{"id":5067,"date":"2023-11-07T06:42:14","date_gmt":"2023-11-06T23:42:14","guid":{"rendered":"https:\/\/mhgvietnam.com\/?p=5067"},"modified":"2023-11-07T06:42:21","modified_gmt":"2023-11-06T23:42:21","slug":"big-data-la-gi-a-z-ve-big-data","status":"publish","type":"post","link":"https:\/\/mhgvietnam.com\/en\/big-data-la-gi-a-z-ve-big-data\/","title":{"rendered":"Big Data L\u00e0 G\u00ec? A \u2013 Z V\u1ec1 Big Data"},"content":{"rendered":"<\/p>\n
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Th\u1eddi \u0111\u1ea1i c\u00f4ng ngh\u1ec7 s\u1ed1 ng\u00e0y c\u00e0ng ph\u00e1t tri\u1ec3n, d\u1eef li\u1ec7u th\u00f4ng tin ng\u00e0y c\u00e0ng nhi\u1ec1u v\u00e0 \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng r\u1ed9ng r\u00e3i trong nhi\u1ec1u l\u0129nh v\u1ef1c. Ch\u00ednh v\u00ec l\u1ebd \u0111\u00f3, thu\u1eadt ng\u1eef big data \u0111\u01b0\u1ee3c ra \u0111\u1eddi. V\u1eady b\u1ea1n \u0111\u00e3 th\u1ef1c s\u1ef1 hi\u1ec3u r\u00f5 v\u1ec1 big data ch\u01b0a? C\u00e1c \u1ee9ng d\u1ee5ng c\u1ee7a big data nh\u01b0 th\u1ebf n\u00e0o? Big data c\u00f3 th\u1ec3 gi\u00fap \u00edch g\u00ec cho c\u00f4ng vi\u1ec7c c\u1ee7a b\u1ea1n? Ch\u00fang t\u00f4i mong b\u1ea1n s\u1ebd t\u00ecm \u0111\u01b0\u1ee3c c\u00e2u tr\u1ea3 l\u1eddi trong b\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y.\u00a0<\/p>\n

<\/span>Big data l\u00e0 g\u00ec?<\/strong><\/span><\/h2>\n

V\u1eady ch\u00ednh x\u00e1c big data l\u00e0 g\u00ec?\u00a0<\/p>\n

Big data (D\u1eef li\u1ec7u l\u1edbn) \u0111\u01b0\u1ee3c \u0111\u1ecbnh ngh\u0129a l\u00e0 d\u1eef li\u1ec7u \u0111a d\u1ea1ng h\u01a1n, \u0111\u1ea1t t\u1ed1c \u0111\u1ed9 nhanh h\u01a1n v\u00e0 c\u00f3 kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn h\u01a1n.\u00a0<\/p>\n

Big data, \u0111\u1eb7c bi\u1ec7t l\u00e0 t\u1eeb c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u m\u1edbi, ch\u1ec9 \u0111\u01a1n gi\u1ea3n l\u00e0 m\u1ed9t thu\u1eadt ng\u1eef \u0111\u1ec3 ch\u1ec9 c\u00e1c b\u1ed9 c\u01a1 s\u1edf d\u1eef li\u1ec7u l\u1edbn h\u01a1n, ph\u1ee9c t\u1ea1p h\u01a1n. Nh\u1eefng t\u1eadp d\u1eef li\u1ec7u n\u00e0y l\u1edbn \u0111\u1ebfn n\u1ed7i ch\u00fang kh\u00f4ng th\u1ec3 \u0111\u01b0\u1ee3c x\u1eed l\u00fd b\u1eb1ng ph\u1ea7n m\u1ec1m x\u1eed l\u00fd d\u1eef li\u1ec7u th\u00f4ng th\u01b0\u1eddng. Tuy nhi\u00ean, nh\u1eefng l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u1eadn d\u1ee5ng \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 kinh doanh m\u00e0 tr\u01b0\u1edbc \u0111\u00e2y kh\u00f4ng th\u1ec3 gi\u1ea3i quy\u1ebft \u0111\u01b0\u1ee3c.<\/p>\n

<\/span>Ba \u0111\u1eb7c tr\u01b0ng c\u1ee7a Big data<\/strong><\/span><\/h2>\n

Big data c\u00f3 nh\u1eefng \u0111\u1eb7c tr\u01b0ng n\u1ed5i b\u1eadt nh\u01b0 sau:\u00a0<\/p>\n

<\/span>Dung l\u01b0\u1ee3ng<\/strong><\/span><\/h3>\n

Dung l\u01b0\u1ee3ng d\u1eef li\u1ec7u r\u1ea5t quan tr\u1ecdng. B\u1ea1n s\u1ebd c\u1ea7n x\u1eed l\u00fd m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac, m\u1eadt \u0111\u1ed9 th\u1ea5p khi l\u00e0m vi\u1ec7c v\u1edbi big data. \u0110\u00e2y c\u00f3 th\u1ec3 l\u00e0 d\u1eef li\u1ec7u kh\u00f4ng \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 cao t\u1eeb c\u00e1c ngu\u1ed3n nh\u01b0 ngu\u1ed3n c\u1ea5p d\u1eef li\u1ec7u Twitter, v\u00ed d\u1ee5 nh\u01b0: d\u00f2ng nh\u1ea5p chu\u1ed9t t\u1eeb c\u00e1c trang web ho\u1eb7c \u1ee9ng d\u1ee5ng d\u00e0nh cho thi\u1ebft b\u1ecb di \u0111\u1ed9ng ho\u1eb7c ph\u1ea7n c\u1ee9ng h\u1ed7 tr\u1ee3 c\u1ea3m bi\u1ebfn. L\u01b0\u1ee3ng d\u1eef li\u1ec7u n\u00e0y c\u00f3 th\u1ec3 l\u00ean t\u1edbi h\u00e0ng ch\u1ee5c gigabyte \u0111\u1ed1i v\u1edbi m\u1ed9t s\u1ed1 t\u1eadp \u0111o\u00e0n, th\u1eadm ch\u00ed c\u00f3 th\u1ec3 l\u00ean t\u1edbi v\u00e0i tr\u0103m petabyte.<\/p>\n

<\/span>T\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd<\/strong><\/span><\/h3>\n

V\u1eadn t\u1ed1c \u1edf \u0111\u00e2y \u0111\u01b0\u1ee3c \u0111\u1ec1 c\u1eadp \u0111\u1ebfn t\u1ed1c \u0111\u1ed9 d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c nh\u1eadn v\u00e0 (c\u00f3 th\u1ec3) \u0111\u01b0\u1ee3c x\u1eed l\u00fd. Ng\u01b0\u1ee3c l\u1ea1i v\u1edbi vi\u1ec7c \u0111\u01b0\u1ee3c ghi v\u00e0o \u0111\u0129a, t\u1ed1c \u0111\u1ed9 cao nh\u1ea5t c\u1ee7a d\u1eef li\u1ec7u th\u01b0\u1eddng truy\u1ec1n th\u1eb3ng v\u00e0o b\u1ed9 nh\u1edb. M\u1ed9t s\u1ed1 s\u1ea3n ph\u1ea9m th\u00f4ng minh h\u1ed7 tr\u1ee3 internet ho\u1ea1t \u0111\u1ed9ng trong th\u1eddi gian th\u1ef1c ho\u1eb7c g\u1ea7n nh\u01b0 th\u1eddi gian th\u1ef1c, \u0111\u00f2i h\u1ecfi ph\u00e2n t\u00edch v\u00e0 ra quy\u1ebft \u0111\u1ecbnh theo th\u1eddi gian th\u1ef1c, t\u1ee9c th\u00ec nhanh ch\u00f3ng.<\/p>\n

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\"big\"big<\/figure>\n<\/div>\n

<\/span>T\u00ednh \u0111a d\u1ea1ng<\/strong><\/span><\/h3>\n

S\u1ef1 \u0111a d\u1ea1ng \u00e1m ch\u1ec9 nhi\u1ec1u lo\u1ea1i d\u1eef li\u1ec7u c\u00f3 th\u1ec3 truy c\u1eadp \u0111\u01b0\u1ee3c. Trong c\u01a1 s\u1edf d\u1eef li\u1ec7u quan h\u1ec7, c\u00e1c ki\u1ec3u d\u1eef li\u1ec7u truy\u1ec1n th\u1ed1ng \u0111\u01b0\u1ee3c s\u1eafp x\u1ebfp v\u00e0 d\u1ec5 d\u00e0ng ph\u00f9 h\u1ee3p. D\u1eef li\u1ec7u hi\u1ec7n c\u00f3 \u1edf c\u00e1c \u0111\u1ecbnh d\u1ea1ng d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac m\u1edbi nh\u1edd v\u00e0o s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a big data. V\u0103n b\u1ea3n, \u00e2m thanh v\u00e0 video l\u00e0 nh\u1eefng v\u00ed d\u1ee5 v\u1ec1 c\u00e1c lo\u1ea1i d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac v\u00e0 kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac y\u00eau c\u1ea7u x\u1eed l\u00fd tr\u01b0\u1edbc th\u00eam \u0111\u1ec3 t\u1ea1o ra \u00fd ngh\u0129a v\u00e0 k\u00edch ho\u1ea1t si\u00eau d\u1eef li\u1ec7u.<\/p>\n

<\/span>C\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a Big data\u00a0<\/strong><\/span><\/h2>\n

B\u1ea1n c\u00f3 th\u1ec3 c\u00f3 \u0111\u01b0\u1ee3c nh\u1eefng hi\u1ec3u bi\u1ebft m\u1edbi t\u1eeb Big data d\u1eabn \u0111\u1ebfn c\u00e1c c\u01a1 h\u1ed9i v\u00e0 chi\u1ebfn l\u01b0\u1ee3c kinh doanh m\u1edbi. Ba b\u01b0\u1edbc quan tr\u1ecdng b\u1ea1n c\u1ea7n bi\u1ebft \u0111\u1ec3 b\u1eaft \u0111\u1ea7u:<\/p>\n

<\/span>1. T\u00edch h\u1ee3p<\/strong><\/span><\/h3>\n

Big data t\u1eadp h\u1ee3p d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u \u1ee9ng d\u1ee5ng, c\u00f4ng c\u1ee5, c\u00e1c ngu\u1ed3n kh\u00e1c nhau. C\u00e1c c\u01a1 ch\u1ebf t\u00edch h\u1ee3p d\u1eef li\u1ec7u truy\u1ec1n th\u1ed1ng, ch\u1eb3ng h\u1ea1n nh\u01b0 tr\u00edch xu\u1ea5t, bi\u1ebfn \u0111\u1ed5i v\u00e0 t\u1ea3i (ETL) th\u01b0\u1eddng kh\u00f4ng ph\u00f9 h\u1ee3p v\u1edbi nhi\u1ec7m v\u1ee5. N\u00f3 c\u1ea7n c\u00f3 c\u00f4ng ngh\u1ec7 m\u1edbi v\u00e0 chi\u1ebfn l\u01b0\u1ee3c \u0111\u1ec3 ph\u00e2n t\u00edch c\u00e1c t\u1eadp c\u01a1 s\u1edf d\u1eef li\u1ec7u big data \u1edf quy m\u00f4 kh\u1ed5ng l\u1ed3: terabyte, th\u1eadm ch\u00ed petabyte.\u00a0<\/p>\n

Trong qu\u00e1 tr\u00ecnh t\u00edch h\u1ee3p, c\u00e1c nh\u00e0 ph\u00e2n t\u00edch kinh doanh c\u1ea7n b\u1ea1n x\u1eed l\u00fd \u0111\u1ea3m b\u1ea3o d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c \u0111\u1ecbnh d\u1ea1ng v\u00e0 c\u00f3 s\u1eb5n \u0111\u1ec3 h\u1ecd c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u x\u1eed l\u00fd v\u00e0 \u0111\u01b0a ra nh\u1eefng k\u1ebft lu\u1eadn c\u1ea7n thi\u1ebft t\u1eeb d\u1eef li\u1ec7u \u0111\u00f3.\u00a0<\/p>\n

<\/span>2. Qu\u1ea3n l\u00fd<\/strong><\/span><\/h3>\n

D\u1eef li\u1ec7u l\u1edbn y\u00eau c\u1ea7u kho l\u01b0u tr\u1eef l\u1edbn. Ngu\u1ed3n l\u01b0u tr\u1eef d\u1eef li\u1ec7u m\u00e0 b\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng \u0111\u00f3 l\u00e0 l\u01b0u tr\u1eef tr\u00ean cloud (\u0111\u00e1m m\u00e2y \u0111i\u1ec7n t\u1eed), l\u01b0u tr\u1eef t\u1ea1i ch\u1ed7 ho\u1eb7c c\u00f3 th\u1ec3 c\u1ea3 hai. B\u1ea5t k\u1ec3 h\u00ecnh th\u1ee9c n\u00e0o, b\u1ea1n \u0111\u1ec1u c\u00f3 th\u1ec3 l\u01b0u tr\u1eef d\u1eef li\u1ec7u c\u1ee7a m\u00ecnh. B\u1ea1n ch\u1ec9 c\u1ea7n \u0111\u01b0a y\u00eau c\u1ea7u x\u1eed l\u00fd v\u00e0 c\u00e1c c\u00f4ng c\u1ee5 \u0111\u00f3 s\u1ebd x\u1eed l\u00fd c\u00e1c d\u1eef li\u1ec7u theo y\u00eau c\u1ea7u.<\/p>\n

<\/span>3. Ph\u00e2n t\u00edch<\/strong><\/span><\/h3>\n

Kho\u1ea3n \u0111\u1ea7u t\u01b0 c\u1ee7a b\u1ea1n v\u00e0o big data s\u1ebd \u0111\u01b0\u1ee3c h\u1ed3i \u0111\u00e1p n\u1ebfu b\u1ea1n th\u1ef1c hi\u1ec7n ph\u00e2n t\u00edch v\u00e0 h\u00e0nh \u0111\u1ed9ng d\u1ef1a tr\u00ean d\u1eef li\u1ec7u c\u1ee7a m\u00ecnh. H\u00e0nh vi n\u00e0y gi\u00fap b\u1ea1n c\u00f3 g\u00f3c nh\u00ecn r\u00f5 r\u00e0ng v\u1edbi ph\u00e2n t\u00edch tr\u1ef1c quan v\u1ec1 c\u00e1c t\u1eadp d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n. Kh\u00e1m ph\u00e1 th\u00eam d\u1eef li\u1ec7u \u0111\u1ec3 t\u1ea1o n\u00ean nh\u1eefng kh\u00e1m ph\u00e1 m\u1edbi m\u1ebb. Chia s\u1ebb nh\u1eefng ph\u00e1t hi\u1ec7n c\u1ee7a b\u1ea1n v\u1edbi nh\u1eefng ng\u01b0\u1eddi kh\u00e1c. X\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh d\u1eef li\u1ec7u b\u1eb1ng m\u00e1y t\u00ednh v\u00e0 AI (tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o). \u0110\u01b0a d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n v\u00e0o ho\u1ea1t \u0111\u1ed9ng.<\/p>\n

\u0110\u1ecdc th\u00eam:<\/strong> Database L\u00e0 G\u00ec? Ph\u00e2n Lo\u1ea1i V\u00e0 T\u00ecm Hi\u1ec3u Ch\u1ee9c N\u0103ng C\u1ee7a Database<\/p>\n

<\/span>7 l\u0129nh v\u1ef1c \u1ee9ng d\u1ee5ng c\u1ee7a Big data<\/strong><\/span><\/h2>\n

<\/span>Gi\u00e1o d\u1ee5c<\/strong><\/span><\/h3>\n

T\u1eeb quan \u0111i\u1ec3m k\u1ef9 thu\u1eadt, m\u1ed9t th\u00e1ch th\u1ee9c \u0111\u00e1ng k\u1ec3 trong ng\u00e0nh gi\u00e1o d\u1ee5c l\u00e0 k\u1ebft h\u1ee3p big data t\u1eeb c\u00e1c ngu\u1ed3n v\u00e0 nh\u00e0 cung c\u1ea5p kh\u00e1c nhau v\u00e0 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u \u0111\u00f3 tr\u00ean c\u00e1c n\u1ec1n t\u1ea3ng kh\u00f4ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf cho c\u00e1c d\u1eef li\u1ec7u kh\u00e1c nhau. V\u1edbi g\u00f3c nh\u00ecn th\u1ef1c t\u1ebf, nh\u00e2n vi\u00ean v\u00e0 c\u00e1c t\u1ed5 ch\u1ee9c ph\u1ea3i h\u1ecdc c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch v\u00e0 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u m\u1edbi. Ngo\u00e0i ra vi\u1ec7c x\u1eed l\u00fd c\u00e1c d\u1eef li\u1ec7u li\u00ean quan \u0111\u1ebfn b\u1ea3o m\u1eadt, th\u00f4ng tin gi\u1ea3ng vi\u00ean, h\u1ecdc vi\u00ean, c\u00e1c d\u1eef li\u1ec7u th\u00f4ng tin vi\u1ec7c h\u1ecdc, t\u00e0i li\u1ec7u nghi\u00ean c\u1ee9u\u2026 t\u1ea5t c\u1ea3 c\u1ea7n x\u1eed l\u00fd nhanh g\u1ecdn.\u00a0<\/p>\n

Big data \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng kh\u00e1 nhi\u1ec1u trong gi\u00e1o d\u1ee5c \u0111\u1ea1i h\u1ecdc. V\u00ed d\u1ee5 Tr\u01b0\u1eddng \u0111\u1ea1i h\u1ecdc Kinh t\u1ebf Qu\u1ed1c d\u00e2n v\u1edbi g\u1ea7n 30000 sinh vi\u00ean, h\u1ecdc vi\u00ean c\u00e1c ng\u00e0nh \u0111\u00e3 tri\u1ec3n khai H\u1ec7 th\u1ed1ng Qu\u1ea3n l\u00fd v\u00e0 H\u1ecdc t\u1eadp nh\u1eb1m theo d\u00f5i th\u1eddi gian sinh vi\u00ean s\u1eed d\u1ee5ng c\u00e1c trang trong h\u1ec7 th\u1ed1ng, hay t\u1ed5ng k\u1ebft ti\u1ebfn tr\u00ecnh, k\u1ebft qu\u1ea3 h\u1ecdc t\u1eadp c\u1ee7a sinh vi\u00ean v,v.<\/p>\n

M\u1ed9t v\u00ed d\u1ee5 kh\u00e1c c\u1ee7a vi\u1ec7c s\u1eed d\u1ee5ng big data trong gi\u00e1o d\u1ee5c, d\u1eef li\u1ec7u n\u00e0y c\u0169ng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111o l\u01b0\u1eddng hi\u1ec7u qu\u1ea3 c\u1ee7a gi\u00e1o vi\u00ean nh\u1eb1m \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng gi\u1ea3ng d\u1ea1y c\u1ee7a gi\u00e1o vi\u00ean v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng h\u1ecdc, tr\u1ea3i nghi\u1ec7m ki\u1ebfn th\u1ee9c c\u1ee7a h\u1ecdc sinh. Hi\u1ec7u su\u1ea5t c\u1ee7a gi\u00e1o vi\u00ean s\u1ebd \u0111\u01b0\u1ee3c \u0111o l\u01b0\u1eddng d\u1ef1a tr\u00ean nh\u00e2n kh\u1ea9u h\u1ecdc, h\u00e0nh vi, nhu c\u1ea7u h\u1ecdc t\u1eadp c\u1ee7a h\u1ecdc sinh, \u0111o l\u01b0\u1eddng b\u1edfi s\u1ed1 l\u01b0\u1ee3ng h\u1ecdc sinh trong l\u1edbp v,v.\u00a0<\/p>\n

<\/span>Ng\u00e0nh b\u00e1n l\u1ebb<\/strong><\/span><\/h3>\n

M\u1ed9t kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 trong ng\u00e0nh b\u00e1n l\u1ebb c\u1ea7n x\u1eed l\u00fd, nh\u1eefng d\u1eef li\u1ec7u n\u00e0y \u0111\u01b0\u1ee3c thu th\u1eadp t\u1eeb m\u00e1y POS, c\u00e1c con s\u1ed1 \u0111\u1ebfn t\u1eeb d\u1eef li\u1ec7u nh\u00e2n kh\u1ea9u h\u1ecdc, h\u00e0nh vi kh\u00e1ch h\u00e0ng,v.v \u0111\u01b0\u1ee3c c\u00e1c c\u00f4ng ty b\u00e1n l\u1ebb thu th\u1eadp \u0111\u1ec3 \u0111\u01b0a ra c\u00e1c chi\u1ebfn l\u01b0\u1ee3c ph\u00e1t h\u00e0nh s\u1ea3n ph\u1ea9m, th\u1ef1c hi\u1ec7n trade marketing,v,v.\u00a0<\/p>\n

S\u1ef1 c\u1ea7n thi\u1ebft c\u1ee7a ng\u00e0nh b\u00e1n l\u1ebb trong vi\u1ec7c s\u1eed d\u1ee5ng big data \u0111\u1ec3 ph\u00e2n t\u00edch v\u00e0 c\u00e1c m\u1ee5c \u0111\u00edch s\u1eed d\u1ee5ng kh\u00e1c, bao g\u1ed3m:<\/p>\n

    \n
  • T\u1ed1i \u01b0u ho\u00e1 nh\u00e2n s\u1ef1\u00a0<\/li>\n
  • Gi\u1ea3m gian l\u1eadn<\/li>\n
  • Ph\u00e2n t\u00edch k\u1ecbp th\u1eddi h\u00e0ng t\u1ed3n kho<\/li>\n
  • S\u1eed d\u1ee5ng big data trong vi\u1ec7c ph\u00e2n t\u00edch h\u00e0nh vi ng\u01b0\u1eddi ti\u00eau d\u00f9ng gi\u00fap \u0111\u01b0a ra c\u00e1c chi\u1ebfn l\u01b0\u1ee3c v\u1ec1 s\u1ea3n ph\u1ea9m, marketing ph\u00f9 h\u1ee3p.\u00a0<\/li>\n<\/ul>\n

    <\/span>Ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe<\/strong><\/span><\/h3>\n

    L\u0129nh v\u1ef1c ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe c\u00f3 quy\u1ec1n truy c\u1eadp v\u00e0o l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 nh\u01b0ng \u0111\u00e3 b\u1ecb c\u1ea3n tr\u1edf b\u1edfi nh\u1eefng th\u1ea5t b\u1ea1i trong vi\u1ec7c s\u1eed d\u1ee5ng d\u1eef li\u1ec7u \u0111\u1ec3 h\u1ea1n ch\u1ebf chi ph\u00ed ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe t\u0103ng cao v\u00e0 b\u1edfi c\u00e1c h\u1ec7 th\u1ed1ng k\u00e9m hi\u1ec7u qu\u1ea3 l\u00e0m k\u00ecm h\u00e3m c\u00e1c l\u1ee3i \u00edch ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe nhanh h\u01a1n v\u00e0 t\u1ed1t h\u01a1n tr\u00ean to\u00e0n di\u1ec7n.<\/p>\n

    \u0110i\u1ec1u n\u00e0y ch\u1ee7 y\u1ebfu l\u00e0 do d\u1eef li\u1ec7u \u0111i\u1ec7n t\u1eed kh\u00f4ng c\u00f3 s\u1eb5n, kh\u00f4ng \u0111\u1ee7 ho\u1eb7c kh\u00f4ng s\u1eed d\u1ee5ng \u0111\u01b0\u1ee3c. Ngo\u00e0i ra, c\u01a1 s\u1edf d\u1eef li\u1ec7u ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe l\u01b0u gi\u1eef th\u00f4ng tin li\u00ean quan \u0111\u1ebfn s\u1ee9c kh\u1ecfe \u0111\u00e3 g\u00e2y kh\u00f3 kh\u0103n cho vi\u1ec7c li\u00ean k\u1ebft d\u1eef li\u1ec7u c\u00f3 th\u1ec3 hi\u1ec3n th\u1ecb c\u00e1c m\u1eabu h\u1eefu \u00edch trong l\u0129nh v\u1ef1c y t\u1ebf.<\/p>\n

    Hi\u1ec7n nay, \u1edf Vi\u1ec7t Nam, ng\u00e0nh y t\u1ebf \u0111ang s\u1eed d\u1ee5ng d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c thu th\u1eadp t\u1eeb m\u1ed9t \u1ee9ng d\u1ee5ng \u0111i\u1ec7n tho\u1ea1i di \u0111\u1ed9ng v\u1ec1 th\u00f4ng tin nh\u1eefng b\u1ec7nh nh\u00e2n b\u1ecb covid \u0111\u1ec3 qu\u1ea3n l\u00fd, \u0111\u01b0a th\u00f4ng tin k\u1ecbp th\u1eddi cho ng\u01b0\u1eddi b\u1ec7nh.\u00a0<\/p>\n

    Hay m\u1ed9t s\u1ed1 b\u1ec7nh vi\u1ec7n s\u1eed d\u1ee5ng big data thu th\u1eadp d\u1eef li\u1ec7u th\u00f4ng tin ng\u01b0\u1eddi kh\u00e1m b\u1ec7nh, \u0111\u1eb7t l\u1ecbch h\u1eb9n v\u1edbi b\u00e1c s\u0129 c\u0169ng t\u1eeb \u1ee9ng d\u1ee5ng \u0111i\u1ec7n tho\u1ea1i.<\/p>\n

    \n
    \"big\"big<\/figure>\n<\/div>\n

    <\/span>Truy\u1ec1n th\u00f4ng v\u00e0 gi\u1ea3i tr\u00ed<\/strong><\/span><\/h3>\n

    V\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a c\u00e1c ph\u01b0\u01a1ng ti\u1ec7n truy\u1ec1n th\u00f4ng \u1edf c\u00e1c \u0111\u1ecbnh d\u1ea1ng, thi\u1ebft b\u1ecb kh\u00e1c nhau, Big data g\u00f3p ph\u1ea7n r\u1ea5t l\u1edbn trong ng\u00e0nh truy\u1ec1n\u00a0 th\u00f4ng v\u00e0 gi\u1ea3i tr\u00ed:\u00a0<\/p>\n

      \n
    • H\u1ed7 tr\u1ee3 thu th\u1eadp, ph\u00e2n t\u00edch c\u00e1c d\u1eef li\u1ec7u \u0111\u1ebfn t\u1eeb ng\u01b0\u1eddi d\u00f9ng, c\u00f4ng ch\u00fang\u00a0<\/li>\n
    • X\u00e2y d\u1ef1ng, \u0111\u1ecbnh h\u01b0\u1edbng, ph\u00e1t tri\u1ec3n chi\u1ebfn l\u01b0\u1ee3c t\u1eeb ph\u00e2n t\u00edch d\u1eef li\u1ec7u trong big data<\/li>\n
    • \u0110o l\u01b0\u1eddng hi\u1ec7u su\u1ea5t th\u1ef1c thi, k\u1ebft qu\u1ea3 c\u00e1c chi\u1ebfn d\u1ecbch.\u00a0<\/li>\n<\/ul>\n

      <\/span>Ng\u00e0nh ng\u00e2n h\u00e0ng v\u00e0 b\u1ea3o m\u1eadt<\/strong><\/span><\/h3>\n

      Big data gi\u00fap ng\u00e0nh ng\u00e2n h\u00e0ng qu\u1ea3n l\u00fd \u0111\u01b0\u1ee3c l\u01b0\u1ee3ng th\u00f4ng tin kh\u1ed5ng l\u1ed3 li\u00ean quan \u0111\u1ebfn ng\u01b0\u1eddi d\u00f9ng, ch\u1ee9ng t\u1eeb, c\u00e1c s\u1ea3n ph\u1ea9m t\u00e0i ch\u00ednh,v,v. \u0110\u1ec3 t\u1eeb \u0111\u00f3, s\u1ebd gi\u00fap:\u00a0<\/p>\n

        \n
      • B\u1ea3o m\u1eadt th\u00f4ng tin, d\u1eef li\u1ec7u<\/li>\n
      • X\u1eed l\u00fd c\u00e1c y\u00eau c\u1ea7u c\u1ee7a ng\u01b0\u1eddi d\u00f9ng m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng<\/li>\n
      • Gi\u1ea3m gian l\u1eadn<\/li>\n
      • Gi\u1ea3m nguy c\u01a1 c\u00e1c ph\u00e1t tri\u1ec3n c\u00e1c t\u1ed9i ph\u1ea1m kinh t\u1ebf<\/li>\n<\/ul>\n

        <\/span>Giao th\u00f4ng v\u1eadn t\u1ea3i<\/strong><\/span><\/h3>\n

        M\u1ed9t s\u1ed1 \u1ee9ng d\u1ee5ng big data cho ng\u00e0nh giao th\u00f4ng v\u1eadn t\u1ea3i c\u00f3 th\u1ec3 k\u1ec3 \u0111\u1ebfn:\u00a0<\/p>\n

        C\u00f4ng ty xe bu\u00fdt Vi\u1ec7t Nam ki\u1ec3m so\u00e1t tuy\u1ebfn \u0111\u01b0\u1eddng xe bu\u00fdt, t\u1eeb \u0111\u00f3 cung c\u1ea5p th\u00f4ng tin cho ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 b\u1eaft xe bu\u00fdt \u0111\u00fang \u0111i\u1ec3m v\u00e0 th\u1eddi gian<\/p>\n

        C\u00e1c c\u00f4ng ty t\u01b0 nh\u00e2n s\u1eed d\u1ee5ng big data: \u0111\u1ec3 qu\u1ea3n l\u00fd t\u00e0i s\u1ea3n, ki\u1ec3m tra, c\u1ea3i ti\u1ebfn c\u00f4ng c\u1ee5, t\u1ed1i \u01b0u ho\u00e1 quy tr\u00ecnh v\u1eadn h\u00e0nh.v,v.\u00a0<\/p>\n

        Vi\u1ec7c s\u1eed d\u1ee5ng big data cho c\u00e1 nh\u00e2n \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng bao g\u1ed3m l\u1eadp k\u1ebf ho\u1ea1ch l\u1ed9 tr\u00ecnh, s\u1eafp x\u1ebfp ph\u01b0\u01a1ng ti\u1ec7n \u0111i l\u1ea1i, \u0111\u1ecba \u0111i\u1ec3m di chuy\u1ec3n \u0111\u1ebfn trong du l\u1ecbch v,v.<\/p>\n

        \u0110\u1ecdc th\u00eam:<\/strong> Machine Learning L\u00e0 G\u00ec? \u1ee8ng D\u1ee5ng C\u1ee7a Machine Learning<\/p>\n

        <\/span>B\u1ea3o hi\u1ec3m<\/strong><\/span><\/h3>\n

        Big data \u0111\u00e3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong ng\u00e0nh \u0111\u1ec3 cung c\u1ea5p th\u00f4ng tin chi ti\u1ebft v\u1ec1 kh\u00e1ch h\u00e0ng v\u1ec1 c\u00e1c s\u1ea3n ph\u1ea9m minh b\u1ea1ch v\u00e0 \u0111\u01a1n gi\u1ea3n h\u01a1n, b\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch v\u00e0 d\u1ef1 \u0111o\u00e1n h\u00e0nh vi c\u1ee7a kh\u00e1ch h\u00e0ng th\u00f4ng qua d\u1eef li\u1ec7u thu \u0111\u01b0\u1ee3c t\u1eeb m\u1ea1ng x\u00e3 h\u1ed9i, thi\u1ebft b\u1ecb h\u1ed7 tr\u1ee3 GPS v\u00e0 c\u1ea3nh quay CCTV. Big data c\u0169ng cho ph\u00e9p duy tr\u00ec kh\u00e1ch h\u00e0ng t\u1ed1t h\u01a1n t\u1eeb c\u00e1c c\u00f4ng ty b\u1ea3o hi\u1ec3m.<\/p>\n

        Khi n\u00f3i \u0111\u1ebfn qu\u1ea3n l\u00fd x\u00e1c nh\u1eadn quy\u1ec1n s\u1edf h\u1eefu, ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n t\u1eeb big data \u0111\u00e3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 cung c\u1ea5p d\u1ecbch v\u1ee5 nhanh h\u01a1n v\u00ec m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch ch\u1ee7 y\u1ebfu trong giai \u0111o\u1ea1n b\u1ea3o l\u00e3nh ph\u00e1t h\u00e0nh. Ph\u00e1t hi\u1ec7n gian l\u1eadn c\u0169ng \u0111\u00e3 \u0111\u01b0\u1ee3c t\u0103ng c\u01b0\u1eddng.<\/p>\n

        Th\u00f4ng qua d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 t\u1eeb c\u00e1c k\u00eanh k\u1ef9 thu\u1eadt s\u1ed1 v\u00e0 ph\u01b0\u01a1ng ti\u1ec7n truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i, theo d\u00f5i th\u1eddi gian th\u1ef1c c\u00e1c x\u00e1c nh\u1eadn quy\u1ec1n s\u1edf h\u1eefu trong su\u1ed1t chu k\u1ef3 x\u00e1c nh\u1eadn quy\u1ec1n s\u1edf h\u1eefu \u0111\u00e3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 cung c\u1ea5p th\u00f4ng tin chi ti\u1ebft.<\/p>\n

        <\/span>Th\u00e1ch th\u1ee9c khi s\u1eed d\u1ee5ng Big data<\/strong><\/span><\/h2>\n

        M\u1eb7c d\u00f9 big data c\u00f3 r\u1ea5t nhi\u1ec1u h\u1ee9a h\u1eb9n, nh\u01b0ng kh\u00f4ng ph\u1ea3i l\u00e0 kh\u00f4ng c\u00f3 nh\u1eefng th\u00e1ch th\u1ee9c c\u1ee7a n\u00f3.<\/p>\n

        \u0110\u1ea7u ti\u00ean, d\u1eef li\u1ec7u l\u1edbn l\u00e0 n\u00f3 r\u1ea5t l\u1edbn. M\u1eb7c d\u00f9 c\u00e1c c\u00f4ng ngh\u1ec7 m\u1edbi \u0111\u00e3 \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n \u0111\u1ec3 l\u01b0u tr\u1eef d\u1eef li\u1ec7u, nh\u01b0ng dung l\u01b0\u1ee3ng d\u1eef li\u1ec7u \u0111ang t\u0103ng g\u1ea5p \u0111\u00f4i sau m\u1ed7i hai n\u0103m. C\u00e1c t\u1ed5 ch\u1ee9c v\u1eabn ph\u1ea3i t\u00ecm r\u1ea5t nhi\u1ec1u c\u00e1ch \u0111\u1ec3 l\u01b0u tr\u1eef d\u1eef li\u1ec7u c\u1ee7a h\u1ecd hi\u1ec7u qu\u1ea3.\u00a0<\/p>\n

        Th\u00e1ch th\u1ee9c th\u1ee9 2 \u0111\u01b0\u1ee3c k\u1ec3 \u0111\u1ebfn \u0111\u00f3 l\u00e0 l\u00e0m sao \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u hi\u1ec7n c\u00f3 m\u1ed9t c\u00e1ch c\u00f3 hi\u1ec7u qu\u1ea3, \u0111em l\u1ea1i gi\u00e1 tr\u1ecb cho doanh nghi\u1ec7p.\u00a0<\/p>\n

        Cu\u1ed1i c\u00f9ng, c\u00f4ng ngh\u1ec7 big data ng\u00e0y c\u00e0ng thay \u0111\u1ed5i v\u1edbi t\u1ed1c \u0111\u1ed9 ch\u00f3ng m\u1eb7t. L\u00e0m sao \u0111\u1ec3 ti\u1ebfp c\u1eadn v\u00e0 theo k\u1ecbp n\u00f3 l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c kh\u00f4ng ng\u1eebng.\u00a0<\/p>\n

        K\u1ebft lu\u1eadn\u00a0<\/strong><\/p>\n

        Big data \u0111em l\u1ea1i cho con ng\u01b0\u1eddi r\u1ea5t nhi\u1ec1u \u1ee9ng d\u1ee5ng gi\u00fap cu\u1ed9c s\u1ed1ng ph\u00e1t tri\u1ec3n h\u01a1n. Tuy v\u1eady, v\u1eabn s\u1ebd c\u00f3 r\u1ea5t nhi\u1ec1u th\u00e1ch th\u1ee9c n\u1ebfu con ng\u01b0\u1eddi kh\u00f4ng th\u1ec3 l\u00e0m ch\u1ee7 \u0111\u01b0\u1ee3c n\u00f3. Do \u0111\u00f3 vi\u1ec7c hi\u1ec3u r\u00f5 big data l\u00e0 g\u00ec l\u00e0 b\u01b0\u1edbc \u0111\u1ea7u \u0111\u1ec3 ta c\u00f3 th\u1ec3 ti\u1ebfp c\u1eadn c\u00f4ng ngh\u1ec7 n\u00e0y d\u1ec5 d\u00e0ng h\u01a1n. Ch\u00fang t\u00f4i mong r\u1eb1ng b\u1ea1n \u0111\u00e3 c\u00f3 c\u00e2u tr\u1ea3 l\u1eddi cho ri\u00eang m\u00ecnh t\u1eeb b\u00e0i vi\u1ebft tr\u00ean.\u00a0<\/p>\n

        <\/p>\n

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

        <\/p>\n

        <\/div>\n

        <\/p>\n

        <\/div>\n

        <\/p>\n

        \"t\u1ea3i\"t\u1ea3i<\/div>\n

        \n <\/div>","protected":false},"excerpt":{"rendered":"

        Th\u1eddi \u0111\u1ea1i c\u00f4ng ngh\u1ec7 s\u1ed1 ng\u00e0y c\u00e0ng ph\u00e1t tri\u1ec3n, d\u1eef li\u1ec7u th\u00f4ng tin ng\u00e0y c\u00e0ng nhi\u1ec1u v\u00e0 \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng r\u1ed9ng r\u00e3i trong nhi\u1ec1u l\u0129nh v\u1ef1c. Ch\u00ednh v\u00ec l\u1ebd \u0111\u00f3, thu\u1eadt ng\u1eef big data \u0111\u01b0\u1ee3c ra \u0111\u1eddi. V\u1eady b\u1ea1n \u0111\u00e3 th\u1ef1c s\u1ef1 hi\u1ec3u r\u00f5 v\u1ec1 big data ch\u01b0a? C\u00e1c \u1ee9ng d\u1ee5ng c\u1ee7a big data nh\u01b0 […]<\/p>\n","protected":false},"author":1,"featured_media":6815,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[30],"tags":[],"class_list":["post-5067","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cong-nghe"],"_links":{"self":[{"href":"https:\/\/mhgvietnam.com\/en\/wp-json\/wp\/v2\/posts\/5067","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mhgvietnam.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mhgvietnam.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mhgvietnam.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/mhgvietnam.com\/en\/wp-json\/wp\/v2\/comments?post=5067"}],"version-history":[{"count":1,"href":"https:\/\/mhgvietnam.com\/en\/wp-json\/wp\/v2\/posts\/5067\/revisions"}],"predecessor-version":[{"id":6816,"href":"https:\/\/mhgvietnam.com\/en\/wp-json\/wp\/v2\/posts\/5067\/revisions\/6816"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mhgvietnam.com\/en\/wp-json\/wp\/v2\/media\/6815"}],"wp:attachment":[{"href":"https:\/\/mhgvietnam.com\/en\/wp-json\/wp\/v2\/media?parent=5067"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mhgvietnam.com\/en\/wp-json\/wp\/v2\/categories?post=5067"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mhgvietnam.com\/en\/wp-json\/wp\/v2\/tags?post=5067"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}