{"id":10334,"date":"2025-10-27T19:14:08","date_gmt":"2025-10-27T12:14:08","guid":{"rendered":"https:\/\/phukienmattroi.com\/index.php\/2025\/10\/27\/trong-dem-thai-nguyen-chim-trong-bien-nuoc-vi-hoan-luu-bao-matmo-mot-nhom-ban-tre-da-dung-nen-he-thong-cuu-ho-truc-tuyen-chi-trong-4-gio-bat-dau-tu-vai-dong-code-va-mot-y-tuong-nen-tang-thongtincuu\/"},"modified":"2025-10-27T19:14:08","modified_gmt":"2025-10-27T12:14:08","slug":"trong-dem-thai-nguyen-chim-trong-bien-nuoc-vi-hoan-luu-bao-matmo-mot-nhom-ban-tre-da-dung-nen-he-thong-cuu-ho-truc-tuyen-chi-trong-4-gio-bat-dau-tu-vai-dong-code-va-mot-y-tuong-nen-tang-thongtincuu","status":"publish","type":"post","link":"https:\/\/phukienmattroi.com\/index.php\/2025\/10\/27\/trong-dem-thai-nguyen-chim-trong-bien-nuoc-vi-hoan-luu-bao-matmo-mot-nhom-ban-tre-da-dung-nen-he-thong-cuu-ho-truc-tuyen-chi-trong-4-gio-bat-dau-tu-vai-dong-code-va-mot-y-tuong-nen-tang-thongtincuu\/","title":{"rendered":"Trong \u0111\u00eam Th\u00e1i Nguy\u00ean ch\u00ecm trong bi\u1ec3n n\u01b0\u1edbc v\u00ec ho\u00e0n l\u01b0u b\u00e3o Matmo, m\u1ed9t nh\u00f3m b\u1ea1n tr\u1ebb \u0111\u00e3 d\u1ef1ng n\u00ean h\u1ec7 th\u1ed1ng c\u1ee9u h\u1ed9 tr\u1ef1c tuy\u1ebfn ch\u1ec9 trong 4 gi\u1edd. B\u1eaft \u0111\u1ea7u t\u1eeb v\u00e0i d\u00f2ng code v\u00e0 m\u1ed9t \u00fd t\u01b0\u1edfng, n\u1ec1n t\u1ea3ng thongtincuuho.org nhanh ch\u00f3ng tr\u1edf th\u00e0nh \u201cb\u1ea3n \u0111\u1ed3 sinh t\u1eed\u201d gi\u00fap \u0111\u1ed9i c\u1ee9u n\u1ea1n ti\u1ebfp c\u1eadn ng\u01b0\u1eddi m\u1eafc k\u1eb9t."},"content":{"rendered":"


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Khi m\u1ea1ng x\u00e3 h\u1ed9i tr\u00e0n ng\u1eadp l\u1eddi c\u1ea7u c\u1ee9u<\/b><\/p>\n

\u0110\u00eam 7\/10, ho\u00e0n l\u01b0u b\u00e3o Matmo g\u00e2y m\u01b0a l\u1edbn k\u00e9o d\u00e0i, \u0111\u1ea9y nhi\u1ec1u khu v\u1ef1c c\u1ee7a Th\u00e1i Nguy\u00ean v\u00e0o t\u00ecnh tr\u1ea1ng ng\u1eadp l\u1ee5t nghi\u00eam tr\u1ecdng. N\u01b0\u1edbc l\u00ean nhanh, nhi\u1ec1u h\u1ed9 d\u00e2n b\u1ecb c\u00f4 l\u1eadp. Tr\u00ean m\u1ea1ng x\u00e3 h\u1ed9i, h\u00e0ng lo\u1ea1t b\u00e0i \u0111\u0103ng c\u1ea7u c\u1ee9u xu\u1ea5t hi\u1ec7n d\u1ed3n d\u1eadp trong c\u00e1c nh\u00f3m c\u1ed9ng \u0111\u1ed3ng, k\u00eau g\u1ecdi t\u00ecm ng\u01b0\u1eddi th\u00e2n ho\u1eb7c g\u1eedi \u0111\u1ecbnh v\u1ecb \u0111\u1ec3 \u0111\u01b0\u1ee3c c\u1ee9u h\u1ed9.<\/p>\n

Tuy nhi\u00ean, th\u00f4ng tin b\u1ecb ph\u00e2n m\u1ea3nh, tr\u00f9ng l\u1eb7p v\u00e0 thi\u1ebfu h\u1ec7 th\u1ed1ng. \u0110i\u1ec1u n\u00e0y khi\u1ebfn l\u1ef1c l\u01b0\u1ee3ng c\u1ee9u h\u1ed9 g\u1eb7p kh\u00f3 kh\u0103n trong vi\u1ec7c x\u00e1c \u0111\u1ecbnh khu v\u1ef1c \u01b0u ti\u00ean v\u00e0 \u0111i\u1ec1u ph\u1ed1i ngu\u1ed3n l\u1ef1c. Trong b\u1ed1i c\u1ea3nh \u1ea5y, Nguy\u1ec5n Th\u1ecb Mai Anh, c\u1ef1u sinh vi\u00ean \u0110\u1ea1i h\u1ecdc FPT, c\u00f9ng hai ng\u01b0\u1eddi b\u1ea1n l\u00e0 T\u1eeb T\u1ea5t Hu\u00e2n, k\u1ef9 s\u01b0 d\u1eef li\u1ec7u v\u00e0 \u0110\u1eb7ng Long, l\u1eadp tr\u00ecnh vi\u00ean, quy\u1ebft \u0111\u1ecbnh t\u1ef1 m\u00ecnh t\u1ea1o ra m\u1ed9t c\u00f4ng c\u1ee5 c\u1ee9u ng\u01b0\u1eddi.<\/p>\n

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\"557643998_1268931735271604_5470131372451672760_n.jpg\"<\/div>
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\n<\/figcaption><\/figure>\n

4 gi\u1edd d\u1ef1ng n\u1ec1n t\u1ea3ng c\u1ee9u h\u1ed9 gi\u1eefa \u0111\u00eam l\u0169<\/b><\/p>\n

T\u1eadn d\u1ee5ng s\u1eb5n h\u1ec7 th\u1ed1ng x\u1eed l\u00fd d\u1eef li\u1ec7u t\u1eeb m\u1ed9t d\u1ef1 \u00e1n tr\u01b0\u1edbc \u0111\u00f3, nh\u00f3m nhanh ch\u00f3ng b\u1eaft tay v\u00e0o vi\u1ec7c. H\u1ecd vi\u1ebft l\u1ea1i c\u00e1c lu\u1ed3ng logic, n\u00e2ng c\u1ea5p server, th\u00eam c\u00e1c b\u1ed9 l\u1ecdc d\u1eef li\u1ec7u v\u00e0 t\u00edch h\u1ee3p AI \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng tr\u00edch xu\u1ea5t th\u00f4ng tin t\u1eeb m\u1ea1ng x\u00e3 h\u1ed9i.<\/p>\n

Ch\u1ecb Mai Anh ph\u1ee5 tr\u00e1ch ph\u1ea7n g\u1ecdi API, t\u1ed1i \u01b0u pipeline d\u1eef li\u1ec7u; anh Hu\u00e2n \u0111\u1ea3m nh\u1eadn logic x\u1eed l\u00fd v\u00e0 chu\u1ea9n h\u00f3a; anh Long ph\u00e1t tri\u1ec3n giao di\u1ec7n b\u1ea3n \u0111\u1ed3. Ch\u1ec9 sau 4 ti\u1ebfng l\u00e0m vi\u1ec7c li\u00ean t\u1ee5c xuy\u00ean \u0111\u00eam, n\u1ec1n t\u1ea3ng thongtincuuho.org \u0111\u00e3 ra \u0111\u1eddi.<\/p>\n

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\"559711481_1268932375271540_7543317526010959063_n.jpg\"<\/div>
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\n<\/figcaption><\/figure>\n

D\u1eef li\u1ec7u c\u1ed9ng \u0111\u1ed3ng \u0111\u01b0\u1ee3c bi\u1ebfn th\u00e0nh “b\u1ea3n \u0111\u1ed3 sinh t\u1eed”<\/b><\/p>\n

C\u01a1 ch\u1ebf ho\u1ea1t \u0111\u1ed9ng c\u1ee7a h\u1ec7 th\u1ed1ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 x\u1eed l\u00fd kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u h\u1ed7n lo\u1ea1n:<\/p>\n

– T\u1ef1 \u0111\u1ed9ng thu th\u1eadp d\u1eef li\u1ec7u: Crawler qu\u00e9t c\u00e1c nh\u00f3m m\u1ea1ng x\u00e3 h\u1ed9i, b\u00e0i \u0111\u0103ng c\u1ea7u c\u1ee9u c\u00f3 t\u1eeb kh\u00f3a li\u00ean quan.<\/p>\n

– AI tr\u00edch xu\u1ea5t th\u00f4ng tin: Ph\u00e2n t\u00edch v\u00e0 l\u1ecdc ra \u0111\u1ecba ch\u1ec9, s\u1ed1 \u0111i\u1ec7n tho\u1ea1i, m\u00f4 t\u1ea3 t\u00ecnh tr\u1ea1ng, \u0111\u1ed3ng th\u1eddi lo\u1ea1i b\u1ecf n\u1ed9i dung tr\u00f9ng l\u1eb7p ho\u1eb7c sai l\u1ec7ch.<\/p>\n

– Heatmap tr\u1ef1c quan: C\u00e1c \u0111i\u1ec3m c\u1ea7n c\u1ee9u tr\u1ee3 \u0111\u01b0\u1ee3c hi\u1ec3n th\u1ecb tr\u00ean b\u1ea3n \u0111\u1ed3 theo th\u1eddi gian th\u1ef1c, m\u00e0u s\u1eafc th\u1ec3 hi\u1ec7n m\u1ee9c \u0111\u1ed9 kh\u1ea9n c\u1ea5p.<\/p>\n

Thay v\u00ec ph\u1ea3i l\u01b0\u1edbt qua h\u00e0ng tr\u0103m b\u00e0i \u0111\u0103ng r\u1eddi r\u1ea1c, \u0111\u1ed9i c\u1ee9u h\u1ed9 gi\u1edd \u0111\u00e2y c\u00f3 th\u1ec3 nh\u00ecn th\u1ea5y r\u00f5 khu v\u1ef1c \u01b0u ti\u00ean, m\u00f4 t\u1ea3 t\u00ecnh tr\u1ea1ng v\u00e0 li\u00ean h\u1ec7 nhanh ch\u00f3ng ch\u1ec9 b\u1eb1ng m\u1ed9t b\u1ea3n \u0111\u1ed3 duy nh\u1ea5t.<\/p>\n

\n
\"CleanShot<\/div>
\n

\n<\/figcaption><\/figure>\n

T\u1eeb “\u1ee9ng d\u1ee5ng nh\u1ecf” th\u00e0nh c\u00f4ng c\u1ee5 c\u1ee9u ng\u01b0\u1eddi<\/b><\/p>\n

Ch\u1ec9 sau ch\u01b0a \u0111\u1ea7y 24 gi\u1edd ra m\u1eaft, thongtincuuho.org \u0111\u00e3 thu h\u00fat g\u1ea7n 3.000 ng\u01b0\u1eddi s\u1eed d\u1ee5ng v\u00e0 lan t\u1ecfa nhanh ch\u00f3ng tr\u00ean m\u1ea1ng x\u00e3 h\u1ed9i. T\u1eeb ch\u1ed7 ch\u1ec9 h\u1ed7 tr\u1ee3 Th\u00e1i Nguy\u00ean, n\u1ec1n t\u1ea3ng nhanh ch\u00f3ng m\u1edf r\u1ed9ng ph\u1ea1m vi t\u1edbi B\u1eafc Giang, L\u1ea1ng S\u01a1n, B\u1eafc Ninh, Cao B\u1eb1ng v\u00e0 H\u00e0 N\u1ed9i, nh\u1eefng \u0111\u1ecba ph\u01b0\u01a1ng c\u0169ng ch\u1ecbu \u1ea3nh h\u01b0\u1edfng t\u1eeb ho\u00e0n l\u01b0u b\u00e3o.<\/p>\n

Ng\u01b0\u1eddi d\u00e2n c\u00f3 th\u1ec3 g\u1eedi y\u00eau c\u1ea7u c\u1ee9u h\u1ed9 b\u1eb1ng c\u00e1ch \u0111i\u1ec1n form tr\u1ef1c ti\u1ebfp tr\u00ean website ho\u1eb7c \u0111\u1ec3 l\u1ea1i b\u00ecnh lu\u1eadn tr\u00ean b\u00e0i \u0111\u0103ng \u0111\u1ec3 h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng thu th\u1eadp. M\u1ed7i \u0111i\u1ec3m hi\u1ec3n th\u1ecb bao g\u1ed3m \u0111\u1ecba ch\u1ec9, t\u00ecnh tr\u1ea1ng c\u1ee5 th\u1ec3 v\u00e0 th\u1eddi gian c\u1eadp nh\u1eadt, gi\u00fap \u0111\u1ed9i c\u1ee9u h\u1ed9 c\u00f3 th\u1ec3 l\u1ecdc v\u00e0 s\u1eafp x\u1ebfp theo m\u1ee9c \u0111\u1ed9 kh\u1ea9n c\u1ea5p.<\/p>\n

\n
\"CleanShot<\/div>
\n

\n<\/figcaption><\/figure>\n

D\u00f9 \u0111\u1ea1t hi\u1ec7u qu\u1ea3 t\u1ee9c th\u1eddi, nh\u00f3m ph\u00e1t tri\u1ec3n c\u0169ng nh\u1ea5n m\u1ea1nh nh\u1eefng gi\u1edbi h\u1ea1n r\u00f5 r\u00e0ng:<\/p>\n

– D\u1eef li\u1ec7u ch\u01b0a \u0111\u01b0\u1ee3c x\u00e1c th\u1ef1c: Th\u00f4ng tin thu th\u1eadp t\u1eeb c\u1ed9ng \u0111\u1ed3ng c\u00f3 th\u1ec3 sai l\u1ec7ch, tr\u00f9ng l\u1eb7p ho\u1eb7c l\u1ed7i th\u1eddi.<\/p>\n

– Ch\u01b0a t\u00edch h\u1ee3p ch\u00ednh th\u1ee9c v\u1edbi h\u1ec7 th\u1ed1ng nh\u00e0 n\u01b0\u1edbc: Hi\u1ec7n n\u1ec1n t\u1ea3ng ch\u01b0a k\u1ebft n\u1ed1i tr\u1ef1c ti\u1ebfp v\u1edbi \u0111\u1ea7u m\u1ed1i c\u1ee9u h\u1ed9 112 hay Ban ch\u1ec9 huy PCTT \u0111\u1ecba ph\u01b0\u01a1ng.<\/p>\n

– B\u00e0i to\u00e1n b\u1ea3o m\u1eadt: D\u1eef li\u1ec7u c\u1ee9u h\u1ed9 th\u01b0\u1eddng ch\u1ee9a s\u1ed1 \u0111i\u1ec7n tho\u1ea1i v\u00e0 \u0111\u1ecba ch\u1ec9 nh\u1ea1y c\u1ea3m, \u0111\u00f2i h\u1ecfi ch\u00ednh s\u00e1ch l\u01b0u tr\u1eef v\u00e0 xo\u00e1 b\u1ecf c\u1ea9n tr\u1ecdng.<\/p>\n

D\u1eabu v\u1eady, nh\u00f3m v\u1eabn \u0111ang ti\u1ebfp t\u1ee5c c\u1ea3i ti\u1ebfn, chuy\u1ec3n b\u1ea3n \u0111\u1ed3 sang n\u1ec1n t\u1ea3ng Vi\u1ec7t Map \u0111\u1ec3 gi\u1ea3m chi ph\u00ed v\u00e0 t\u0103ng t\u1ed1c \u0111\u1ed9, m\u1edf API cho t\u1ed5 ch\u1ee9c c\u1ee9u tr\u1ee3, v\u00e0 chu\u1ea9n h\u00f3a quy tr\u00ecnh thu th\u1eadp d\u1eef li\u1ec7u \u0111\u1ec3 c\u00f3 th\u1ec3 tri\u1ec3n khai nhanh t\u1ea1i b\u1ea5t k\u1ef3 \u0111\u1ecba ph\u01b0\u01a1ng n\u00e0o.<\/p>\n

“Kh\u00f4ng c\u1ea7n l\u00e0 l\u1eadp tr\u00ecnh vi\u00ean \u0111\u1ec3 t\u1ea1o ra kh\u00e1c bi\u1ec7t”<\/b><\/p>\n

“Ch\u00fang t\u00f4i ch\u1ecdn gi\u1ea3i ph\u00e1p \u0111\u01a1n gi\u1ea3n nh\u1ea5t, t\u1eadn d\u1ee5ng c\u00f4ng ngh\u1ec7 s\u1eb5n c\u00f3 \u0111\u1ec3 t\u1ea1o ra t\u00e1c \u0111\u1ed9ng nhanh nh\u1ea5t trong t\u00ecnh hu\u1ed1ng kh\u1ea9n c\u1ea5p”,<\/i> ch\u1ecb Mai Anh chia s\u1ebb.<\/p>\n

T\u1eebng tham gia d\u1ef1 \u00e1n c\u1ee9u tr\u1ee3 trong th\u1eddi k\u1ef3 COVID-19, ch\u1ecb hi\u1ec3u r\u00f5 t\u1eebng ph\u00fat gi\u00e2y c\u00f3 th\u1ec3 l\u00e0 ranh gi\u1edbi gi\u1eefa s\u1ed1ng v\u00e0 ch\u1ebft. “Khi \u0111\u1ecdc nh\u1eefng l\u1eddi c\u1ea7u c\u1ee9u, m\u00ecnh \u0111au l\u00f2ng l\u1eafm. Nh\u01b0ng ch\u00ednh \u0111i\u1ec1u \u0111\u00f3 l\u00e0 \u0111\u1ed9ng l\u1ef1c \u0111\u1ec3 l\u00e0m nhanh h\u01a1n, ch\u00ednh x\u00e1c h\u01a1n.”<\/p>\n

V\u1edbi ch\u1ecb, c\u00f4ng ngh\u1ec7 kh\u00f4ng ph\u1ea3i \u0111\u1eb7c quy\u1ec1n c\u1ee7a l\u1eadp tr\u00ecnh vi\u00ean: “Ch\u1ec9 c\u1ea7n hi\u1ec3u d\u1eef li\u1ec7u v\u1eadn h\u00e0nh th\u1ebf n\u00e0o v\u00e0 c\u00f3 mong mu\u1ed1n gi\u00fap \u0111\u1ee1, ai c\u0169ng c\u00f3 th\u1ec3 t\u1ea1o ra s\u1ef1 kh\u00e1c bi\u1ec7t.”<\/i><\/p>\n

T\u1eeb v\u00e0i d\u00f2ng code vi\u1ebft gi\u1eefa \u0111\u00eam, thongtincuuho.org cho th\u1ea5y s\u1ee9c m\u1ea1nh th\u1eadt s\u1ef1 c\u1ee7a c\u00f4ng ngh\u1ec7 khi \u0111\u1eb7t \u0111\u00fang ch\u1ed7: kh\u00f4ng ph\u1ea3i \u0111\u1ec3 “khoe” k\u1ef9 thu\u1eadt, m\u00e0 \u0111\u1ec3 c\u1ee9u ng\u01b0\u1eddi. V\u00e0 h\u01a1n c\u1ea3, c\u00e2u chuy\u1ec7n n\u00e0y l\u00e0 minh ch\u1ee9ng r\u1eb1ng, trong kh\u1ee7ng ho\u1ea3ng, m\u1ed9t h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u t\u1ed1t c\u00f3 th\u1ec3 tr\u1edf th\u00e0nh nh\u1ecbp c\u1ea7u s\u1ed1ng c\u00f2n gi\u1eefa ti\u1ebfng k\u00eau c\u1ee9u v\u00e0 b\u00e0n tay c\u1ee9u h\u1ed9.<\/p>\n

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N\u1ec1n t\u1ea3ng hi\u1ec7n v\u1eabn \u0111ang ho\u1ea1t \u0111\u1ed9ng v\u00e0 ti\u1ebfp nh\u1eadn th\u00f4ng tin c\u1ee9u tr\u1ee3 t\u1ea1i \u0111\u1ecba ch\u1ec9: thongtincuuho.org. Ng\u01b0\u1eddi d\u00e2n \u0111\u01b0\u1ee3c khuy\u1ebfn c\u00e1o ch\u1ec9 cung c\u1ea5p th\u00f4ng tin ch\u00ednh x\u00e1c, c\u1eadp nh\u1eadt v\u00e0 \u0111\u1ed3ng th\u1eddi li\u00ean h\u1ec7 \u0111\u01b0\u1eddng d\u00e2y n\u00f3ng 112 \u0111\u1ec3 ph\u1ed1i h\u1ee3p c\u00f9ng c\u01a1 quan ch\u1ee9c n\u0103ng.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n","protected":false},"excerpt":{"rendered":"

Khi m\u1ea1ng x\u00e3 h\u1ed9i tr\u00e0n ng\u1eadp l\u1eddi c\u1ea7u c\u1ee9u \u0110\u00eam 7\/10, ho\u00e0n l\u01b0u b\u00e3o Matmo g\u00e2y m\u01b0a l\u1edbn k\u00e9o d\u00e0i, \u0111\u1ea9y nhi\u1ec1u khu v\u1ef1c c\u1ee7a Th\u00e1i Nguy\u00ean v\u00e0o t\u00ecnh tr\u1ea1ng<\/p>\n","protected":false},"author":1,"featured_media":10335,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[141],"tags":[],"class_list":["post-10334","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cong-nghe"],"yoast_head":"\nTrong \u0111\u00eam Th\u00e1i Nguy\u00ean ch\u00ecm trong bi\u1ec3n n\u01b0\u1edbc v\u00ec ho\u00e0n l\u01b0u b\u00e3o Matmo, m\u1ed9t nh\u00f3m b\u1ea1n tr\u1ebb \u0111\u00e3 d\u1ef1ng n\u00ean h\u1ec7 th\u1ed1ng c\u1ee9u h\u1ed9 tr\u1ef1c tuy\u1ebfn ch\u1ec9 trong 4 gi\u1edd. 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