early 1960s when statisticians and computer scientists recognized the potential of using data-driven approaches to solve complex problems.<\/p>"},{"question":"How does Data Science work?","answer":"

                Data Science involves several stages, including data collection, data cleaning, data analysis, machine learning, and data visualization. Data is gathered from various sources, cleaned to remove errors and inconsistencies, and then analyzed to uncover patterns and trends. Machine learning algorithms are applied to make predictions based on historical data. Finally, the results are visually represented to facilitate better understanding and communication.<\/p>"},{"question":"What are the key features of Data Science?","answer":"

                Data Science offers numerous advantages, including data-driven decision-making, predictive analytics, pattern recognition, automation, and personalization. It empowers businesses to make informed choices based on empirical evidence, predict future outcomes accurately, identify hidden patterns, optimize processes through automation, and personalize user experiences.<\/p>"},{"question":"What are the types of Data Science?","answer":"

                Data Science encompasses various subfields, such as Descriptive Analytics, Diagnostic Analytics, Predictive Analytics, Prescriptive Analytics, Machine Learning, and Natural Language Processing (NLP). Each type serves a specific purpose and involves different techniques and methodologies.<\/p>"},{"question":"How is Data Science used in different industries?","answer":"

                Data Science finds applications in various industries. In healthcare, it aids in disease prediction and drug discovery. In finance, it powers fraud detection and algorithmic trading. In marketing, it enables targeted advertising and customer segmentation. It also contributes to transportation, education, and many other sectors.<\/p>"},{"question":"What challenges does Data Science face?","answer":"

                Data Science faces challenges like data privacy concerns, data quality issues, and ethical considerations. Addressing these problems requires robust data governance, transparency, and adherence to ethical guidelines.<\/p>"},{"question":"What does the future hold for Data Science?","answer":"

                The future of Data Science looks promising with advancements in Big Data handling, AI automation, edge computing, explainable AI, and a focus on data privacy and ethics. These trends will shape the way Data Science is practiced and drive further innovation.<\/p>"},{"question":"How are proxy servers associated with Data Science?","answer":"

                Proxy servers play a crucial role in Data Science by enabling efficient data collection and web scraping. They allow Data Scientists to access websites without revealing their actual IP addresses, ensuring anonymity and privacy during data acquisition.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/wiki\/476700","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\/476700\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/media\/468143"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/media?parent=476700"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}