{"id":2620,"date":"2026-05-23T12:01:07","date_gmt":"2026-05-23T05:01:07","guid":{"rendered":"https:\/\/metropolia.edu.vn\/?p=2620"},"modified":"2026-05-26T15:45:51","modified_gmt":"2026-05-26T08:45:51","slug":"sinh-vien-smart-it-trinh-dien-du-an-iot-nam-nhat","status":"publish","type":"post","link":"https:\/\/metropolia.edu.vn\/en\/sinh-vien-smart-it-trinh-dien-du-an-iot-nam-nhat\/","title":{"rendered":"Sinh vi\u00ean CNTT th\u00f4ng minh Finland Metropolia Vietnam x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng d\u1ecbch m\u00e3 v\u00e0 m\u00e1y \u0111o nh\u1ecbp tim th\u00f4ng minh qua d\u1ef1 \u00e1n th\u1ef1c t\u1ebf"},"content":{"rendered":"

Trong bu\u1ed5i thuy\u1ebft tr\u00ecnh d\u1ef1 \u00e1n cu\u1ed1i m\u00f4n Hardware 2 m\u1edbi \u0111\u00e2y, sinh vi\u00ean n\u0103m nh\u1ea5t ch\u01b0\u01a1ng tr\u00ecnh CNTT th\u00f4ng minh Finland Metropolia Vietnam \u0111\u00e3 mang \u0111\u1ebfn nhi\u1ec1u s\u1ea3n ph\u1ea9m \u1ee9ng d\u1ee5ng k\u1ebft h\u1ee3p gi\u1eefa ph\u1ea7n c\u1ee9ng v\u00e0 ph\u1ea7n m\u1ec1m. Hai d\u1ef1 \u00e1n n\u1ed5i b\u1eadt g\u1ed3m h\u1ec7 th\u1ed1ng d\u1ecbch m\u00e3 Morse t\u1ef1 \u0111\u1ed9ng v\u00e0 m\u00e1y \u0111o nh\u1ecbp tim th\u00f4ng minh cho th\u1ea5y kh\u1ea3 n\u0103ng ti\u1ebfp c\u1eadn c\u00f4ng ngh\u1ec7 \u1ee9ng d\u1ee5ng c\u1ee7a sinh vi\u00ean ngay t\u1eeb giai \u0111o\u1ea1n \u0111\u1ea7u \u0111\u1ea1i h\u1ecdc.<\/span><\/p>\n

Bu\u1ed5i showcase c\u00f3 s\u1ef1 tham gia c\u1ee7a ThS. Nguy\u1ec5n Th\u1ebf Minh – Gi\u1ea3ng vi\u00ean CNTT th\u00f4ng minh v\u00e0 TS. Ph\u1ea1m V\u0103n \u0110\u1ea1i – Tr\u01b0\u1edfng khoa CNTT th\u00f4ng minh t\u1ea1i Finland Metropolia Vietnam. \u0110\u1eb7c bi\u1ec7t, c\u00e1c s\u1ea3n ph\u1ea9m c\u00f2n \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 tr\u1ef1c ti\u1ebfp b\u1edfi c\u00e1c gi\u1ea3ng vi\u00ean t\u1eeb \u0110\u1ea1i h\u1ecdc Khoa h\u1ecdc \u1ee8ng d\u1ee5ng Metropolia (Ph\u1ea7n Lan) th\u00f4ng qua h\u00ecnh th\u1ee9c tr\u1ef1c tuy\u1ebfn, gi\u00fap sinh vi\u00ean ti\u1ebfp c\u1eadn m\u00f4i tr\u01b0\u1eddng ph\u1ea3n bi\u1ec7n v\u00e0 tr\u00ecnh b\u00e0y d\u1ef1 \u00e1n theo \u0111\u1ecbnh h\u01b0\u1edbng qu\u1ed1c t\u1ebf.<\/span><\/p>\n

\"Bu\u1ed5i
Bu\u1ed5i showcase c\u00f3 s\u1ef1 tham gia \u0111\u00e1nh gi\u00e1 tr\u1ef1c tuy\u1ebfn c\u1ee7a gi\u1ea3ng vi\u00ean \u0110\u1ea1i h\u1ecdc Khoa h\u1ecdc \u1ee8ng d\u1ee5ng Metropolia (Ph\u1ea7n Lan).<\/figcaption><\/figure>\n

\u0110\u1ec3 ho\u00e0n thi\u1ec7n c\u00e1c s\u1ea3n ph\u1ea9m n\u00e0y, sinh vi\u00ean kh\u00f4ng ch\u1ec9 vi\u1ebft code tr\u00ean m\u00e1y t\u00ednh m\u00e0 c\u00f2n tr\u1ef1c ti\u1ebfp l\u1eafp r\u00e1p bo m\u1ea1ch, l\u00e0m vi\u1ec7c v\u1edbi c\u1ea3m bi\u1ebfn v\u00e0 x\u00e2y d\u1ef1ng c\u01a1 ch\u1ebf truy\u1ec1n d\u1eef li\u1ec7u gi\u1eefa thi\u1ebft b\u1ecb v\u1eadt l\u00fd v\u1edbi n\u1ec1n t\u1ea3ng s\u1ed1 theo th\u1eddi gian th\u1ef1c.<\/span><\/p>\n

Sinh vi\u00ean n\u0103m nh\u1ea5t tr\u1ef1c ti\u1ebfp l\u00e0m ch\u1ee7 bo m\u1ea1ch v\u00e0 nguy\u00ean l\u00fd v\u1eadn h\u00e0nh c\u00f4ng ngh\u1ec7<\/span><\/h2>\n

Hardware 2 l\u00e0 h\u1ecdc ph\u1ea7n t\u1eadp trung v\u00e0o c\u00e1c ki\u1ebfn th\u1ee9c n\u1ec1n t\u1ea3ng v\u1ec1 \u0111i\u1ec7n t\u1eed, h\u1ec7 th\u1ed1ng nh\u00fang v\u00e0 IoT, \u0111\u1ed3ng th\u1eddi gi\u00fap sinh vi\u00ean hi\u1ec3u c\u00e1ch ph\u1ea7n c\u1ee9ng c\u00f3 th\u1ec3 giao ti\u1ebfp v\u1edbi ph\u1ea7n m\u1ec1m \u0111\u1ec3 x\u1eed l\u00fd v\u00e0 hi\u1ec3n th\u1ecb d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c.<\/span><\/p>\n

\u0110i\u1ec3m \u0111\u1eb7c bi\u1ec7t c\u1ee7a h\u1ecdc ph\u1ea7n n\u1eb1m \u1edf vi\u1ec7c sinh vi\u00ean kh\u00f4ng ch\u1ec9 h\u1ecdc nguy\u00ean l\u00fd tr\u00ean l\u00fd thuy\u1ebft, m\u00e0 ph\u1ea3i tr\u1ef1c ti\u1ebfp tri\u1ec3n khai th\u00e0nh s\u1ea3n ph\u1ea9m c\u00f3 kh\u1ea3 n\u0103ng v\u1eadn h\u00e0nh th\u1ef1c t\u1ebf. T\u1eeb vi\u1ec7c \u0111\u1ea5u n\u1ed1i bo m\u1ea1ch, x\u1eed l\u00fd t\u00edn hi\u1ec7u \u0111\u1ebfn x\u00e2y d\u1ef1ng giao di\u1ec7n hi\u1ec3n th\u1ecb d\u1eef li\u1ec7u, to\u00e0n b\u1ed9 qu\u00e1 tr\u00ecnh \u0111\u1ec1u \u0111\u00f2i h\u1ecfi kh\u1ea3 n\u0103ng t\u01b0 duy h\u1ec7 th\u1ed1ng v\u00e0 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 li\u00ean t\u1ee5c.<\/span><\/p>\n

C\u00e1c nh\u00f3m sinh vi\u00ean c\u0169ng ch\u1ee7 \u0111\u1ed9ng \u1ee9ng d\u1ee5ng nhi\u1ec1u c\u00f4ng ngh\u1ec7 ph\u00e1t tri\u1ec3n giao di\u1ec7n nh\u01b0 HTML, CSS, JavaScript hay Streamlit \u0111\u1ec3 x\u00e2y d\u1ef1ng web interface cho s\u1ea3n ph\u1ea9m. \u0110\u00e2y \u0111\u01b0\u1ee3c xem l\u00e0 b\u01b0\u1edbc ti\u1ebfp c\u1eadn quan tr\u1ecdng v\u1edbi l\u0129nh v\u1ef1c IoT v\u00e0 Software Engineering \u2013 n\u01a1i ph\u1ea7n c\u1ee9ng, d\u1eef li\u1ec7u v\u00e0 ph\u1ea7n m\u1ec1m c\u1ea7n ho\u1ea1t \u0111\u1ed9ng \u0111\u1ed3ng b\u1ed9 trong c\u00f9ng m\u1ed9t h\u1ec7 th\u1ed1ng.<\/span><\/p>\n

Theo chia s\u1ebb c\u1ee7a sinh vi\u00ean \u0110o\u00e0n \u0110\u00ecnh Anh, tr\u1ea3i nghi\u1ec7m l\u00e0m ph\u1ea7n c\u1ee9ng th\u1ef1c t\u1ebf kh\u00e1c xa v\u1edbi m\u00f4i tr\u01b0\u1eddng l\u00fd t\u01b0\u1edfng tr\u00ean s\u00e1ch v\u1edf:<\/span><\/p>\n

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\u201cTr\u00ean s\u00e1ch v\u1edf, c\u00e1c s\u1ed1 li\u1ec7u lu\u00f4n ch\u00ednh x\u00e1c v\u00e0 th\u01b0\u1eddng ch\u1ec9 x\u00e9t trong m\u1ed9t tr\u01b0\u1eddng h\u1ee3p l\u00fd t\u01b0\u1edfng. Nh\u01b0ng khi tr\u1ef1c ti\u1ebfp b\u1eaft tay v\u00e0o l\u00e0m ph\u1ea7n c\u1ee9ng, t\u1ee5i em ph\u1ea3i t\u1ef1 m\u00e0y m\u00f2 t\u1eeb c\u00e1ch \u0111\u1ea5u d\u00e2y, x\u1eed l\u00fd nhi\u1ec5u cho \u0111\u1ebfn vi\u1ec7c t\u00ecm gi\u1ea3i ph\u00e1p kh\u1eafc ph\u1ee5c khi h\u1ec7 th\u1ed1ng kh\u00f4ng v\u1eadn h\u00e0nh. \u0110\u00f3 l\u00e0 nh\u1eefng th\u1eed th\u00e1ch th\u1ef1c t\u1ebf m\u00e0 s\u00e1ch v\u1edf kh\u00f4ng th\u1ec3 n\u00e0o n\u00f3i h\u1ebft \u0111\u01b0\u1ee3c.\u201d<\/span><\/p>\n<\/blockquote>\n

Nam sinh vi\u00ean c\u0169ng cho bi\u1ebft, ch\u00ednh qu\u00e1 tr\u00ecnh th\u1eed nghi\u1ec7m v\u00e0 li\u00ean t\u1ee5c x\u1eed l\u00fd l\u1ed7i \u0111\u00e3 gi\u00fap nh\u00f3m t\u00edch l\u0169y th\u00eam nhi\u1ec1u kinh nghi\u1ec7m v\u1ec1 t\u01b0 duy gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 v\u00e0 kh\u1ea3 n\u0103ng th\u00edch \u1ee9ng khi tri\u1ec3n khai s\u1ea3n ph\u1ea9m th\u1ef1c t\u1ebf.<\/span><\/p>\n

\"T\u1eeb
T\u1eeb ph\u1ea7n c\u1ee9ng \u0111\u1ebfn giao di\u1ec7n web, sinh vi\u00ean CNTT th\u00f4ng minh Finland Metropolia Vietnam t\u1eebng b\u01b0\u1edbc ti\u1ebfp c\u1eadn t\u01b0 duy ph\u00e1t tri\u1ec3n h\u1ec7 th\u1ed1ng IoT.<\/figcaption><\/figure>\n

T\u1eeb d\u1ecbch m\u00e3 Morse \u0111\u1ebfn m\u00e1y \u0111o nh\u1ecbp tim: Khi ph\u1ea7n c\u1ee9ng \u201cgiao ti\u1ebfp\u201d v\u1edbi ph\u1ea7n m\u1ec1m<\/span><\/h2>\n

M\u1ed9t trong nh\u1eefng d\u1ef1 \u00e1n n\u1ed5i b\u1eadt t\u1ea1i bu\u1ed5i showcase l\u00e0 h\u1ec7 th\u1ed1ng d\u1ecbch m\u00e3 Morse t\u1ef1 \u0111\u1ed9ng c\u1ee7a Nh\u00f3m 1.<\/span><\/p>\n

D\u1ef1 \u00e1n ho\u1ea1t \u0111\u1ed9ng theo c\u01a1 ch\u1ebf ti\u1ebfp nh\u1eadn t\u00edn hi\u1ec7u \u0111\u1ea7u v\u00e0o d\u1ea1ng ch\u1ea5m v\u00e0 g\u1ea1ch t\u1eeb ph\u1ea7n c\u1ee9ng, sau \u0111\u00f3 truy\u1ec1n d\u1eef li\u1ec7u l\u00ean website \u0111\u1ec3 x\u1eed l\u00fd v\u00e0 hi\u1ec3n th\u1ecb tr\u1ef1c ti\u1ebfp th\u00e0nh v\u0103n b\u1ea3n Latin. Nh\u00f3m x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng bi\u00ean d\u1ecbch b\u1eb1ng JavaScript k\u1ebft h\u1ee3p v\u1edbi giao di\u1ec7n web tr\u1ef1c quan \u0111\u1ec3 ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 theo d\u00f5i d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c.<\/span><\/p>\n

\u0110i\u1ec3m \u0111\u00e1ng ch\u00fa \u00fd c\u1ee7a d\u1ef1 \u00e1n kh\u00f4ng ch\u1ec9 n\u1eb1m \u1edf vi\u1ec7c d\u1ecbch m\u00e3 Morse, m\u00e0 \u1edf c\u00e1ch sinh vi\u00ean x\u00e2y d\u1ef1ng c\u01a1 ch\u1ebf k\u1ebft n\u1ed1i gi\u1eefa ph\u1ea7n c\u1ee9ng v\u00e0 ph\u1ea7n m\u1ec1m \u0111\u1ec3 d\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c truy\u1ec1n t\u1ea3i \u1ed5n \u0111\u1ecbnh.<\/span><\/p>\n

\"Sinh
Nh\u00f3m 1 g\u1ed3m c\u00e1c sinh vi\u00ean: \u0110\u00ecnh Anh – Quang Tu\u1ec7 – Nh\u1eadt Quang – Ho\u00e0ng Qu\u00e2n (th\u1ee9 t\u1ef1 t\u1eeb tr\u00e1i sang) tr\u00ecnh di\u1ec5n h\u1ec7 th\u1ed1ng d\u1ecbch m\u00e3 Morse v\u1edbi giao di\u1ec7n web hi\u1ec3n th\u1ecb d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c<\/figcaption><\/figure>\n

Chia s\u1ebb v\u1ec1 \u0111\u1ecbnh h\u01b0\u1edbng ph\u00e1t tri\u1ec3n s\u1ea3n ph\u1ea9m, Quang Tu\u1ec7 cho bi\u1ebft:<\/span><\/p>\n

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\u201cT\u1eeb m\u1ed9t m\u00f4 h\u00ecnh d\u1ecbch m\u00e3 \u0111\u01a1n gi\u1ea3n, t\u1ee5i em nh\u1eadn ra b\u00e0i to\u00e1n l\u1edbn h\u01a1n l\u00e0 l\u00e0m sao \u0111\u1ec3 thi\u1ebft b\u1ecb ph\u1ea7n c\u1ee9ng c\u00f3 th\u1ec3 giao ti\u1ebfp \u1ed5n \u0111\u1ecbnh v\u1edbi ph\u1ea7n m\u1ec1m v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c. \u0110\u00e2y c\u0169ng l\u00e0 n\u1ec1n t\u1ea3ng \u0111\u1ec3 ph\u00e1t tri\u1ec3n c\u00e1c h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 \u1ee9ng d\u1ee5ng IoT trong t\u01b0\u01a1ng lai.\u201d<\/span><\/p>\n<\/blockquote>\n

Trong khi \u0111\u00f3, Nh\u00f3m 2 l\u1ef1a ch\u1ecdn ph\u00e1t tri\u1ec3n m\u00e1y \u0111o nh\u1ecbp tim th\u00f4ng minh, d\u1ef1 \u00e1n t\u1eadp trung v\u00e0o kh\u1ea3 n\u0103ng l\u1ea5y d\u1eef li\u1ec7u t\u1eeb c\u1ea3m bi\u1ebfn ph\u1ea7n c\u1ee9ng v\u00e0 hi\u1ec3n th\u1ecb tr\u1ef1c ti\u1ebfp tr\u00ean giao di\u1ec7n s\u1ed1.<\/span><\/p>\n

Thi\u1ebft b\u1ecb c\u00f3 kh\u1ea3 n\u0103ng ghi nh\u1eadn d\u1eef li\u1ec7u nh\u1ecbp tim t\u1eeb c\u1ea3m bi\u1ebfn, sau \u0111\u00f3 truy\u1ec1n l\u00ean giao di\u1ec7n ph\u1ea7n m\u1ec1m \u0111\u1ec3 hi\u1ec3n th\u1ecb tr\u1ef1c quan theo th\u1eddi gian th\u1ef1c. Ngo\u00e0i ch\u1ee9c n\u0103ng \u0111o nh\u1ecbp tim c\u01a1 b\u1ea3n, nh\u00f3m c\u00f2n x\u00e2y d\u1ef1ng t\u00ednh n\u0103ng l\u01b0u l\u1ecbch s\u1eed \u0111o \u0111\u1ec3 ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 theo d\u00f5i d\u1eef li\u1ec7u s\u1ee9c kh\u1ecfe theo th\u1eddi gian.<\/span><\/p>\n

\"M\u00e1y
M\u00e1y \u0111o nh\u1ecbp tim th\u00f4ng minh \u0111\u01b0\u1ee3c nh\u00f3m 2 g\u1ed3m Sinh vi\u00ean Minh – Nguy\u00ean – Th\u00e0nh \u0110\u1ea1t (t\u1eeb tr\u00e1i sang) ph\u00e1t tri\u1ec3n v\u1edbi kh\u1ea3 n\u0103ng l\u01b0u l\u1ecbch s\u1eed d\u1eef li\u1ec7u s\u1ee9c kh\u1ecfe tr\u00ean n\u1ec1n t\u1ea3ng s\u1ed1<\/figcaption><\/figure>\n

Nh\u00f3m c\u0169ng \u0111\u1ea7u t\u01b0 v\u00e0o tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng khi thi\u1ebft k\u1ebf giao di\u1ec7n theo h\u01b0\u1edbng tr\u1ef1c quan, d\u1ec5 quan s\u00e1t v\u00e0 c\u00f3 t\u00ednh t\u01b0\u01a1ng t\u00e1c cao. Theo chia s\u1ebb c\u1ee7a nh\u00f3m, th\u00e1ch th\u1ee9c l\u1edbn nh\u1ea5t kh\u00f4ng n\u1eb1m \u1edf vi\u1ec7c vi\u1ebft code giao di\u1ec7n, m\u00e0 l\u00e0 l\u00e0m sao \u0111\u1ea3m b\u1ea3o d\u1eef li\u1ec7u t\u1eeb ph\u1ea7n c\u1ee9ng \u0111\u01b0\u1ee3c truy\u1ec1n t\u1ea3i \u1ed5n \u0111\u1ecbnh v\u00e0 ph\u1ea3n h\u1ed3i \u0111\u1ee7 nhanh \u0111\u1ec3 h\u1ec7 th\u1ed1ng ho\u1ea1t \u0111\u1ed9ng ch\u00ednh x\u00e1c.<\/span><\/p>\n

\"D\u1ef1
D\u1ef1 \u00e1n m\u00e1y \u0111o nh\u1ecbp tim th\u00f4ng minh g\u00e2y \u1ea5n t\u01b0\u1ee3ng v\u1edbi giao di\u1ec7n tr\u1ef1c quan v\u00e0 kh\u1ea3 n\u0103ng ph\u1ea3n h\u1ed3i \u1ed5n \u0111\u1ecbnh<\/figcaption><\/figure>\n

Nh\u1eadn x\u00e9t v\u1ec1 s\u1ea3n ph\u1ea9m c\u1ee7a sinh vi\u00ean, ThS. Heidi Lehikoinen – Gi\u1ea3ng vi\u00ean cao c\u1ea5p t\u1ea1i \u0110\u1ea1i h\u1ecdc Khoa h\u1ecdc \u1ee8ng d\u1ee5ng Metropolia Ph\u1ea7n Lan nh\u1eadn \u0111\u1ecbnh: \u201cS\u1ea3n ph\u1ea9m c\u1ee7a sinh vi\u00ean Finland Metropolia Vietnam v\u01b0\u1ee3t ngo\u00e0i k\u1ef3 v\u1ecdng ban \u0111\u1ea7u. Ngay t\u1eeb n\u0103m nh\u1ea5t, c\u00e1c b\u1ea1n \u0111\u00e3 c\u00f3 th\u1ec3 l\u00e0m ch\u1ee7 ki\u1ebfn th\u1ee9c v\u1ec1 ph\u1ea7n c\u1ee9ng, nguy\u00ean l\u00fd \u0111i\u1ec7n v\u00e0 k\u1ebft n\u1ed1i ph\u1ea7n m\u1ec1m \u0111\u1ec3 t\u1ea1o ra nh\u1eefng s\u1ea3n ph\u1ea9m ho\u00e0n ch\u1ec9nh, mang t\u00ednh \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf.\u201d\u00a0<\/span><\/p>\n

\u0110\u1ed1i v\u1edbi d\u1ef1 \u00e1n d\u1ecbch m\u00e3 Morse, th\u1ea7y th\u1ea7y Kimmo Sauren \u2013 ch\u1ee7 nhi\u1ec7m b\u1ed9 m\u00f4n Hardware \u0111\u1ebfn t\u1eeb \u0110\u1ea1i h\u1ecdc Khoa h\u1ecdc Metropolia (Ph\u1ea7n Lan) \u0111\u00e1nh gi\u00e1 c\u0169ng ghi nh\u1eadn kh\u1ea3 n\u0103ng tri\u1ec3n khai k\u1ef9 thu\u1eadt v\u00e0 t\u01b0 duy h\u1ec7 th\u1ed1ng c\u1ee7a sinh vi\u00ean:<\/span><\/p>\n

\n

\u201cD\u1ef1a tr\u00ean nguy\u00ean m\u1eabu s\u1ea3n ph\u1ea9m, c\u00f3 th\u1ec3 th\u1ea5y nh\u00f3m \u0111\u00e3 k\u1ebft n\u1ed1i ph\u1ea7n c\u1ee9ng \u0111\u00fang c\u00e1ch v\u00e0 tr\u00ecnh b\u00e0y code kh\u00e1 r\u00f5 r\u00e0ng. \u0110i\u1ec1u \u0111\u00f3 cho th\u1ea5y vi\u1ec7c gi\u1ea3ng d\u1ea1y \u0111ang mang l\u1ea1i hi\u1ec7u qu\u1ea3 t\u1ed1t.\u201d<\/span><\/p>\n<\/blockquote>\n

Gi\u00e1 tr\u1ecb l\u1edbn nh\u1ea5t kh\u00f4ng ch\u1ec9 n\u1eb1m \u1edf s\u1ea3n ph\u1ea9m, m\u00e0 \u1edf qu\u00e1 tr\u00ecnh gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1<\/span><\/h2>\n

Theo chia s\u1ebb c\u1ee7a sinh vi\u00ean Nguy\u1ec5n Quang Tu\u1ec7, kh\u00f3 kh\u0103n l\u1edbn nh\u1ea5t c\u1ee7a d\u1ef1 \u00e1n \u0111\u1ebfn t\u1eeb ch\u00ednh ph\u1ea7n c\u1ee9ng:<\/span><\/p>\n

\n

\u201cTrong d\u1ef1 \u00e1n n\u00e0y, ph\u1ea7n c\u1ee9ng l\u00e0 th\u1eed th\u00e1ch l\u1edbn nh\u1ea5t. Do thi\u1ebft b\u1ecb th\u1ef1c t\u1ebf kh\u00f4ng \u0111\u1ed3ng b\u1ed9 v\u1edbi k\u1ebf ho\u1ea1ch ban \u0111\u1ea7u v\u00e0 g\u1eb7p l\u1ed7i li\u00ean t\u1ee5c, t\u1ee5i em \u0111\u00e3 ph\u1ea3i linh ho\u1ea1t thay \u0111\u1ed5i ph\u01b0\u01a1ng \u00e1n: chuy\u1ec3n t\u1eeb thao t\u00e1c tr\u1ef1c ti\u1ebfp tr\u00ean ph\u1ea7n c\u1ee9ng sang x\u00e2y d\u1ef1ng m\u00f4i tr\u01b0\u1eddng gi\u1ea3 l\u1eadp ph\u1ea7n c\u1ee9ng ngay tr\u00ean ph\u1ea7n m\u1ec1m. Nh\u1edd s\u1ef1 th\u00edch \u1ee9ng \u0111\u00f3, c\u1ea3 \u0111\u1ed9i m\u1edbi c\u00f3 th\u1ec3 ho\u00e0n th\u00e0nh d\u1ef1 \u00e1n \u0111\u00fang ti\u1ebfn \u0111\u1ed9”, Tu\u1ec7 cho bi\u1ebft.<\/span><\/p>\n<\/blockquote>\n

Kh\u00f4ng ch\u1ec9 d\u1eebng l\u1ea1i \u1edf vi\u1ec7c ho\u00e0n th\u00e0nh s\u1ea3n ph\u1ea9m, qu\u00e1 tr\u00ecnh li\u00ean t\u1ee5c th\u1eed nghi\u1ec7m, s\u1eeda l\u1ed7i v\u00e0 thay \u0111\u1ed5i chi\u1ebfn l\u01b0\u1ee3c \u0111\u00e3 gi\u00fap sinh vi\u00ean hi\u1ec3u r\u00f5 h\u01a1n c\u00e1ch m\u1ed9t h\u1ec7 th\u1ed1ng c\u00f4ng ngh\u1ec7 v\u1eadn h\u00e0nh trong th\u1ef1c t\u1ebf – \u0111i\u1ec1u kh\u00f3 c\u00f3 th\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c n\u1ebfu ch\u1ec9 h\u1ecdc l\u00fd thuy\u1ebft.<\/span><\/p>\n

\"Kh\u00f4ng
Kh\u00f4ng ch\u1ec9 \u0111\u00e1nh gi\u00e1 s\u1ea3n ph\u1ea9m, gi\u1ea3ng vi\u00ean c\u00f2n \u0111\u1ed3ng h\u00e0nh c\u00f9ng sinh vi\u00ean trong qu\u00e1 tr\u00ecnh ph\u00e2n t\u00edch l\u1ed7i v\u00e0 c\u1ea3i thi\u1ec7n h\u1ec7 th\u1ed1ng.<\/figcaption><\/figure>\n

TS. Ph\u1ea1m V\u0103n \u0110\u1ea1i \u2013 Tr\u01b0\u1edfng khoa CNTT th\u00f4ng minh t\u1ea1i Finland Metropolia Vietnam<\/span> c\u0169ng cho bi\u1ebft k\u1ebft qu\u1ea3 c\u1ee7a c\u00e1c nh\u00f3m v\u01b0\u1ee3t ngo\u00e0i k\u1ef3 v\u1ecdng d\u00e0nh cho sinh vi\u00ean n\u0103m nh\u1ea5t. Kh\u00f4ng ch\u1ec9 l\u00e0m ch\u1ee7 \u0111\u01b0\u1ee3c vi\u1ec7c k\u1ebft n\u1ed1i gi\u1eefa ph\u1ea7n c\u1ee9ng v\u00e0 ph\u1ea7n m\u1ec1m, nhi\u1ec1u nh\u00f3m c\u00f2n ch\u1ee7 \u0111\u1ed9ng m\u1edf r\u1ed9ng th\u00eam t\u00ednh n\u0103ng \u0111\u1ec3 t\u0103ng tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng v\u00e0 t\u00ednh \u1ee9ng d\u1ee5ng cho s\u1ea3n ph\u1ea9m.<\/span><\/p>\n

\"Nh\u1eefng
Nh\u1eefng g\u00f3p \u00fd chuy\u00ean m\u00f4n t\u1eeb gi\u1ea3ng vi\u00ean gi\u00fap sinh vi\u00ean hi\u1ec3u r\u00f5 h\u01a1n c\u00e1ch v\u1eadn h\u00e0nh c\u1ee7a c\u00e1c h\u1ec7 th\u1ed1ng IoT v\u00e0 c\u00f4ng ngh\u1ec7 nh\u00fang.<\/figcaption><\/figure>\n

T\u1eeb nh\u1eefng bo m\u1ea1ch \u0111\u1ea7u ti\u00ean, c\u00e1c c\u1ea3m bi\u1ebfn c\u01a1 b\u1ea3n cho \u0111\u1ebfn giao di\u1ec7n web ho\u00e0n ch\u1ec9nh, bu\u1ed5i thuy\u1ebft tr\u00ecnh Hardware 2 kh\u00f4ng ch\u1ec9 l\u00e0 b\u00e0i ki\u1ec3m tra cu\u1ed1i m\u00f4n, m\u00e0 c\u00f2n ph\u1ea3n \u00e1nh c\u00e1ch sinh vi\u00ean CNTT th\u00f4ng minh t\u1ea1i Finland Metropolia Vietnam t\u1eebng b\u01b0\u1edbc ti\u1ebfp c\u1eadn t\u01b0 duy c\u00f4ng ngh\u1ec7 \u1ee9ng d\u1ee5ng theo \u0111\u1ecbnh h\u01b0\u1edbng th\u1ef1c chi\u1ebfn c\u1ee7a gi\u00e1o d\u1ee5c Ph\u1ea7n Lan.<\/span><\/p>\n

Trong t\u01b0\u01a1ng lai, nh\u1eefng n\u1ec1n t\u1ea3ng n\u00e0y c\u00f3 th\u1ec3 ti\u1ebfp t\u1ee5c \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n th\u00e0nh c\u00e1c d\u1ef1 \u00e1n IoT, m\u00f4 h\u00ecnh m\u00f4 ph\u1ecfng th\u1ef1c t\u1ebf hay c\u00e1c h\u1ec7 th\u1ed1ng ph\u1ea7n m\u1ec1m c\u00f3 kh\u1ea3 n\u0103ng t\u01b0\u01a1ng t\u00e1c s\u00e2u h\u01a1n gi\u1eefa thi\u1ebft b\u1ecb v\u00e0 ng\u01b0\u1eddi d\u00f9ng.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"

Sinh vi\u00ean Smart IT ph\u00e1t tri\u1ec3n d\u1ef1 \u00e1n IoT, k\u1ebft n\u1ed1i ph\u1ea7n c\u1ee9ng v\u00e0 ph\u1ea7n m\u1ec1m k\u1ebft th\u00fac n\u0103m nh\u1ea5t t\u1ea1i Finland Metropolia Vietnam.<\/p>\n","protected":false},"author":7,"featured_media":2628,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2620","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tin-tuc","post_format-post-format-0"],"_links":{"self":[{"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/posts\/2620","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=2620"}],"version-history":[{"count":0,"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/posts\/2620\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/media\/2628"}],"wp:attachment":[{"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/media?parent=2620"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/categories?post=2620"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/tags?post=2620"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}