{"id":1988,"date":"2022-11-13T12:58:30","date_gmt":"2022-11-13T12:58:30","guid":{"rendered":"https:\/\/cafe2sach.com\/?p=1988"},"modified":"2022-11-13T13:06:15","modified_gmt":"2022-11-13T13:06:15","slug":"hoc-sau-tren-unseen-data-gioi-thieu-ve-hoc-tap-lien-ket","status":"publish","type":"post","link":"https:\/\/cafe2sach.com\/index.php\/2022\/11\/13\/hoc-sau-tren-unseen-data-gioi-thieu-ve-hoc-tap-lien-ket\/","title":{"rendered":"H\u1ecdc li\u00ean k\u1ebft v\u00e0 v\u1ea5n \u0111\u1ec1 b\u1ea3o m\u1eadt trong h\u1ecdc s\u00e2u"},"content":{"rendered":"\n

<\/p>\n\n\n\n

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\n“T\u00ecnh b\u1ea1n th\u1ef1c s\u1ef1 c\u0169ng l\u00e0 m\u1ed9t s\u1ef1 ri\u00eang t\u01b0”\n
\n– Stephen King, Hearts in Atlantis (1999) \n
\n

V\u1ea5n \u0111\u1ec1 b\u1ea3o m\u1eadt trong h\u1ecdc s\u00e2u <\/h1> \n\nH\u1ecdc s\u00e2u (v\u00e0 c\u00e1c c\u00f4ng c\u1ee5 cho n\u00f3) th\u01b0\u1eddng c\u00f3 ngh\u0129a l\u00e0 b\u1ea1n c\u00f3 quy\u1ec1n truy c\u1eadp v\u00e0o d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o c\u1ee7a b\u1ea1n\n\nHi\u1ec7n t\u1ea1i, nh\u01b0 b\u1ea1n \u0111\u00e3 bi\u1ebft r\u00f5, h\u1ecdc s\u00e2u, l\u00e0 m\u1ed9t l\u0129nh v\u1ef1c con c\u1ee7a h\u1ecdc m\u00e1y, t\u1ea5t c\u1ea3 \u0111\u1ec1u l\u00e0 h\u1ecdc t\u1eeb d\u1eef li\u1ec7u. \n\nNh\u01b0ng th\u00f4ng th\u01b0\u1eddng, d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c h\u1ecdc l\u00e0 v\u00f4 c\u00f9ng c\u00e1 nh\u00e2n, ri\u00eang t\u01b0. C\u00e1c m\u00f4 h\u00ecnh c\u00f3 \u00fd ngh\u0129a nh\u1ea5t t\u01b0\u01a1ng t\u00e1c \n\nv\u1edbi th\u00f4ng tin c\u00e1 nh\u00e2n nh\u1ea5t v\u1ec1 cu\u1ed9c s\u1ed1ng c\u1ee7a con ng\u01b0\u1eddi v\u00e0 cho ch\u00fang ta bi\u1ebft nh\u1eefng \u0111i\u1ec1u v\u1ec1 b\u1ea3n th\u00e2n m\u00e0 c\u00f3 \n\nth\u1ec3 kh\u00f3 bi\u1ebft. \n
\nN\u00f3i m\u1ed9t c\u00e1ch kh\u00e1c, m\u1ed9t m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u c\u00f3 th\u1ec3 nghi\u00ean c\u1ee9u h\u00e0ng ngh\u00ecn \u0111\u1eddi ng\u01b0\u1eddi \u0111\u1ec3 gi\u00fap b\u1ea1n hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 ch\u00ednh m\u00ecnh.<\/em>\n
\nT\u00e0i nguy\u00ean thi\u00ean nhi\u00ean ch\u00ednh cho h\u1ecdc s\u00e2u l\u00e0 d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o (t\u1ed5ng h\u1ee3p ho\u1eb7c t\u1ef1 nhi\u00ean). Kh\u00f4ng c\u00f3 n\u00f3, h\u1ecdc s\u00e2u kh\u00f4ng th\u1ec3 h\u1ecdc \u0111\u01b0\u1ee3c; v\u00e0 b\u1edfi v\u00ec c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng c\u00f3 gi\u00e1 tr\u1ecb nh\u1ea5t th\u01b0\u1eddng t\u01b0\u01a1ng t\u00e1c v\u1edbi c\u00e1c datsets c\u00e1 nh\u00e2n nh\u1ea5t, h\u1ecdc s\u00e2u th\u01b0\u1eddng l\u00e0 m\u1ed9t l\u00fd do \u0111\u1eb1ng sau c\u00e1c c\u00f4ng ty t\u00ecm c\u00e1ch t\u1ed5ng h\u1ee3p d\u1eef li\u1ec7u. H\u1ecd c\u1ea7n n\u00f3 \u0111\u1ec3 gi\u1ea3i quy\u1ebft m\u1ed9t tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng c\u1ee5 th\u1ec3. \n
\nNh\u01b0ng v\u00e0o n\u0103m 2017, Google \u0111\u00e3 xu\u1ea5t b\u1ea3n m\u1ed9t b\u00e0i b\u00e1o v\u00e0 b\u00e0i \u0111\u0103ng tr\u00ean blog r\u1ea5t th\u00fa v\u1ecb \u0111\u00e3 t\u1ea1o n\u00ean m\u1ed9t d\u1ea5u \u1ea5n \u0111\u00e1ng k\u1ec3 trong cu\u1ed9c tr\u00f2 chuy\u1ec7n n\u00e0y. Google \u0111\u1ec1 xu\u1ea5t r\u1eb1ng ch\u00fangta kh\u00f4ng c\u1ea7n t\u1eadp trung m\u1ed9t t\u1eadp d\u1eef li\u1ec7u \u0111\u1ec3 \u0111\u00e0o t\u1ea1o m\u1ed9t m\u00f4 h\u00ecnh d\u1ef1a tr\u00ean n\u00f3. C\u00f4ng ty GOOGLE\u0111\u1ec1 xu\u1ea5t c\u00e2u h\u1ecfi n\u00e0y: \u0111i\u1ec1u g\u00ec s\u1ebd x\u1ea3y ra n\u1ebfu thay v\u00ec \u0111\u01b0a t\u1ea5t c\u1ea3 d\u1eef li\u1ec7u v\u1ec1 m\u1ed9t n\u01a1i, ch\u00fang ta c\u00f3 th\u1ec3 \u0111\u01b0a m\u00f4 h\u00ecnh v\u00e0o d\u1eef li\u1ec7u? \u0110\u00e2y l\u00e0 m\u1ed9t l\u0129nh v\u1ef1c con m\u1edbi, th\u00fa v\u1ecb c\u1ee7a h\u1ecdc m\u00e1y \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 h\u1ecdc li\u00ean k\u1ebft v\u00e0 ch\u00ednh l\u00e0 n\u1ed9i dung c\u1ee7a b\u00e0i vi\u1ebft n\u00e0y. \n
\nS\u1ef1 \u0111\u1ea3o ng\u01b0\u1ee3c \u0111\u01a1n gi\u1ea3n n\u00e0y l\u00e0 c\u1ef1c k\u1ef3 quan tr\u1ecdng. \u0110\u1ea7u ti\u00ean, \u0111i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 \u0111\u1ec3 tham gia v\u00e0o chu\u1ed7i cung \u1ee9ng h\u1ecdc s\u00e2u, v\u1ec1 m\u1eb7t k\u1ef9 thu\u1eadt, m\u1ecdi ng\u01b0\u1eddi kh\u00f4ng ph\u1ea3i g\u1eedi d\u1eef li\u1ec7u c\u1ee7a h\u1ecd cho b\u1ea5t k\u1ef3 ai. C\u00f3 th\u1ec3 \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh c\u00f3 gi\u00e1 tr\u1ecb trong l\u0129nh v\u1ef1c ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe, qu\u1ea3n l\u00fd c\u00e1 nh\u00e2n v\u00e0 c\u00e1c l\u0129nh v\u1ef1c nh\u1ea1y c\u1ea3m kh\u00e1c m\u00e0 kh\u00f4ng y\u00eau c\u1ea7u b\u1ea5t k\u1ef3 ai ti\u1ebft l\u1ed9 th\u00f4ng tin v\u1ec1 b\u1ea3n th\u00e2n. V\u1ec1 l\u00fd thuy\u1ebft, m\u1ecdi ng\u01b0\u1eddi c\u00f3 th\u1ec3 gi\u1eef quy\u1ec1n ki\u1ec3m so\u00e1t \u0111\u1ed1i v\u1edbi b\u1ea3n sao d\u1eef li\u1ec7u c\u00e1 nh\u00e2n duy nh\u1ea5t c\u1ee7a h\u1ecd (\u00edt nh\u1ea5t l\u00e0 \u0111\u1ed1i v\u1edbi h\u1ecdc s\u00e2u).\n
\n\nK\u1ef9 thu\u1eadt n\u00e0y c\u0169ng s\u1ebd c\u00f3 t\u00e1c \u0111\u1ed9ng r\u1ea5t l\u1edbn \u0111\u1ebfn b\u1ed1i c\u1ea3nh c\u1ea1nh tranh c\u1ee7a h\u1ecdc s\u00e2u trong c\u1ea1nh tranh doanh nghi\u1ec7p v\u00e0 tinh th\u1ea7n kinh doanh. C\u00e1c doanh nghi\u1ec7p l\u1edbn tr\u01b0\u1edbc \u0111\u00e2y kh\u00f4ng (ho\u1eb7c kh\u00f4ng th\u1ec3, v\u00ec l\u00fd do ph\u00e1p l\u00fd) chia s\u1ebb d\u1eef li\u1ec7u v\u1ec1 kh\u00e1ch h\u00e0ng c\u1ee7a h\u1ecd v\u1eabn c\u00f3 th\u1ec3 ki\u1ebfm \u0111\u01b0\u1ee3c doanh thu t\u1eeb d\u1eef li\u1ec7u \u0111\u00f3. C\u00f3 m\u1ed9t s\u1ed1 l\u0129nh v\u1ef1c v\u1ea5n \u0111\u1ec1 trong \u0111\u00f3 \u0111\u1ed9 nh\u1ea1y c\u1ea3m v\u00e0 c\u00e1c r\u00e0ng bu\u1ed9c quy \u0111\u1ecbnh xung quanh d\u1eef li\u1ec7u l\u00e0 m\u1ed9t lu\u1ed3ng gi\u00f3 \u0111\u1ec3 ti\u1ebfn tri\u1ec3n. Ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe l\u00e0 m\u1ed9t v\u00ed d\u1ee5 m\u00e0 c\u00e1c b\u1ed9 d\u1eef li\u1ec7u th\u01b0\u1eddng b\u1ecb kh\u00f3a ch\u1eb7t ch\u1ebd, khi\u1ebfn cho vi\u1ec7c nghi\u00ean c\u1ee9u tr\u1edf n\u00ean kh\u00f3 kh\u0103n.\n

H\u1ecdc li\u00ean k\u1ebft <\/h1>\nTrong h\u1ecdc t\u1eadp li\u00ean k\u1ebft, b\u1ea1n kh\u00f4ng c\u1ea7n ph\u1ea3i c\u00f3 quy\u1ec1n truy c\u1eadp v\u00e0o d\u1eef li\u1ec7u \u0111\u1ec3 h\u1ecdc t\u1eeb n\u00f3.\nTi\u1ec1n \u0111\u1ec1 c\u1ee7a h\u1ecdc li\u00ean k\u1ebft l\u00e0 nhi\u1ec1u t\u1eadp d\u1eef li\u1ec7u ch\u1ee9a th\u00f4ng tin h\u1eefu \u00edch \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 (v\u00ed d\u1ee5: x\u00e1c \u0111\u1ecbnh ung th\u01b0 trong MRI), nh\u01b0ng th\u1eadt kh\u00f3 \u0111\u1ec3 truy c\u1eadp c\u00e1c t\u1eadp d\u1eef li\u1ec7u li\u00ean quan n\u00e0y v\u1edbi s\u1ed1 l\u01b0\u1ee3ng \u0111\u1ee7 l\u1edbn \u0111\u1ec3 \u0111\u00e0o t\u1ea1o m\u1ed9t m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u m\u1ea1nh m\u1ebd ph\u00f9 h\u1ee3p. M\u1ed1i quan t\u00e2m ch\u00ednh l\u00e0, m\u1eb7c d\u00f9 t\u1eadp d\u1eef li\u1ec7u c\u00f3 \u0111\u1ee7 th\u00f4ng tin \u0111\u1ec3 \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u, n\u00f3 c\u0169ng c\u00f3 th\u00f4ng tin (c\u00f3 l\u1ebd) kh\u00f4ng li\u00ean quan g\u00ec \u0111\u1ebfn vi\u1ec7c h\u1ecdc nhi\u1ec7m v\u1ee5 nh\u01b0ng c\u00f3 th\u1ec3 g\u00e2y h\u1ea1i cho ai \u0111\u00f3 n\u1ebfu n\u00f3 b\u1ecb ti\u1ebft l\u1ed9. \nH\u1ecdc li\u00ean k\u1ebft l\u00e0 v\u1ec1 m\u1ed9t m\u00f4 h\u00ecnh \u0111i v\u00e0o m\u1ed9t m\u00f4i tr\u01b0\u1eddng an to\u00e0n v\u00e0 h\u1ecdc c\u00e1ch gi\u1ea3i quy\u1ebft m\u1ed9t v\u1ea5n \u0111\u1ec1 m\u00e0 kh\u00f4ng c\u1ea7n d\u1eef li\u1ec7u di chuy\u1ec3n \u0111\u1ebfn b\u1ea5t c\u1ee9 \u0111\u00e2u\n\n
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B\u00e0i to\u00e1n ph\u00e1t hi\u1ec7n Email spam <\/h1> \n\nGi\u1ea3 s\u1eed b\u1ea1n mu\u1ed1n \u0111\u00e0o t\u1ea1o m\u1ed9t m\u00f4 h\u00ecnh tr\u00ean c\u00e1c email c\u1ee7a m\u1ecdi ng\u01b0\u1eddi \u0111\u1ec3 ph\u00e1t hi\u1ec7n spam.\n\nTr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng m\u00e0 ch\u00fang ta s\u1ebd n\u00f3i \u0111\u1ebfn l\u00e0 ph\u00e2n lo\u1ea1i email. M\u00f4 h\u00ecnh \u0111\u1ea7u ti\u00ean s\u1ebd \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u00ean m\u1ed9t t\u1eadp d\u1eef li\u1ec7u c\u00f3 s\u1eb5n c\u00f4ng khai g\u1ecdi l\u00e0 t\u1eadp d\u1eef li\u1ec7u Enron, l\u00e0 m\u1ed9t kho d\u1eef li\u1ec7u l\u1edbn c\u1ee7a c\u00e1c email \u0111\u01b0\u1ee3c ph\u00e1t h\u00e0nh t\u1eeb v\u1ee5 ki\u1ec7n Enron n\u1ed5i ti\u1ebfng (nay l\u00e0 t\u1eadp d\u1eef li\u1ec7u ph\u00e2n t\u00edch email ti\u00eau chu\u1ea9n c\u1ee7a ng\u00e0nh). Th\u1ef1c t\u1ebf th\u00fa v\u1ecb: T\u00f4i t\u1eebng bi\u1ebft m\u1ed9t ng\u01b0\u1eddi \u0111\u1ecdc \/ ch\u00fa th\u00edch b\u1ed9 d\u1eef li\u1ec7u n\u00e0y m\u1ed9t c\u00e1ch chuy\u00ean nghi\u1ec7p v\u00e0 m\u1ecdi ng\u01b0\u1eddi g\u1eedi email t\u1ea5t c\u1ea3 c\u00e1c lo\u1ea1i n\u1ed9i dung \u0111i\u00ean r\u1ed3 cho nhau (ph\u1ea7n l\u1edbn l\u00e0 r\u1ea5t c\u00e1 nh\u00e2n). Nh\u01b0ng v\u00ec t\u1ea5t c\u1ea3 \u0111\u1ec1u \u0111\u01b0\u1ee3c ph\u00e1t h\u00e0nh cho c\u00f4ng ch\u00fang trong phi\u00ean t\u00f2a, n\u00ean b\u00e2y gi\u1edd b\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng mi\u1ec5n ph\u00ed. \n\nD\u01b0\u1edbi \u0111\u00e2y l\u00e0 ch\u01b0\u01a1ng tr\u00ecnh x\u00e2y d\u1ef1ng ph\u00e2n l\u1edbp Email spam.\n<\/div>\n<\/div>\n\n\n\n
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Dataset \u0111\u01b0\u1ee3c l\u1ea5y t\u1eeb ngu\u1ed3n public sau: \u201chttp:\/\/www2.aueb.gr\/users\/ion\/data\/enron-spam\/\u201d<\/figcaption><\/figure>\n\n\n\n
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Ch\u1ec9 sau ba l\u1ea7n l\u1eb7p l\u1ea1i, m\u1ea1ng \u0111\u00e3 c\u00f3 th\u1ec3 ph\u00e2n lo\u1ea1i tr\u00ean t\u1eadp d\u1eef li\u1ec7u th\u1eed nghi\u1ec7m v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c 99,45% (t\u1eadp d\u1eef li\u1ec7u th\u1eed nghi\u1ec7m \u0111\u01b0\u1ee3c c\u00e2n b\u1eb1ng, v\u00ec v\u1eady \u0111i\u1ec1u n\u00e0y kh\u00e1 t\u1ed1t)<\/figcaption><\/figure>\n\n\n\n

B\u00e2y gi\u1edd ch\u00fang ta s\u1ebd s\u1eed d\u1ee5ng h\u1ecdc t\u1eadp li\u00ean k\u1ebft \u0111\u1ec3 \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh. <\/p>\n\n\n\n

\u0110\u1eb7t t\u1ea5t c\u1ea3 c\u00e1c email v\u00e0o m\u1ed9t n\u01a1i. \u0110\u00e2y l\u00e0 c\u00e1ch l\u00e0m truy\u1ec1n th\u1ed1ng (v\u1eabn c\u00f2n qu\u00e1 ph\u1ed5 bi\u1ebfn tr\u00ean th\u1ebf gi\u1edbi). H\u00e3y b\u1eaft \u0111\u1ea7u b\u1eb1ng c\u00e1ch m\u00f4 ph\u1ecfng m\u1ed9t m\u00f4i tr\u01b0\u1eddng h\u1ecdc t\u1eadp \u0111\u01b0\u1ee3c li\u00ean k\u1ebft c\u00f3 nhi\u1ec1u b\u1ed9 s\u01b0u t\u1eadp email kh\u00e1c nhau ( \u1edf \u0111\u00e2y s\u1ebd g\u1ed3m 3 ng\u01b0\u1eddi: Bob, alice v\u00e0 sue)\n\n\n<\/pre>\n\n\n\n
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Gi\u1edd \u0111\u00e2y, b\u1ea1n c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n c\u00f9ng m\u1ed9t \u0111\u00e0o t\u1ea1o nh\u01b0 tr\u01b0\u1edbc \u0111\u00e2y nh\u01b0ng tr\u00ean to\u00e0n b\u1ed9 c\u01a1 s\u1edf d\u1eef li\u1ec7u email c\u1ee7a m\u1ed7i ng\u01b0\u1eddi c\u00f9ng m\u1ed9t l\u00fac. Sau m\u1ed7i l\u1ea7n l\u1eb7p l\u1ea1i, b\u1ea1n s\u1ebd t\u00ednh trung b\u00ecnh c\u00e1c gi\u00e1 tr\u1ecb c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh t\u1eeb Bob, Alice v\u00e0 Sue v\u00e0 \u0111\u00e1nh gi\u00e1. \n\n\n\n<\/pre>\n\n\n\n
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Ph\u1ea7n ti\u1ebfp theo cho th\u1ea5y k\u1ebft qu\u1ea3. M\u00f4 h\u00ecnh h\u1ecdc h\u1ecfi \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c hi\u1ec7u su\u1ea5t g\u1ea7n nh\u01b0 t\u01b0\u01a1ng t\u1ef1 nh\u01b0 tr\u01b0\u1edbc \u0111\u00e2y v\u00e0 v\u1ec1 l\u00fd thuy\u1ebft, b\u1ea1n kh\u00f4ng c\u00f3 quy\u1ec1n truy c\u1eadp v\u00e0o d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o \u2014  Nh\u01b0 v\u1eady m\u1ed7i ng\u01b0\u1eddi \u0111ang thay \u0111\u1ed5i m\u00f4 h\u00ecnh b\u1eb1ng c\u00e1ch n\u00e0o \u0111\u00f3. Li\u1ec7u nh\u01b0 v\u1eady b\u1ea1n kh\u00f4ng bi\u1ebft b\u1ea5t k\u00ec v\u1ec1 d\u1eef li\u1ec7u c\u1ee7a t\u1eebng ng\u01b0\u1eddi \u0111\u00fang kh\u00f4ng?<\/figcaption><\/figure>\n\n\n\n
\"\"<\/figure>\n\n\n\n
V\u1edbi nhi\u1ec1u ng\u01b0\u1eddi trong gi\u1edbi nghi\u00ean c\u1ee9u deep learning th\u00ec federated learning v\u1eabn l\u00e0 m\u1ed9t c\u00f4ng ngh\u1ec7 m\u1edbi, hi v\u1ecdng s\u1ebd c\u00f3 nhi\u1ec1u kh\u00e1m ph\u00e1 h\u01a1n v\u00e0 \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng nhi\u1ec1u h\u01a1n trong m\u00e3 ho\u00e1 c\u0169ng nh\u01b0 b\u1ea3o m\u1eadt. \u0110\u1eb7c bi\u1ec7t l\u00e0 b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u khi c\u00f4ng ngh\u1ec7 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111ang ph\u00e1t tri\u1ec3n nh\u01b0 v\u0169 b\u00e3o. <\/p>\n","protected":false},"excerpt":{"rendered":"
“T\u00ecnh b\u1ea1n th\u1ef1c s\u1ef1 c\u0169ng l\u00e0 m\u1ed9t s\u1ef1 ri\u00eang t\u01b0” – Stephen King, Hearts in Atlantis (1999) V\u1ea5n \u0111\u1ec1 b\u1ea3o […]<\/p>\n","protected":false},"author":1,"featured_media":1253,"comment_status":"open","ping_status":"open","sticky":true,"template":"","format":"standard","meta":{"footnotes":""},"categories":[251,250,560,111,233],"tags":[],"class_list":["post-1988","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-an-ninh-mang-cyber-security","category-deep-learning","category-federated-learning","category-tin-tuc-4-0","category-tri-tue-nhan-tao"],"_links":{"self":[{"href":"https:\/\/cafe2sach.com\/index.php\/wp-json\/wp\/v2\/posts\/1988","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cafe2sach.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cafe2sach.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cafe2sach.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/cafe2sach.com\/index.php\/wp-json\/wp\/v2\/comments?post=1988"}],"version-history":[{"count":4,"href":"https:\/\/cafe2sach.com\/index.php\/wp-json\/wp\/v2\/posts\/1988\/revisions"}],"predecessor-version":[{"id":2001,"href":"https:\/\/cafe2sach.com\/index.php\/wp-json\/wp\/v2\/posts\/1988\/revisions\/2001"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/cafe2sach.com\/index.php\/wp-json\/wp\/v2\/media\/1253"}],"wp:attachment":[{"href":"https:\/\/cafe2sach.com\/index.php\/wp-json\/wp\/v2\/media?parent=1988"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cafe2sach.com\/index.php\/wp-json\/wp\/v2\/categories?post=1988"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cafe2sach.com\/index.php\/wp-json\/wp\/v2\/tags?post=1988"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}