{"id":2664,"date":"2026-06-02T22:47:12","date_gmt":"2026-06-02T15:47:12","guid":{"rendered":"https:\/\/metropolia.edu.vn\/?p=2664"},"modified":"2026-06-02T22:48:44","modified_gmt":"2026-06-02T15:48:44","slug":"hoc-cong-nghe-co-can-gioi-toan-khong","status":"publish","type":"post","link":"https:\/\/metropolia.edu.vn\/en\/hoc-cong-nghe-co-can-gioi-toan-khong\/","title":{"rendered":"Kh\u00f4ng gi\u1ecfi To\u00e1n, ch\u01b0a bi\u1ebft l\u1eadp tr\u00ecnh c\u00f3 h\u1ecdc \u0111\u01b0\u1ee3c c\u00f4ng ngh\u1ec7 kh\u00f4ng?"},"content":{"rendered":"

Trong b\u1ed1i c\u1ea3nh AI \u0111ang ph\u00e1t tri\u1ec3n m\u1ea1nh m\u1ebd, kh\u00f4ng \u00edt b\u1ea1n tr\u1ebb b\u0103n kho\u0103n li\u1ec7u b\u1ea3n th\u00e2n c\u00f3 \u0111\u1ee7 n\u0103ng l\u1ef1c \u0111\u1ec3 theo \u0111u\u1ed5i l\u0129nh v\u1ef1c n\u00e0y n\u1ebfu ch\u01b0a c\u00f3 n\u1ec1n t\u1ea3ng t\u1eeb tr\u01b0\u1edbc. Nhi\u1ec1u h\u1ecdc sinh y\u00eau th\u00edch c\u00f4ng ngh\u1ec7 nh\u01b0ng l\u1ea1i ch\u1ea7n ch\u1eeb khi ch\u1ecdn ng\u00e0nh v\u00ec m\u1ed9t n\u1ed7i lo quen thu\u1ed9c: “M\u00ecnh kh\u00f4ng gi\u1ecfi To\u00e1n” ho\u1eb7c “M\u00ecnh ch\u01b0a t\u1eebng h\u1ecdc l\u1eadp tr\u00ecnh”.<\/span><\/p>\n

Th\u1ef1c t\u1ebf, \u0111i\u1ec1u c\u00e1c tr\u01b0\u1eddng \u0111\u1ea1i h\u1ecdc v\u00e0 doanh nghi\u1ec7p c\u00f4ng ngh\u1ec7 t\u00ecm ki\u1ebfm ng\u00e0y nay kh\u00f4ng \u0111\u01a1n thu\u1ea7n l\u00e0 nh\u1eefng c\u00e1 nh\u00e2n gi\u1ecfi gi\u1ea3i b\u00e0i t\u1eadp To\u00e1n hay bi\u1ebft vi\u1ebft code t\u1eeb s\u1edbm. Quan tr\u1ecdng h\u01a1n l\u00e0 kh\u1ea3 n\u0103ng t\u1ef1 h\u1ecdc, t\u01b0 duy gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 v\u00e0 tinh th\u1ea7n s\u1eb5n s\u00e0ng \u0111\u00f3n nh\u1eadn ki\u1ebfn th\u1ee9c m\u1edbi.<\/span><\/p>\n

Kh\u00f4ng ai sinh ra \u0111\u00e3 bi\u1ebft l\u1eadp tr\u00ecnh hay ch\u1ebf t\u1ea1o robot<\/b><\/span><\/h3>\n

Minh, m\u1ed9t sinh vi\u00ean ng\u00e0nh CNTT th\u00f4ng minh, v\u1eeba ho\u00e0n th\u00e0nh d\u1ef1 \u00e1n ch\u1ebf t\u1ea1o robot AI khi\u1ebfn nhi\u1ec1u ng\u01b0\u1eddi b\u1ea5t ng\u1edd d\u00f9 tr\u01b0\u1edbc \u0111\u00f3 kh\u00f4ng h\u1ec1 c\u00f3 n\u1ec1n t\u1ea3ng v\u1ec1 robotics hay k\u1ef9 thu\u1eadt chuy\u00ean s\u00e2u.<\/span><\/p>\n

“B\u1ea3n th\u00e2n em b\u1eaft \u0111\u1ea7u kh\u00f4ng c\u00f3 m\u1ed9t ch\u00fat ki\u1ebfn th\u1ee9c v\u1ec1 robotics n\u00e0o c\u1ea3. Nh\u01b0ng \u0111\u01b0\u1ee3c c\u00e1c th\u1ea7y c\u00f4 gi\u00fap \u0111\u1ee1, em quy\u1ebft \u0111\u1ecbnh th\u1ef1c hi\u1ec7n d\u1ef1 \u00e1n n\u00e0y \u0111\u1ec3 t\u1ea1o ti\u1ec1n \u0111\u1ec1 cho vi\u1ec7c h\u1ecdc IoT, c\u01a1 \u0111i\u1ec7n t\u1eed v\u00e0 robot sau n\u00e0y”, Minh chia s\u1ebb.<\/span><\/p>\n

T\u1eeb “con s\u1ed1 0”, Minh \u0111\u00e3 t\u1ef1 m\u00e0y m\u00f2 v\u1ec1 m\u1ea1ch \u0111i\u1ec7n t\u1eed, l\u1eadp tr\u00ecnh \u0111i\u1ec1u khi\u1ec3n v\u00e0 giao ti\u1ebfp d\u1eef li\u1ec7u. B\u1ea1n t\u00edch h\u1ee3p m\u00f4 h\u00ecnh AI qua API k\u1ebft n\u1ed1i Wi-Fi, \u0111\u1ed3ng th\u1eddi s\u1eed d\u1ee5ng giao th\u1ee9c MQTT \u0111\u1ec3 robot c\u00f3 th\u1ec3 g\u1eedi, nh\u1eadn v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u t\u1eeb xa theo th\u1eddi gian th\u1ef1c.<\/span><\/p>\n

Ngo\u00e0i ra, nhi\u1ec1u nh\u00f3m sinh vi\u00ean CNTT th\u00f4ng minh n\u0103m nh\u1ea5t kh\u00e1c t\u1ea1i Finland Metropolia Vietnam c\u0169ng t\u1ef1 tay t\u1ea1o n\u00ean c\u00e1c s\u1ea3n ph\u1ea9m IoT ho\u00e0n ch\u1ec9nh ngay trong n\u0103m \u0111\u1ea7u \u0111\u1ea1i h\u1ecdc. D\u00f9 xu\u1ea5t ph\u00e1t \u0111i\u1ec3m ch\u01b0a t\u1eebng c\u00f3 kinh nghi\u1ec7m, c\u00e1c b\u1ea1n \u0111\u00e3 t\u1ef1 l\u1eafp r\u00e1p bo m\u1ea1ch, l\u00e0m vi\u1ec7c v\u1edbi c\u1ea3m bi\u1ebfn \u0111\u1ec3 ph\u00e1t tri\u1ec3n th\u00e0nh c\u00f4ng h\u1ec7 th\u1ed1ng bi\u00ean d\u1ecbch m\u00e3 Morse sang v\u0103n b\u1ea3n, hay m\u00e1y \u0111o nh\u1ecbp tim th\u00f4ng minh \u0111\u1ed3ng b\u1ed9 d\u1eef li\u1ec7u s\u1ee9c kh\u1ecfe tr\u00ean giao di\u1ec7n s\u1ed1.<\/span><\/p>\n

\"T\u1eeb
T\u1eeb nh\u1eefng ki\u1ebfn th\u1ee9c n\u1ec1n t\u1ea3ng, sinh vi\u00ean t\u1eebng b\u01b0\u1edbc l\u00e0m ch\u1ee7 c\u00e1c c\u00f4ng ngh\u1ec7 nh\u01b0 AI, IoT v\u00e0 h\u1ec7 th\u1ed1ng nh\u00fang<\/figcaption><\/figure>\n

H\u00e0nh tr\u00ecnh c\u1ee7a sinh vi\u00ean n\u0103m nh\u1ea5t t\u1ea1i Finland Metropolia Vietnam l\u00e0 minh ch\u1ee9ng r\u00f5 n\u00e9t r\u1eb1ng c\u00f4ng ngh\u1ec7 kh\u00f4ng d\u00e0nh ri\u00eang cho nh\u1eefng ai \u0111\u00e3 bi\u1ebft s\u1eb5n m\u1ecdi th\u1ee9 . Quan tr\u1ecdng h\u01a1n l\u00e0 s\u1ef1 t\u00f2 m\u00f2, tinh th\u1ea7n t\u1ef1 h\u1ecdc v\u00e0 quy\u1ebft t\u00e2m bi\u1ebfn nh\u1eefng \u0111i\u1ec1u ch\u01b0a bi\u1ebft th\u00e0nh s\u1ea3n ph\u1ea9m th\u1ef1c t\u1ebf.<\/span><\/p>\n

C\u00f4ng ngh\u1ec7 hi\u1ec7n \u0111\u1ea1i kh\u00f4ng ch\u1ec9 l\u00e0 l\u1eadp tr\u00ecnh<\/b><\/span><\/h3>\n

M\u1ed9t hi\u1ec3u l\u1ea7m ph\u1ed5 bi\u1ebfn kh\u00e1c c\u1ee7a c\u00e1c b\u1eadc ph\u1ee5 huynh v\u00e0 h\u1ecdc sinh l\u00e0 cho r\u1eb1ng h\u1ecdc c\u00f4ng ngh\u1ec7 \u0111\u1ed3ng ngh\u0129a v\u1edbi l\u1eadp tr\u00ecnh, \u201cg\u00f5 code\u201d.<\/span><\/p>\n

Th\u1ef1c t\u1ebf, c\u00e1c s\u1ea3n ph\u1ea9m th\u1eddi \u0111\u1ea1i s\u1ed1 l\u00e0 s\u1ef1 giao thoa c\u1ee7a nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c nhau. \u0110\u1eb1ng sau m\u1ed9t \u1ee9ng d\u1ee5ng AI, m\u1ed9t h\u1ec7 th\u1ed1ng nh\u00e0 th\u00f4ng minh hay m\u1ed9t robot t\u1ef1 \u0111\u1ed9ng l\u00e0 s\u1ef1 ph\u1ed1i h\u1ee3p ch\u1eb7t ch\u1ebd gi\u1eefa ph\u1ea7n m\u1ec1m, ph\u1ea7n c\u1ee9ng, d\u1eef li\u1ec7u v\u00e0 h\u1ea1 t\u1ea7ng m\u1ea1ng.<\/span><\/p>\n

Ph\u00e2n t\u00edch v\u1ec1 d\u1ef1 \u00e1n c\u1ee7a sinh vi\u00ean \u1edf Finland Metropolia Vietnam, TS. Peter Ph\u1ea1m cho bi\u1ebft c\u00e1c m\u00f4 h\u00ecnh robot n\u00e0y c\u00f3 th\u1ec3 xem nh\u01b0 m\u1ed9t “h\u1ec7 sinh th\u00e1i c\u00f4ng ngh\u1ec7 thu nh\u1ecf”:<\/span><\/p>\n

“Robot nh\u01b0 l\u00e0 m\u1ed9t n\u1ec1n t\u1ea3ng, trong \u0111\u00f3 bao g\u1ed3m IoT, thi\u1ebft b\u1ecb nh\u00fang, \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y v\u00e0 AI. Nh\u1eefng c\u00f4ng ngh\u1ec7 b\u00e2y gi\u1edd ph\u1ea3i \u0111i li\u1ec1n v\u1edbi nhau v\u00e0 kh\u00f4ng th\u1ec3 t\u00e1ch r\u1eddi.”<\/span><\/i><\/span><\/p>\n

\u0110i\u1ec1u n\u00e0y ph\u1ea3n \u00e1nh ch\u00ednh x\u00e1c xu h\u01b0\u1edbng to\u00e0n c\u1ea7u. Doanh nghi\u1ec7p hi\u1ec7n nay kh\u00f4ng ch\u1ec9 t\u00ecm ki\u1ebfm nh\u1eefng l\u1eadp tr\u00ecnh vi\u00ean thu\u1ea7n t\u00fay m\u00e0 c\u00f2n c\u1ea7n nh\u1eefng nh\u00e2n s\u1ef1 c\u00f3 kh\u1ea3 n\u0103ng k\u1ebft n\u1ed1i nhi\u1ec1u l\u0129nh v\u1ef1c c\u00f4ng ngh\u1ec7 \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c b\u00e0i to\u00e1n th\u1ef1c t\u1ebf.<\/span><\/p>\n

V\u00ec v\u1eady, thay v\u00ec lo l\u1eafng v\u1ec1 xu\u1ea5t ph\u00e1t \u0111i\u1ec3m, h\u1ecdc sinh n\u00ean nh\u00ecn nh\u1eadn ng\u00e0nh h\u1ecdc n\u00e0y nh\u01b0 m\u1ed9t h\u00e0nh tr\u00ecnh kh\u00e1m ph\u00e1, n\u01a1i ki\u1ebfn th\u1ee9c \u0111\u01b0\u1ee3c t\u00edch l\u0169y t\u1eebng b\u01b0\u1edbc qua tr\u1ea3i nghi\u1ec7m th\u1ef1c t\u1ebf.<\/span><\/p>\n

\u0110am m\u00ea s\u00e1ng t\u1ea1o v\u00e0 tinh th\u1ea7n t\u1ef1 h\u1ecdc – \u0111i\u1ec1u ki\u1ec7n quan tr\u1ecdng khi b\u01b0\u1edbc v\u00e0o \u0111\u1ea1i h\u1ecdc\u00a0<\/b><\/span><\/h3>\n

N\u1ed7i lo “ch\u01b0a bi\u1ebft l\u1eadp tr\u00ecnh” th\u1ef1c ch\u1ea5t c\u0169ng gi\u1ed1ng nh\u01b0 vi\u1ec7c lo l\u1eafng v\u00ec ch\u01b0a bi\u1ebft ngo\u1ea1i ng\u1eef tr\u01b0\u1edbc khi b\u1eaft \u0111\u1ea7u h\u1ecdc m\u1ed9t ng\u00f4n ng\u1eef m\u1edbi. \u0110\u1ea1i h\u1ecdc kh\u00f4ng ph\u1ea3i l\u00e0 n\u01a1i tuy\u1ec3n ch\u1ecdn nh\u1eefng chuy\u00ean gia \u0111\u00e3 th\u00e0nh th\u1ea1o t\u1eeb tr\u01b0\u1edbc, m\u00e0 l\u00e0 kh\u00f4ng gian m\u1edf \u0111\u1ec3 ng\u01b0\u1eddi h\u1ecdc x\u00e2y d\u1ef1ng n\u0103ng l\u1ef1c chuy\u00ean m\u00f4n.<\/span><\/p>\n

T\u1ea1i Finland Metropolia Vietnam, t\u01b0 duy gi\u00e1o d\u1ee5c ti\u00ean ti\u1ebfn t\u1eeb Ph\u1ea7n Lan \u0111\u01b0\u1ee3c \u0111\u1ecbnh h\u00ecnh r\u00f5 n\u00e9t th\u00f4ng qua ph\u01b0\u01a1ng ph\u00e1p H\u1ecdc qua d\u1ef1 \u00e1n (Project-Based Learning) – n\u01a1i l\u00fd thuy\u1ebft nh\u01b0\u1eddng ch\u1ed7 cho nh\u1eefng tr\u1ea3i nghi\u1ec7m th\u1ef1c chi\u1ebfn t\u01b0 duy ph\u1ea3n bi\u1ec7n, th\u1eed sai v\u00e0 l\u00e0m ch\u1ee7 c\u00f4ng ngh\u1ec7 c\u1ee7a ng\u01b0\u1eddi h\u1ecdc.\u00a0<\/span><\/p>\n

\"M\u00f4i
M\u00f4i tr\u01b0\u1eddng h\u1ecdc t\u1eadp khuy\u1ebfn kh\u00edch sinh vi\u00ean ch\u1ee7 \u0111\u1ed9ng nghi\u00ean c\u1ee9u, th\u1eed nghi\u1ec7m v\u00e0 ph\u00e1t tri\u1ec3n \u00fd t\u01b0\u1edfng m\u1edbi.<\/figcaption><\/figure>\n

Sinh vi\u00ean ng\u00e0nh CNTT th\u00f4ng minh t\u1ea1i \u0111\u00e2y \u0111\u01b0\u1ee3c tham gia ngay v\u00e0o c\u00e1c d\u1ef1 \u00e1n gi\u1ea3i quy\u1ebft b\u00e0i to\u00e1n th\u1ef1c t\u1ebf c\u1ee7a doanh nghi\u1ec7p to\u00e0n c\u1ea7u v\u1ec1 AI, IoT, \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y hay an ninh m\u1ea1ng. \u0110\u1eb7c tr\u01b0ng c\u1ee7a m\u00f4 h\u00ecnh \u0110\u1ea1i h\u1ecdc Khoa h\u1ecdc \u1ee8ng d\u1ee5ng Ph\u1ea7n Lan l\u00e0 x\u00f3a nh\u00f2a ranh gi\u1edbi gi\u1eefa vi\u1ec7c h\u1ecdc v\u00e0 vi\u1ec7c l\u00e0m, n\u01a1i sinh vi\u00ean \u0111\u01b0\u1ee3c quy\u1ec1n th\u1eed sai, t\u1ef1 tay l\u00e0m ch\u1ee7 c\u00f4ng ngh\u1ec7 v\u00e0 t\u00edch l\u0169y n\u0103ng l\u1ef1c h\u00e0nh ngh\u1ec1 trong m\u00f4i tr\u01b0\u1eddng qu\u1ed1c t\u1ebf ngay t\u1eeb n\u0103m \u0111\u1ea7u ti\u00ean.<\/span><\/p>\n

Ch\u00ednh v\u00ec v\u1eady, trong t\u01b0 duy c\u1ee7a ng\u01b0\u1eddi Ph\u1ea7n Lan, xu\u1ea5t ph\u00e1t \u0111i\u1ec3m ch\u01b0a bao gi\u1edd l\u00e0 th\u01b0\u1edbc \u0111o quy\u1ebft \u0111\u1ecbnh t\u01b0\u01a1ng lai. Thay v\u00ec nh\u00ecn v\u00e0o nh\u1eefng g\u00ec h\u1ecdc sinh \u0111\u00e3 bi\u1ebft, h\u1ec7 th\u1ed1ng gi\u00e1o d\u1ee5c n\u00e0y t\u00ecm ki\u1ebfm tinh th\u1ea7n <\/span>Sisu<\/span><\/i> \u2013 s\u1ef1 ki\u00ean tr\u00ec, l\u00f2ng d\u0169ng c\u1ea3m \u0111\u1ed1i m\u1eb7t v\u1edbi th\u00e1ch th\u1ee9c v\u00e0 t\u01b0 duy s\u1eb5n s\u00e0ng th\u1eed nghi\u1ec7m.<\/span><\/span><\/p>\n

Trong k\u1ef7 nguy\u00ean s\u1ed1, c\u00f4ng ngh\u1ec7 thay \u0111\u1ed5i t\u1eebng ng\u00e0y v\u00e0 nh\u1eefng ki\u1ebfn th\u1ee9c c\u0169 k\u1ef9 s\u1ebd nhanh ch\u00f3ng b\u1ecb \u0111\u00e0o th\u1ea3i. Nh\u1eefng nh\u00e2n s\u1ef1 ti\u1ebfn xa nh\u1ea5t trong ng\u00e0nh n\u00e0y kh\u00f4ng ph\u1ea3i l\u00e0 ng\u01b0\u1eddi bi\u1ebft nhi\u1ec1u nh\u1ea5t khi b\u1eaft \u0111\u1ea7u, m\u00e0 l\u00e0 nh\u1eefng ng\u01b0\u1eddi c\u00f3 tinh th\u1ea7n t\u1ef1 h\u1ecdc su\u1ed1t \u0111\u1eddi (lifelong learners) \u2013 n\u0103ng l\u1ef1c \u0111\u1ec3 linh ho\u1ea1t th\u00edch \u1ee9ng v\u1edbi m\u1ecdi l\u00e0n s\u00f3ng c\u00f4ng ngh\u1ec7 m\u1edbi, t\u1ef1 tin kh\u1eb3ng \u0111\u1ecbnh b\u1ea3n l\u0129nh v\u00e0 v\u1ecb tr\u00ed c\u00e1 nh\u00e2n tr\u00ean th\u1ecb tr\u01b0\u1eddng lao \u0111\u1ed9ng to\u00e0n c\u1ea7u.<\/span><\/p>\n

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

\u0110i\u1ec1u ki\u1ec7n \u0111\u1ec3 h\u1ecdc t\u1ed1t c\u00f4ng ngh\u1ec7 kh\u00f4ng n\u1eb1m \u1edf xu\u1ea5t ph\u00e1t \u0111i\u1ec3m, m\u00e0 \u1edf tinh th\u1ea7n t\u1ef1 h\u1ecdc v\u00e0 kh\u1ea3 n\u0103ng th\u00edch \u1ee9ng v\u1edbi c\u00e1i m\u1edbi.<\/p>\n","protected":false},"author":7,"featured_media":2642,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2664","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\/2664","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=2664"}],"version-history":[{"count":0,"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/posts\/2664\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/media\/2642"}],"wp:attachment":[{"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/media?parent=2664"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/categories?post=2664"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/tags?post=2664"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}