{"id":1187,"date":"2025-09-15T18:05:55","date_gmt":"2025-09-15T11:05:55","guid":{"rendered":"https:\/\/metropolia.edu.vn\/?p=1187"},"modified":"2025-09-17T09:23:37","modified_gmt":"2025-09-17T02:23:37","slug":"finland-metropolia-vietnamt-big-data-analytics","status":"publish","type":"post","link":"https:\/\/metropolia.edu.vn\/en\/finland-metropolia-vietnamt-big-data-analytics\/","title":{"rendered":"Big Data & Analytics: \u0110\u1ecbnh h\u00ecnh t\u01b0\u01a1ng lai th\u00f4ng qua s\u1ee9c m\u1ea1nh d\u1eef li\u1ec7u"},"content":{"rendered":"

\u201cNh\u1eefng doanh nghi\u1ec7p xem d\u1eef li\u1ec7u l\u00e0 t\u00e0i s\u1ea3n chi\u1ebfn l\u01b0\u1ee3c s\u1ebd l\u00e0 nh\u1eefng ng\u01b0\u1eddi t\u1ed3n t\u1ea1i v\u00e0 ph\u00e1t tri\u1ec3n m\u1ea1nh m\u1ebd.” Theo Bernard Marr, t\u1eeb s\u00e1ch Data Strategy (2017).\u00a0 Big Data l\u00e0 ch\u00eca kh\u00f3a th\u00fac \u0111\u1ea9y \u0111\u1ed5i m\u1edbi, thay \u0111\u1ed5i c\u00e1ch ch\u00fang ta l\u00e0m vi\u1ec7c v\u00e0 ph\u00e1t tri\u1ec3n b\u1ec1n v\u1eefng trong k\u1ef7 nguy\u00ean s\u1ed1.<\/span><\/p>\n

\"Big<\/p>\n

Trong k\u1ef7 nguy\u00ean s\u1ed1, Big Data & Analytics kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 m\u00e0 l\u00e0 \u0111\u1ed9ng l\u1ef1c th\u00fac \u0111\u1ea9y m\u1ecdi l\u0129nh v\u1ef1c, t\u1eeb kinh doanh \u0111\u1ebfn \u0111\u1eddi s\u1ed1ng. V\u1edbi th\u1ecb tr\u01b0\u1eddng to\u00e0n c\u1ea7u d\u1ef1 ki\u1ebfn \u0111\u1ea1t 745,15 t\u1ef7 USD v\u00e0o n\u0103m 2030, \u0111\u00e2y ch\u00ednh l\u00e0 ch\u00eca kh\u00f3a \u0111\u1ec3 ki\u1ebfn t\u1ea1o m\u1ed9t t\u01b0\u01a1ng lai b\u1ec1n v\u1eefng<\/span><\/p>\n

H\u00e3y c\u00f9ng Finland Metropolia Vietnam kh\u00e1m ph\u00e1 c\u00e1ch c\u00f4ng ngh\u1ec7 n\u00e0y \u0111ang \u0111\u1ecbnh h\u00ecnh t\u01b0\u01a1ng lai v\u00e0 nh\u1eefng c\u01a1 h\u1ed9i m\u00e0 n\u00f3 mang l\u1ea1i.<\/span><\/p>\n

Big Data & Analytics l\u00e0 g\u00ec?<\/b><\/span><\/h2>\n

Big Data \u0111\u1ec1 c\u1eadp \u0111\u1ebfn kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3, ph\u1ee9c t\u1ea1p, \u0111\u01b0\u1ee3c t\u1ea1o ra t\u1eeb nhi\u1ec1u ngu\u1ed3n nh\u01b0 c\u1ea3m bi\u1ebfn, m\u1ea1ng x\u00e3 h\u1ed9i, giao d\u1ecbch kinh doanh v\u00e0 thi\u1ebft b\u1ecb IoT. Analytics l\u00e0 qu\u00e1 tr\u00ecnh s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 nh\u01b0 h\u1ecdc m\u00e1y, th\u1ed1ng k\u00ea v\u00e0 tr\u1ef1c quan h\u00f3a \u0111\u1ec3 khai th\u00e1c th\u00f4ng tin gi\u00e1 tr\u1ecb t\u1eeb d\u1eef li\u1ec7u n\u00e0y. S\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa Big Data v\u00e0 Analytics gi\u00fap c\u00e1c t\u1ed5 ch\u1ee9c \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh ch\u00ednh x\u00e1c h\u01a1n, d\u1ef1 \u0111o\u00e1n xu h\u01b0\u1edbng v\u00e0 t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t.<\/span><\/p>\n

Theo IDC, \u0111\u1ebfn n\u0103m 2025, th\u1ebf gi\u1edbi s\u1ebd t\u1ea1o ra 180 zettabyte d\u1eef li\u1ec7u m\u1ed7i n\u0103m, th\u00fac \u0111\u1ea9y nhu c\u1ea7u v\u1ec1 c\u00e1c gi\u1ea3i ph\u00e1p ph\u00e2n t\u00edch ti\u00ean ti\u1ebfn. T\u1ea1i Vi\u1ec7t Nam, c\u00e1c ng\u00e0nh nh\u01b0 vi\u1ec5n th\u00f4ng, t\u00e0i ch\u00ednh v\u00e0 b\u00e1n l\u1ebb \u0111ang d\u1eabn \u0111\u1ea7u trong vi\u1ec7c \u00e1p d\u1ee5ng Big Data, v\u1edbi s\u1ef1 h\u1ed7 tr\u1ee3 t\u1eeb ch\u00ednh s\u00e1ch qu\u1ed1c gia v\u1ec1 chuy\u1ec3n \u0111\u1ed5i s\u1ed1 nh\u01b0 Quy\u1ebft \u0111\u1ecbnh 749\/Q\u0110-TTg c\u1ee7a Th\u1ee7 t\u01b0\u1edbng Ch\u00ednh ph\u1ee7.<\/span><\/p>\n

\u1ee8ng d\u1ee5ng th\u1ef1c ti\u1ec5n c\u1ee7a Big Data & Analytics<\/b><\/span><\/h2>\n

\u0110\u00f4 th\u1ecb th\u00f4ng minh v\u00e0 qu\u1ea3n l\u00fd giao th\u00f4ng<\/b><\/span><\/h3>\n

Big Data & Analytics \u0111ang \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c \u0111\u00f4 th\u1ecb th\u00f4ng minh, \u0111\u1eb7c bi\u1ec7t t\u1ea1i c\u00e1c th\u00e0nh ph\u1ed1 l\u1edbn nh\u01b0 H\u00e0 N\u1ed9i v\u00e0 TP. H\u1ed3 Ch\u00ed Minh. B\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1eeb camera giao th\u00f4ng, c\u1ea3m bi\u1ebfn v\u00e0 \u1ee9ng d\u1ee5ng \u0111i\u1ec1u h\u01b0\u1edbng, c\u00e1c h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n \u00f9n t\u1eafc, t\u1ed1i \u01b0u h\u00f3a lu\u1ed3ng giao th\u00f4ng v\u00e0 gi\u1ea3m thi\u1ec3u tai n\u1ea1n. Theo nghi\u00ean c\u1ee9u c\u1ee7a McKinsey, c\u00e1c th\u00e0nh ph\u1ed1 s\u1eed d\u1ee5ng Big Data c\u00f3 th\u1ec3 gi\u1ea3m th\u1eddi gian di chuy\u1ec3n trung b\u00ecnh \u0111\u1ebfn 20%.<\/span><\/p>\n

\"Big<\/p>\n

V\u00ed d\u1ee5, t\u1ea1i Singapore, h\u1ec7 th\u1ed1ng Smart Mobility 2030 s\u1eed d\u1ee5ng Big Data \u0111\u1ec3 qu\u1ea3n l\u00fd giao th\u00f4ng c\u00f4ng c\u1ed9ng, gi\u1ea3m th\u1eddi gian ch\u1edd xe bu\u00fdt kho\u1ea3ng 15% (t\u01b0\u01a1ng \u0111\u01b0\u01a1ng 2-3 ph\u00fat \u1edf gi\u1edd cao \u0111i\u1ec3m) theo c\u00e1c b\u00e1o c\u00e1o t\u1eeb LTA v\u00e0 AI-optimized systems (Medium, 2024; LTA, 2025). T\u1ea1i Vi\u1ec7t Nam, Viettel s\u1eed d\u1ee5ng d\u1eef li\u1ec7u l\u1edbn \u0111\u1ec3 c\u1ea3i thi\u1ec7n d\u1ecbch v\u1ee5 v\u1eadn t\u1ea3i c\u00f4ng c\u1ed9ng v\u00e0 logistics.\u00a0 <\/span><\/p>\n

\u0110i\u1ec3n h\u00ecnh v\u1ec1 d\u1ef1 \u00e1n l\u1edbn nh\u01b0 Viettel Logistics Park (khai tr\u01b0\u01a1ng th\u00e1ng 12\/2024), n\u01a1i Big Data \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh kho v\u1eadn, v\u1eadn chuy\u1ec3n h\u00e0ng h\u00f3a, d\u1ef1 b\u00e1o nhu c\u1ea7u v\u00e0 gi\u1ea3m chi ph\u00ed logistics l\u00ean \u0111\u1ebfn 40%. \u0110i\u1ec1u n\u00e0y bao g\u1ed3m ph\u00e2n t\u00edch d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c t\u1eeb IoT v\u00e0 AI \u0111\u1ec3 qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng, h\u1ea3i quan v\u00e0 v\u1eadn t\u1ea3i \u0111a ph\u01b0\u01a1ng th\u1ee9c. B\u00ean c\u1ea1nh \u0111\u00f3, gi\u1ea3i ph\u00e1p c\u1ee7a h\u1ecd h\u1ed7 tr\u1ee3 v\u1eadn t\u1ea3i c\u00f4ng c\u1ed9ng qua n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u l\u1edbn nh\u01b0 Viettel Data Platform (VDP), \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng trong qu\u1ea3n l\u00fd giao th\u00f4ng \u0111\u00f4 th\u1ecb v\u00e0 logistics t\u00edch h\u1ee3p (v\u00ed d\u1ee5: multimodal transport networks). Viettel Post s\u1eed d\u1ee5ng Big Data \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a tuy\u1ebfn \u0111\u01b0\u1eddng giao h\u00e0ng, c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng sang v\u1eadn t\u1ea3i c\u00f4ng c\u1ed9ng \u1edf c\u00e1c th\u00e0nh ph\u1ed1 l\u1edbn nh\u01b0 H\u00e0 N\u1ed9i v\u00e0 TP. H\u1ed3 Ch\u00ed Minh.<\/span><\/p>\n

\u0110\u1ed1i v\u1edbi x\u00e3 h\u1ed9i, \u0111i\u1ec1u n\u00e0y kh\u00f4ng ch\u1ec9 c\u1ea3i thi\u1ec7n tr\u1ea3i nghi\u1ec7m di chuy\u1ec3n m\u00e0 c\u00f2n gi\u1ea3m ph\u00e1t th\u1ea3i kh\u00ed nh\u00e0 k\u00ednh, g\u00f3p ph\u1ea7n v\u00e0o ph\u00e1t tri\u1ec3n b\u1ec1n v\u1eefng.<\/span><\/p>\n

T\u00e0i ch\u00ednh v\u00e0 ng\u00e2n h\u00e0ng<\/b><\/span><\/h3>\n

\"Big<\/p>\n

Trong l\u0129nh v\u1ef1c t\u00e0i ch\u00ednh, Big Data & Analytics gi\u00fap c\u00e1c ng\u00e2n h\u00e0ng ph\u00e1t hi\u1ec7n gian l\u1eadn, t\u1ed1i \u01b0u h\u00f3a qu\u1ea3n l\u00fd r\u1ee7i ro v\u00e0 c\u00e1 nh\u00e2n h\u00f3a d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng. Theo b\u00e1o c\u00e1o <\/span>Ken Research \u2013 Vietnam Data Analytics Market Outlook to 2030<\/span><\/i>, th\u1ecb tr\u01b0\u1eddng ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1ea1i Vi\u1ec7t Nam \u0111\u01b0\u1ee3c \u0111\u1ecbnh gi\u00e1 kho\u1ea3ng 4 t\u1ef7 USD.\u00a0<\/span><\/span><\/p>\n

Techcombank s\u1eed d\u1ee5ng gi\u1ea3i ph\u00e1p ph\u00e1t hi\u1ec7n gian l\u1eadn c\u1ee7a SAS \u0111\u00e3 r\u00fat ng\u1eafn th\u1eddi gian ph\u00e1t hi\u1ec7n v\u00e0 gi\u1ea3m thi\u1ec3u s\u1ed1 l\u01b0\u1ee3ng th\u00f4ng b\u00e1o sai (false positives) trong giao d\u1ecbch ng\u00e2n h\u00e0ng, gi\u1ea3m thi\u1ec3u r\u1ee7i ro t\u00e0i ch\u00ednh.<\/span><\/p>\n

Ngo\u00e0i ra, d\u1eef li\u1ec7u t\u1eeb ISA cho th\u1ea5y trong 10 th\u00e1ng \u0111\u1ea7u n\u0103m 2024, c\u00f3 h\u01a1n 220.000 b\u00e1o c\u00e1o l\u1eeba \u0111\u1ea3o tr\u1ef1c tuy\u1ebfn \u0111\u01b0\u1ee3c g\u1eedi l\u00ean, cho th\u1ea5y quy m\u00f4 v\u00e0 t\u00ednh c\u1ea5p thi\u1ebft c\u1ee7a vi\u1ec7c t\u0103ng c\u01b0\u1eddng h\u1ec7 th\u1ed1ng ph\u00e1t hi\u1ec7n v\u00e0 ph\u00f2ng ch\u1ed1ng gian l\u1eadn.<\/span><\/p>\n

Ngo\u00e0i ra, c\u00e1c c\u00f4ng ty fintech nh\u01b0 MoMo t\u1eadn d\u1ee5ng d\u1eef li\u1ec7u l\u1edbn \u0111\u1ec3 cung c\u1ea5p c\u00e1c s\u1ea3n ph\u1ea9m t\u00e0i ch\u00ednh c\u00e1 nh\u00e2n h\u00f3a, ch\u1eb3ng h\u1ea1n nh\u01b0 vay v\u1ed1n d\u1ef1a tr\u00ean l\u1ecbch s\u1eed giao d\u1ecbch. \u0110\u1ed1i v\u1edbi c\u1ed9ng \u0111\u1ed3ng, \u0111i\u1ec1u n\u00e0y m\u1edf ra c\u01a1 h\u1ed9i ti\u1ebfp c\u1eadn t\u00e0i ch\u00ednh cho c\u00e1c nh\u00f3m d\u00e2n c\u01b0 ch\u01b0a \u0111\u01b0\u1ee3c ph\u1ee5c v\u1ee5, \u0111\u1eb7c bi\u1ec7t \u1edf v\u00f9ng n\u00f4ng th\u00f4n, th\u00fac \u0111\u1ea9y b\u00ecnh \u0111\u1eb3ng kinh t\u1ebf.<\/span><\/p>\n

N\u00f4ng nghi\u1ec7p th\u00f4ng minh<\/b><\/span><\/h3>\n

Big Data & Analytics \u0111ang c\u00e1ch m\u1ea1ng h\u00f3a n\u00f4ng nghi\u1ec7p t\u1ea1i Vi\u1ec7t Nam, n\u01a1i ng\u00e0nh n\u00f4ng nghi\u1ec7p chi\u1ebfm t\u1ef7 tr\u1ecdng l\u1edbn trong n\u1ec1n kinh t\u1ebf. B\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1eeb c\u1ea3m bi\u1ebfn \u0111\u1ea5t, d\u1ef1 b\u00e1o th\u1eddi ti\u1ebft v\u00e0 h\u00ecnh \u1ea3nh v\u1ec7 tinh, n\u00f4ng d\u00e2n c\u00f3 th\u1ec3 t\u1ed1i \u01b0u h\u00f3a m\u00f9a v\u1ee5, gi\u1ea3m chi ph\u00ed v\u00e0 t\u0103ng n\u0103ng su\u1ea5t v\u00e0 \u1ee9ng ph\u00f3 v\u1edbi bi\u1ebfn \u0111\u1ed5i kh\u00ed h\u1eadu.\u00a0<\/span><\/p>\n

C\u00e1c gi\u1ea3i ph\u00e1p Big Data trong n\u00f4ng nghi\u1ec7p th\u00f4ng minh t\u1ea1i Vi\u1ec7t Nam gi\u00fap ph\u00e2n t\u00edch d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c t\u1eeb c\u1ea3m bi\u1ebfn IoT, th\u1eddi ti\u1ebft v\u00e0 \u0111\u1ea5t \u0111ai \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a gieo tr\u1ed3ng v\u00e0 thu ho\u1ea1ch. Theo b\u00e1o c\u00e1o t\u1eeb B\u1ed9 N\u00f4ng nghi\u1ec7p v\u00e0 Ph\u00e1t tri\u1ec3n N\u00f4ng th\u00f4n (MARD), c\u00e1c gi\u1ea3i ph\u00e1p n\u00e0y t\u0103ng n\u0103ng su\u1ea5t c\u00e2y tr\u1ed3ng 15-20% t\u1ea1i c\u00e1c khu v\u1ef1c th\u00ed \u0111i\u1ec3m nh\u01b0 \u0110\u1ed3ng B\u1eb1ng S\u00f4ng C\u1eedu Long v\u00e0 L\u00e2m \u0110\u1ed3ng, nh\u1edd d\u1ef1 b\u00e1o m\u00f9a v\u1ee5 ch\u00ednh x\u00e1c v\u00e0 gi\u1ea3m 10-20% chi ph\u00ed ph\u00e2n b\u00f3n, n\u01b0\u1edbc t\u01b0\u1edbi. V\u00ed d\u1ee5, FPT Software ph\u00e1t tri\u1ec3n n\u1ec1n t\u1ea3ng Akisai Farm, h\u1ee3p t\u00e1c v\u1edbi Fujitsu, s\u1eed d\u1ee5ng Big Data \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n th\u1eddi \u0111i\u1ec3m gieo tr\u1ed3ng v\u00e0 ph\u00e1t hi\u1ec7n s\u1edbm s\u00e2u b\u1ec7nh, t\u0103ng \u0111\u1ed9 ch\u00ednh x\u00e1c 20-30%. Nh\u1eefng c\u1ea3i ti\u1ebfn n\u00e0y gi\u00fap n\u00f4ng d\u00e2n t\u0103ng thu nh\u1eadp v\u00e0 g\u00f3p ph\u1ea7n \u0111\u1ea3m b\u1ea3o an ninh l\u01b0\u01a1ng th\u1ef1c qu\u1ed1c gia th\u00f4ng qua s\u1ea3n xu\u1ea5t b\u1ec1n v\u1eefng v\u00e0 gi\u1ea3m r\u1ee7i ro bi\u1ebfn \u0111\u1ed5i kh\u00ed h\u1eadu, \u0111\u1ed3ng th\u1eddi cho th\u1ea5y Big Data kh\u00f4ng ch\u1ec9 l\u00e0 c\u00f4ng c\u1ee5 c\u00f4ng ngh\u1ec7, m\u00e0 \u0111ang tr\u1edf th\u00e0nh n\u1ec1n t\u1ea3ng \u0111\u1ea3m b\u1ea3o an ninh l\u01b0\u01a1ng th\u1ef1c v\u00e0 ph\u00e1t tri\u1ec3n b\u1ec1n v\u1eefng cho n\u00f4ng nghi\u1ec7p Vi\u1ec7t Nam.<\/span><\/p>\n

Gi\u00e1o d\u1ee5c v\u00e0 \u0111\u00e0o t\u1ea1o k\u1ef9 n\u0103ng t\u01b0\u01a1ng lai<\/b><\/span><\/h3>\n

Trong gi\u00e1o d\u1ee5c, Big Data & Analytics \u0111ang c\u00e1ch m\u1ea1ng h\u00f3a vi\u1ec7c h\u1ecdc b\u1eb1ng c\u00e1ch c\u00e1 nh\u00e2n h\u00f3a tr\u1ea3i nghi\u1ec7m h\u1ecdc t\u1eadp v\u00e0 t\u1ed1i \u01b0u h\u00f3a qu\u1ea3n l\u00fd gi\u00e1o d\u1ee5c.<\/span><\/p>\n

Thay v\u00ec \u00e1p d\u1ee5ng c\u00f9ng m\u1ed9t ch\u01b0\u01a1ng tr\u00ecnh cho t\u1ea5t c\u1ea3 sinh vi\u00ean, Big Data cho ph\u00e9p ph\u00e2n t\u00edch h\u00e0nh vi, t\u1ed1c \u0111\u1ed9 ti\u1ebfp thu v\u00e0 nhu c\u1ea7u ri\u00eang c\u1ee7a t\u1eebng ng\u01b0\u1eddi h\u1ecdc. <\/span>The New York Times<\/span><\/i> t\u1eebng nh\u1ea5n m\u1ea1nh r\u1eb1ng vi\u1ec7c s\u1eed d\u1ee5ng d\u1eef li\u1ec7u h\u1ecdc t\u1eadp gi\u00fap c\u00e1c n\u1ec1n t\u1ea3ng nh\u01b0 Khan Academy \u0111\u1ec1 xu\u1ea5t b\u00e0i gi\u1ea3ng ph\u00f9 h\u1ee3p, t\u1eeb \u0111\u00f3 c\u1ea3i thi\u1ec7n r\u00f5 r\u1ec7t k\u1ebft qu\u1ea3 h\u1ecdc t\u1eadp.\u00a0<\/span><\/span><\/p>\n

T\u1ea1i Vi\u1ec7t Nam c\u0169ng ghi nh\u1eadn nhi\u1ec1u tr\u01b0\u1eddng \u0111\u1ea1i h\u1ecdc \u0111\u00e3 b\u1eaft \u0111\u1ea7u \u1ee9ng d\u1ee5ng h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd h\u1ecdc t\u1eadp (LMS) t\u00edch h\u1ee3p Big Data, theo d\u00f5i qu\u00e1 tr\u00ecnh h\u1ecdc c\u1ee7a sinh vi\u00ean theo th\u1eddi gian th\u1ef1c \u0111\u1ec3 \u0111\u01b0a ra c\u1ea3nh b\u00e1o s\u1edbm cho nh\u1eefng tr\u01b0\u1eddng h\u1ee3p c\u00f3 nguy c\u01a1 t\u1ee5t l\u1ea1i. Theo Inoxoft, c\u00e1c tr\u01b0\u1eddng h\u1ecdc \u00e1p d\u1ee5ng Big Data c\u00f3 th\u1ec3 t\u0103ng t\u1ef7 l\u1ec7 ho\u00e0n th\u00e0nh kh\u00f3a h\u1ecdc l\u00ean \u0111\u1ebfn 25% nh\u1edd can thi\u1ec7p k\u1ecbp th\u1eddi<\/span><\/p>\n

Kh\u00f4ng ch\u1ec9 d\u1eebng l\u1ea1i \u1edf l\u1edbp h\u1ecdc, b\u00e1o c\u00e1o c\u1ee7a UNESCO cho bi\u1ebft Big Data c\u00f2n h\u1ed7 tr\u1ee3 nh\u00e0 qu\u1ea3n l\u00fd ho\u1ea1ch \u0111\u1ecbnh ch\u00ednh s\u00e1ch gi\u00e1o d\u1ee5c, t\u1eeb ph\u00e2n b\u1ed5 ngu\u1ed3n l\u1ef1c gi\u1ea3ng d\u1ea1y \u0111\u1ebfn d\u1ef1 \u0111o\u00e1n nhu c\u1ea7u nh\u00e2n l\u1ef1c trong t\u01b0\u01a1ng lai. V\u00ed d\u1ee5, c\u00e1c h\u1ec7 th\u1ed1ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u gi\u00fap c\u00e1c tr\u01b0\u1eddng \u0111\u1ea1i h\u1ecdc nh\u01b0 \u0110\u1ea1i h\u1ecdc Qu\u1ed1c gia d\u1ef1 \u0111o\u00e1n nhu c\u1ea7u k\u1ef9 n\u0103ng t\u01b0\u01a1ng lai, \u0111\u1ea3m b\u1ea3o ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o ph\u00f9 h\u1ee3p v\u1edbi n\u1ec1n kinh t\u1ebf s\u1ed1. Nh\u1eefng \u1ee9ng d\u1ee5ng n\u00e0y kh\u00f4ng ch\u1ec9 n\u00e2ng cao ch\u1ea5t l\u01b0\u1ee3ng gi\u00e1o d\u1ee5c m\u00e0 c\u00f2n th\u00fac \u0111\u1ea9y b\u00ecnh \u0111\u1eb3ng, gi\u00fap h\u1ecdc sinh v\u00f9ng s\u00e2u v\u00f9ng xa ti\u1ebfp c\u1eadn t\u00e0i nguy\u00ean h\u1ecdc t\u1eadp ch\u1ea5t l\u01b0\u1ee3ng, chu\u1ea9n b\u1ecb l\u1ef1c l\u01b0\u1ee3ng lao \u0111\u1ed9ng cho k\u1ef7 nguy\u00ean s\u1ed1 h\u00f3a.<\/span><\/p>\n

Tr\u1edf th\u00e0nh chuy\u00ean gia Big Data t\u1ea1i Finland Metropolia Vietnam<\/b><\/span><\/h2>\n

Big Data & Analytics kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 m\u00e0 l\u00e0 \u0111\u1ed9ng l\u1ef1c th\u00fac \u0111\u1ea9y s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a x\u00e3 h\u1ed9i hi\u1ec7n \u0111\u1ea1i. T\u1eeb vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c \u0111\u00f4 th\u1ecb th\u00f4ng minh, c\u1ea3i thi\u1ec7n d\u1ecbch v\u1ee5 t\u00e0i ch\u00ednh, n\u00e2ng cao n\u0103ng su\u1ea5t n\u00f4ng nghi\u1ec7p \u0111\u1ebfn c\u00e1 nh\u00e2n h\u00f3a gi\u00e1o d\u1ee5c, c\u00f4ng ngh\u1ec7 n\u00e0y \u0111ang t\u1ea1o ra nh\u1eefng gi\u00e1 tr\u1ecb to l\u1edbn. T\u1ea1i Finland Metropolia Vietnam, ch\u00fang t\u00f4i t\u1ef1 h\u00e0o mang \u0111\u1ebfn c\u01a1 h\u1ed9i h\u1ecdc t\u1eadp v\u00e0 ph\u00e1t tri\u1ec3n trong l\u0129nh v\u1ef1c n\u00e0y v\u1edbi ng\u00e0nh C\u00f4ng ngh\u1ec7 th\u00f4ng tin th\u00f4ng minh<\/a>, gi\u00fap sinh vi\u00ean kh\u00f4ng ch\u1ec9 l\u00e0m ch\u1ee7 c\u00f4ng ngh\u1ec7 m\u00e0 c\u00f2n t\u1ea1o ra t\u00e1c \u0111\u1ed9ng t\u00edch c\u1ef1c cho c\u1ed9ng \u0111\u1ed3ng.<\/span><\/p>\n

\"Sinh
Sinh vi\u00ean Finland Metropolia Vietnam ti\u1ebfp c\u1eadn Big Data ngay t\u1eeb n\u0103m nh\u1ea5t, r\u00e8n luy\u1ec7n t\u01b0 duy d\u1eef li\u1ec7u \u0111\u1ec3 s\u1eb5n s\u00e0ng cho t\u01b0\u01a1ng lai c\u00f4ng ngh\u1ec7.<\/em><\/figcaption><\/figure>\n

T\u1ea1i Finland Metropolia Vietnam, ch\u01b0\u01a1ng tr\u00ecnh C\u00f4ng ngh\u1ec7 Th\u00f4ng tin th\u00f4ng minh (SMART IT) \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 \u0111\u00e0o t\u1ea1o th\u1ebf h\u1ec7 chuy\u00ean gia Big Data & Analytics c\u00f3 t\u01b0 duy \u0111\u1ed5i m\u1edbi v\u00e0 k\u1ef9 n\u0103ng th\u1ef1c ti\u1ec5n. Ch\u00fang t\u00f4i tin r\u1eb1ng Big Data kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 m\u00e0 l\u00e0 \u0111\u1ed9ng l\u1ef1c th\u00fac \u0111\u1ea9y s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a x\u00e3 h\u1ed9i hi\u1ec7n \u0111\u1ea1i, t\u1ea1o ra t\u00e1c \u0111\u1ed9ng t\u00edch c\u1ef1c cho c\u1ed9ng \u0111\u1ed3ng.<\/span><\/p>\n

Ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o t\u1ea1i Finland Metropolia Vietnam cung c\u1ea5p m\u1ed9t l\u1ed9 tr\u00ecnh h\u1ecdc t\u1eadp to\u00e0n di\u1ec7n, t\u1eeb n\u1ec1n t\u1ea3ng l\u00fd thuy\u1ebft \u0111\u1ebfn \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf. Sinh vi\u00ean s\u1ebd \u0111\u01b0\u1ee3c trang b\u1ecb ki\u1ebfn th\u1ee9c v\u1eefng ch\u1eafc v\u1ec1 X\u00e1c su\u1ea5t v\u00e0 Th\u1ed1ng k\u00ea \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u, c\u00f9ng k\u1ef9 n\u0103ng thi\u1ebft k\u1ebf v\u00e0 qu\u1ea3n l\u00fd c\u01a1 s\u1edf d\u1eef li\u1ec7u l\u1edbn th\u00f4ng qua m\u00f4n Database Solutions.<\/span><\/p>\n

Ti\u1ebfp \u0111\u00f3, ch\u01b0\u01a1ng tr\u00ecnh \u0111i s\u00e2u v\u00e0o \u1ee9ng d\u1ee5ng th\u1ef1c ti\u1ec5n v\u1edbi c\u00e1c m\u00f4n h\u1ecdc c\u1ed1t l\u00f5i nh\u01b0 X\u1eed l\u00fd d\u1eef li\u1ec7u v\u00e0 H\u1ecdc m\u00e1y (Data Handling and Machine Learning), M\u1ea1ng n\u01a1-ron (Neural Networks) v\u00e0 \u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y (Cloud Computing). \u0110\u1eb7c bi\u1ec7t, m\u00f4n Introduction to Big Data Analytics s\u1ebd gi\u00fap sinh vi\u00ean n\u1eafm v\u1eefng c\u00e1c c\u00f4ng c\u1ee5 chuy\u00ean s\u00e2u nh\u01b0 Hadoop, Spark v\u00e0 Python \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u l\u1edbn. Sinh vi\u00ean h\u1ecdc c\u00e1ch x\u1eed l\u00fd kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn, t\u1eeb ph\u00e2n t\u00edch d\u1eef li\u1ec7u giao d\u1ecbch \u0111\u1ebfn d\u1ef1 \u0111o\u00e1n xu h\u01b0\u1edbng th\u1ecb tr\u01b0\u1eddng, \u00e1p d\u1ee5ng v\u00e0o c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 y t\u1ebf, logistics, v\u00e0 n\u00f4ng nghi\u1ec7p th\u00f4ng minh<\/span><\/p>\n

Ngo\u00e0i ra, ch\u01b0\u01a1ng tr\u00ecnh kh\u00f4ng ch\u1ec9 t\u1eadp trung v\u00e0o c\u00f4ng ngh\u1ec7 m\u00e0 c\u00f2n \u00e1p d\u1ee5ng ph\u01b0\u01a1ng ph\u00e1p \u0111\u00e0o t\u1ea1o Project Based Learing v\u00e0 Active Learning, gi\u00fap sinh vi\u00ean hi\u1ec3u c\u00e1ch s\u1eed d\u1ee5ng d\u1eef li\u1ec7u \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c b\u00e0i to\u00e1n th\u1ef1c t\u1ebf nh\u01b0 \u0111\u00f4 th\u1ecb h\u00f3a, nh\u00e0 th\u00f4ng minh, hay y t\u1ebf. Sinh vi\u00ean s\u1ebd tham gia v\u00e0o c\u00e1c d\u1ef1 \u00e1n th\u1ef1c t\u1ebf, t\u1eeb ph\u00e2n t\u00edch d\u1eef li\u1ec7u giao th\u00f4ng \u0111\u00f4 th\u1ecb \u0111\u1ebfn d\u1ef1 b\u00e1o nhu c\u1ea7u th\u1ecb tr\u01b0\u1eddng, chu\u1ea9n b\u1ecb cho s\u1ef1 nghi\u1ec7p trong n\u1ec1n kinh t\u1ebf s\u1ed1.<\/span><\/p>\n

Ngo\u00e0i ra, c\u00e1c cu\u1ed9c thi v\u1ec1 c\u00f4ng ngh\u1ec7 \u0111\u01b0\u1ee3c t\u1ed5 ch\u1ee9c t\u1ea1i tr\u01b0\u1eddng c\u0169ng gi\u00fap sinh vi\u00ean k\u1ebft n\u1ed1i nhi\u1ec1u h\u01a1n v\u1edbi doanh nghi\u1ec7p v\u00e0 th\u1ec3 hi\u1ec7n n\u0103ng l\u1ef1c v\u1eadn h\u00e0nh, tri\u1ec3n khai \u00fd t\u01b0\u1edfng v\u00e0o th\u1ef1c t\u1ebf. Sinh vi\u00ean \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n t\u01b0 duy chi\u1ebfn l\u01b0\u1ee3c v\u00e0 c\u00f3 kh\u1ea3 n\u0103ng ra quy\u1ebft \u0111\u1ecbnh ph\u00f9 h\u1ee3p trong nh\u1eefng t\u00ecnh hu\u1ed1ng th\u1ef1c t\u1ebf, \u0111\u1ed3ng th\u1eddi t\u1ea1o ra \u0111\u01b0\u1ee3c c\u00e1c gi\u1ea3i ph\u00e1p c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng ch\u00ednh x\u00e1c v\u00e0 ph\u00f9 h\u1ee3p.<\/span><\/p>\n

Sinh vi\u00ean Finland Metropolia Vietnam \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o trong m\u00f4i tr\u01b0\u1eddng th\u1ef1c ti\u1ec5n, ti\u1ebfp c\u1eadn c\u00e1c ph\u00f2ng lab hi\u1ec7n \u0111\u1ea1i v\u00e0 c\u01a1 h\u1ed9i h\u1ee3p t\u00e1c v\u1edbi nh\u1eefng \u0111\u1ed1i t\u00e1c h\u00e0ng \u0111\u1ea7u nh\u01b0 FPT c\u00f9ng c\u00e1c c\u00f4ng ty trong m\u1ea1ng l\u01b0\u1edbi c\u1ee7a Metropolia Ph\u1ea7n Lan. \u0110i\u1ec1u n\u00e0y kh\u00f4ng ch\u1ec9 chu\u1ea9n b\u1ecb sinh vi\u00ean cho th\u1ecb tr\u01b0\u1eddng lao \u0111\u1ed9ng \u0111ang chuy\u1ec3n m\u00ecnh m\u00e0 c\u00f2n gi\u00fap h\u1ecd tr\u1edf th\u00e0nh l\u1ef1c l\u01b0\u1ee3ng d\u1eabn \u0111\u1ea7u trong vi\u1ec7c th\u00fac \u0111\u1ea9y \u0111\u1ed5i m\u1edbi, ki\u1ebfn t\u1ea1o m\u1ed9t t\u01b0\u01a1ng lai th\u00f4ng minh v\u00e0 b\u1ec1n v\u1eefng cho Vi\u1ec7t Nam.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"

\u201cNh\u1eefng doanh nghi\u1ec7p xem d\u1eef li\u1ec7u l\u00e0 t\u00e0i s\u1ea3n chi\u1ebfn l\u01b0\u1ee3c s\u1ebd l\u00e0 nh\u1eefng ng\u01b0\u1eddi t\u1ed3n t\u1ea1i v\u00e0 ph\u00e1t tri\u1ec3n m\u1ea1nh m\u1ebd.” Theo Bernard Marr, t\u1eeb s\u00e1ch Data Strategy (2017).\u00a0 Big Data l\u00e0 ch\u00eca kh\u00f3a th\u00fac \u0111\u1ea9y \u0111\u1ed5i m\u1edbi, thay \u0111\u1ed5i c\u00e1ch ch\u00fang ta l\u00e0m vi\u1ec7c v\u00e0 ph\u00e1t tri\u1ec3n b\u1ec1n v\u1eefng trong k\u1ef7 nguy\u00ean s\u1ed1….<\/p>\n","protected":false},"author":7,"featured_media":1190,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[37],"tags":[],"class_list":["post-1187","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-nghe-nghiep","post_format-post-format-0"],"_links":{"self":[{"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/posts\/1187","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/comments?post=1187"}],"version-history":[{"count":0,"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/posts\/1187\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/media\/1190"}],"wp:attachment":[{"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/media?parent=1187"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/categories?post=1187"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/tags?post=1187"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}