{"id":39567,"date":"2026-07-29T19:41:36","date_gmt":"2026-07-29T12:41:36","guid":{"rendered":"https:\/\/asia-vn.edu.vn\/?p=39567"},"modified":"2026-07-29T19:41:36","modified_gmt":"2026-07-29T12:41:36","slug":"asia-university-program-ppt-thanh-bieu-do-truc-quan","status":"publish","type":"post","link":"https:\/\/asia-vn.edu.vn\/en\/asia-university-program-ppt-thanh-bieu-do-truc-quan\/","title":{"rendered":"Sinh vi\u00ean Asia University Program bi\u1ebfn d\u1eef li\u1ec7u th\u1ea3o lu\u1eadn tr\u00ean PPT th\u00e0nh bi\u1ec3u \u0111\u1ed3 tr\u1ef1c quan"},"content":{"rendered":"

Thay v\u00ec ph\u1ea3i \u0111\u1ecdc th\u1ee7 c\u00f4ng t\u1eebng b\u00e0i vi\u1ebft, ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 quan s\u00e1t c\u00e1c ch\u1ee7 \u0111\u1ec1 n\u1ed5i b\u1eadt, t\u1eeb kh\u00f3a xu\u1ea5t hi\u1ec7n nhi\u1ec1u v\u00e0 xu h\u01b0\u1edbng s\u1eafc th\u00e1i c\u1ee7a n\u1ed9i dung th\u00f4ng qua h\u1ec7 th\u1ed1ng bi\u1ec3u \u0111\u1ed3 tr\u1ef1c quan. D\u1ef1 \u00e1n \u0111\u01b0\u1ee3c nh\u00f3m th\u1ef1c hi\u1ec7n trong h\u1ecdc ph\u1ea7n \u201cAdvanced Programming\u201d (L\u1eadp tr\u00ecnh n\u00e2ng cao), cho th\u1ea5y c\u00e1ch sinh vi\u00ean v\u1eadn d\u1ee5ng ki\u1ebfn th\u1ee9c l\u1eadp tr\u00ecnh \u0111\u1ec3 gi\u1ea3i quy\u1ebft m\u1ed9t b\u00e0i to\u00e1n th\u1ef1c t\u1ebf.<\/span><\/p>\n

T\u1eeb l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u th\u1ea3o lu\u1eadn \u0111\u1ebfn \u00fd t\u01b0\u1edfng x\u00e2y d\u1ef1ng c\u00f4ng c\u1ee5 tr\u1ef1c quan<\/b><\/span><\/p>\n

C\u00e1c di\u1ec5n \u0111\u00e0n tr\u1ef1c tuy\u1ebfn l\u00e0 n\u01a1i ph\u1ea3n \u00e1nh nhi\u1ec1u ch\u1ee7 \u0111\u1ec1 \u0111\u01b0\u1ee3c c\u1ed9ng \u0111\u1ed3ng quan t\u00e2m. Tuy nhi\u00ean, v\u1edbi s\u1ed1 l\u01b0\u1ee3ng b\u00e0i vi\u1ebft v\u00e0 b\u00ecnh lu\u1eadn t\u0103ng l\u00ean li\u00ean t\u1ee5c, vi\u1ec7c theo d\u00f5i xu h\u01b0\u1edbng b\u1eb1ng c\u00e1ch \u0111\u1ecdc th\u1ee7 c\u00f4ng tr\u1edf n\u00ean m\u1ea5t nhi\u1ec1u th\u1eddi gian, \u0111\u1eb7c bi\u1ec7t khi giao di\u1ec7n ch\u1ee7 y\u1ebfu hi\u1ec3n th\u1ecb d\u01b0\u1edbi d\u1ea1ng v\u0103n b\u1ea3n.<\/span><\/p>\n

Xu\u1ea5t ph\u00e1t t\u1eeb th\u1ef1c t\u1ebf \u0111\u00f3, nh\u00f3m sinh vi\u00ean Asia University Program l\u1ef1a ch\u1ecdn ph\u00e1t tri\u1ec3n \u201cPTT TrendAnalyzer\u201d v\u1edbi m\u1ee5c ti\u00eau bi\u1ebfn l\u01b0\u1ee3ng d\u1eef li\u1ec7u r\u1eddi r\u1ea1c th\u00e0nh nh\u1eefng th\u00f4ng tin d\u1ec5 quan s\u00e1t h\u01a1n. Kh\u00f4ng c\u1ea7n ph\u1ea3i \u0111\u1ecdc h\u00e0ng tr\u0103m ho\u1eb7c h\u00e0ng ngh\u00ecn b\u00e0i vi\u1ebft, ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 nhanh ch\u00f3ng nh\u1eadn bi\u1ebft ch\u1ee7 \u0111\u1ec1 n\u00e0o \u0111ang \u0111\u01b0\u1ee3c th\u1ea3o lu\u1eadn nhi\u1ec1u, nh\u1eefng t\u1eeb kh\u00f3a n\u00e0o xu\u1ea5t hi\u1ec7n n\u1ed5i b\u1eadt v\u00e0 xu h\u01b0\u1edbng s\u1eafc th\u00e1i c\u1ee7a c\u00e1c n\u1ed9i dung \u0111\u01b0\u1ee3c h\u1ec7 th\u1ed1ng ghi nh\u1eadn.<\/span><\/p>\n

Chia s\u1ebb v\u1ec1 \u00fd t\u01b0\u1edfng c\u1ee7a d\u1ef1 \u00e1n, B\u00f9i Quang Vi\u1ec7t An \u2013 Sinh vi\u00ean Asia University Program, Tr\u01b0\u1edfng nh\u00f3m d\u1ef1 \u00e1n cho bi\u1ebft:<\/span> “PTT c\u00f3 l\u01b0\u1ee3ng b\u00e0i vi\u1ebft v\u00e0 b\u00ecnh lu\u1eadn r\u1ea5t l\u1edbn m\u1ed7i ng\u00e0y, trong khi giao di\u1ec7n ch\u1ee7 y\u1ebfu hi\u1ec3n th\u1ecb d\u01b0\u1edbi d\u1ea1ng v\u0103n b\u1ea3n n\u00ean ng\u01b0\u1eddi d\u00f9ng kh\u00f3 theo d\u00f5i to\u00e0n b\u1ed9 n\u1ed9i dung. Nh\u00f3m mong mu\u1ed1n x\u00e2y d\u1ef1ng m\u1ed9t c\u00f4ng c\u1ee5 c\u00f3 th\u1ec3 thu th\u1eadp, x\u1eed l\u00fd d\u1eef li\u1ec7u v\u00e0 chuy\u1ec3n th\u00e0nh c\u00e1c bi\u1ec3u \u0111\u1ed3 tr\u1ef1c quan, gi\u00fap ng\u01b0\u1eddi d\u00f9ng quan s\u00e1t nhanh h\u01a1n nh\u1eefng ch\u1ee7 \u0111\u1ec1 \u0111ang \u0111\u01b0\u1ee3c quan t\u00e2m tr\u00ean di\u1ec5n \u0111\u00e0n”.<\/span><\/i><\/p>\n

\"Sinh
Sinh vi\u00ean Asia University Program thuy\u1ebft tr\u00ecnh d\u1ef1 \u00e1n \u201cPTT TrendAnalyzer\u201d v\u1edbi s\u01a1 \u0111\u1ed3 x\u1eed l\u00fd d\u1eef li\u1ec7u v\u00e0 Web Dashboard<\/figcaption><\/figure>\n

T\u1eeb nhu c\u1ea7u theo d\u00f5i th\u00f4ng tin, nh\u00f3m kh\u00f4ng h\u01b0\u1edbng \u0111\u1ebfn vi\u1ec7c thay th\u1ebf ng\u01b0\u1eddi \u0111\u1ecdc trong qu\u00e1 tr\u00ecnh \u0111\u00e1nh gi\u00e1 n\u1ed9i dung, m\u00e0 t\u1eadp trung x\u00e2y d\u1ef1ng m\u1ed9t c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 t\u1ed5ng h\u1ee3p v\u00e0 tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u, gi\u00fap qu\u00e1 tr\u00ecnh quan s\u00e1t tr\u1edf n\u00ean nhanh ch\u00f3ng v\u00e0 thu\u1eadn ti\u1ec7n h\u01a1n.<\/span><\/p>\n

K\u1ebft n\u1ed1i nhi\u1ec1u c\u00f4ng \u0111o\u1ea1n \u0111\u1ec3 t\u1ea1o n\u00ean m\u1ed9t h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 v\u1eadn h\u00e0nh ho\u00e0n thi\u1ec7n<\/b><\/span><\/p>\n

\u0110\u1ec3 ho\u00e0n thi\u1ec7n \u201cPTT TrendAnalyzer\u201d, nh\u00f3m x\u00e2y d\u1ef1ng m\u1ed9t quy tr\u00ecnh x\u1eed l\u00fd d\u1eef li\u1ec7u g\u1ed3m nhi\u1ec1u b\u01b0\u1edbc li\u00ean ti\u1ebfp. H\u1ec7 th\u1ed1ng tr\u01b0\u1edbc ti\u00ean thu th\u1eadp d\u1eef li\u1ec7u t\u1eeb c\u00e1c b\u00e0i vi\u1ebft tr\u00ean PTT, sau \u0111\u00f3 l\u00e0m s\u1ea1ch n\u1ed9i dung, lo\u1ea1i b\u1ecf nh\u1eefng th\u00f4ng tin kh\u00f4ng c\u1ea7n thi\u1ebft v\u00e0 ti\u1ebfn h\u00e0nh ph\u00e2n t\u00edch d\u1eef li\u1ec7u tr\u01b0\u1edbc khi l\u01b0u tr\u1eef v\u00e0o c\u01a1 s\u1edf d\u1eef li\u1ec7u (database).<\/span><\/p>\n

\u1ede giai \u0111o\u1ea1n ti\u1ebfp theo, c\u00e1c k\u1ebft qu\u1ea3 \u0111\u01b0\u1ee3c hi\u1ec3n th\u1ecb tr\u00ean Web Dashboard (giao di\u1ec7n t\u1ed5ng h\u1ee3p d\u1eef li\u1ec7u tr\u00ean n\u1ec1n t\u1ea3ng web) d\u01b0\u1edbi d\u1ea1ng bi\u1ec3u \u0111\u1ed3, b\u1ea3ng th\u1ed1ng k\u00ea v\u00e0 c\u00e1c h\u00ecnh th\u1ee9c tr\u1ef1c quan kh\u00e1c. Nh\u1edd \u0111\u00f3, ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 quan s\u00e1t nhanh nh\u1eefng ch\u1ee7 \u0111\u1ec1 n\u1ed5i b\u1eadt, m\u1ee9c \u0111\u1ed9 xu\u1ea5t hi\u1ec7n c\u1ee7a t\u1eeb kh\u00f3a ho\u1eb7c xu h\u01b0\u1edbng s\u1eafc th\u00e1i c\u1ee7a c\u00e1c n\u1ed9i dung \u0111\u01b0\u1ee3c h\u1ec7 th\u1ed1ng ph\u00e2n t\u00edch m\u00e0 kh\u00f4ng c\u1ea7n \u0111\u1ecdc to\u00e0n b\u1ed9 b\u00e0i vi\u1ebft.<\/span><\/p>\n

Qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n s\u1ea3n ph\u1ea9m c\u0169ng \u0111\u00f2i h\u1ecfi s\u1ef1 ph\u1ed1i h\u1ee3p ch\u1eb7t ch\u1ebd gi\u1eefa c\u00e1c th\u00e0nh vi\u00ean trong nh\u00f3m. Thay v\u00ec \u0111\u1ec3 m\u1ed7i ng\u01b0\u1eddi th\u1ef1c hi\u1ec7n \u0111\u1ed9c l\u1eadp, nh\u00f3m chia h\u1ec7 th\u1ed1ng th\u00e0nh nhi\u1ec1u ph\u1ea7n nh\u01b0 thu th\u1eadp d\u1eef li\u1ec7u, x\u1eed l\u00fd d\u1eef li\u1ec7u, l\u01b0u tr\u1eef v\u00e0 x\u00e2y d\u1ef1ng giao di\u1ec7n. Ngay t\u1eeb \u0111\u1ea7u, c\u00e1c th\u00e0nh vi\u00ean \u0111\u00e3 th\u1ed1ng nh\u1ea5t c\u00e1ch trao \u0111\u1ed5i d\u1eef li\u1ec7u gi\u1eefa t\u1eebng ph\u1ea7n \u0111\u1ec3 khi gh\u00e9p l\u1ea1i, to\u00e0n b\u1ed9 h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 v\u1eadn h\u00e0nh theo m\u1ed9t quy tr\u00ecnh th\u1ed1ng nh\u1ea5t.<\/span><\/p>\n

C\u00e1ch tri\u1ec3n khai n\u00e0y gi\u00fap m\u1ed7i th\u00e0nh vi\u00ean t\u1eadp trung v\u00e0o nhi\u1ec7m v\u1ee5 c\u1ee7a m\u00ecnh, \u0111\u1ed3ng th\u1eddi r\u00e8n luy\u1ec7n t\u01b0 duy ph\u00e1t tri\u1ec3n m\u1ed9t s\u1ea3n ph\u1ea9m ho\u00e0n ch\u1ec9nh thay v\u00ec ch\u1ec9 gi\u1ea3i quy\u1ebft t\u1eebng b\u00e0i to\u00e1n l\u1eadp tr\u00ecnh ri\u00eang l\u1ebb. \u0110\u00e2y c\u0169ng l\u00e0 k\u1ef9 n\u0103ng quan tr\u1ecdng khi x\u00e2y d\u1ef1ng c\u00e1c h\u1ec7 th\u1ed1ng c\u00f4ng ngh\u1ec7 trong th\u1ef1c t\u1ebf, n\u01a1i nhi\u1ec1u b\u1ed9 ph\u1eadn ph\u1ea3i ph\u1ed1i h\u1ee3p \u0111\u1ec3 t\u1ea1o th\u00e0nh m\u1ed9t s\u1ea3n ph\u1ea9m th\u1ed1ng nh\u1ea5t.<\/span><\/p>\n

\"Giao
Giao di\u1ec7n Web Dashboard c\u1ee7a \u201cPTT TrendAnalyzer\u201d tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u th\u1ea3o lu\u1eadn b\u1eb1ng bi\u1ec3u \u0111\u1ed3, heatmap v\u00e0 ch\u1ee9c n\u0103ng t\u00ecm ki\u1ebfm theo t\u1eeb kh\u00f3a<\/figcaption><\/figure>\n

H\u01b0\u1edbng t\u1edbi nh\u1eefng \u1ee9ng d\u1ee5ng r\u1ed9ng h\u01a1n trong ph\u00e2n t\u00edch d\u1eef li\u1ec7u<\/b><\/span><\/p>\n

Phi\u00ean b\u1ea3n hi\u1ec7n t\u1ea1i c\u1ee7a \u201cPTT TrendAnalyzer\u201d \u0111\u00e3 c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng thu th\u1eadp d\u1eef li\u1ec7u, x\u1eed l\u00fd n\u1ed9i dung v\u00e0 tr\u1ef1c quan h\u00f3a k\u1ebft qu\u1ea3 tr\u00ean giao di\u1ec7n web. Tuy nhi\u00ean, theo c\u00e1c th\u00e0nh vi\u00ean d\u1ef1 \u00e1n, \u0111\u00e2y m\u1edbi l\u00e0 n\u1ec1n t\u1ea3ng ban \u0111\u1ea7u \u0111\u1ec3 ti\u1ebfp t\u1ee5c ph\u00e1t tri\u1ec3n th\u00eam nhi\u1ec1u t\u00ednh n\u0103ng trong t\u01b0\u01a1ng lai.<\/span><\/p>\n

N\u1ebfu c\u00f3 th\u00eam th\u1eddi gian, nh\u00f3m d\u1ef1 ki\u1ebfn m\u1edf r\u1ed9ng kh\u1ea3 n\u0103ng c\u1eadp nh\u1eadt d\u1eef li\u1ec7u g\u1ea7n theo th\u1eddi gian th\u1ef1c thay v\u00ec s\u1eed d\u1ee5ng d\u1eef li\u1ec7u \u0111\u00e3 thu th\u1eadp tr\u01b0\u1edbc \u0111\u00f3. B\u00ean c\u1ea1nh \u0111\u00f3, sinh vi\u00ean c\u0169ng mong mu\u1ed1n c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng nh\u1eadn di\u1ec7n c\u00e1c c\u00e1ch di\u1ec5n \u0111\u1ea1t \u0111\u1eb7c tr\u01b0ng tr\u00ean m\u00f4i tr\u01b0\u1eddng tr\u1ef1c tuy\u1ebfn nh\u01b0 ti\u1ebfng l\u00f3ng, t\u1eeb vi\u1ebft t\u1eaft ho\u1eb7c nh\u1eefng c\u00e1ch bi\u1ec3u \u0111\u1ea1t mang t\u00ednh ng\u1eef c\u1ea3nh, nh\u1eb1m n\u00e2ng cao \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a qu\u00e1 tr\u00ecnh ph\u00e2n t\u00edch.<\/span><\/p>\n

Nh\u1eefng \u0111\u1ecbnh h\u01b0\u1edbng n\u00e0y gi\u00fap s\u1ea3n ph\u1ea9m ho\u00e0n thi\u1ec7n h\u01a1n v\u1ec1 m\u1eb7t k\u1ef9 thu\u1eadt, m\u1edf ra kh\u1ea3 n\u0103ng h\u1ed7 tr\u1ee3 c\u00e1c ho\u1ea1t \u0111\u1ed9ng theo d\u00f5i xu h\u01b0\u1edbng, nghi\u00ean c\u1ee9u th\u1ecb tr\u01b0\u1eddng ho\u1eb7c ph\u00e2n t\u00edch n\u1ed9i dung tr\u00ean c\u00e1c n\u1ec1n t\u1ea3ng tr\u1ef1c tuy\u1ebfn trong t\u01b0\u01a1ng lai.<\/span><\/p>\n

Th\u00f4ng qua \u201cPTT TrendAnalyzer\u201d, sinh vi\u00ean Asia University Program \u0111\u00e3 c\u00f3 c\u01a1 h\u1ed9i tr\u1ea3i nghi\u1ec7m to\u00e0n b\u1ed9 qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n m\u1ed9t s\u1ea3n ph\u1ea9m c\u00f4ng ngh\u1ec7, t\u1eeb x\u00e1c \u0111\u1ecbnh b\u00e0i to\u00e1n th\u1ef1c t\u1ebf, thi\u1ebft k\u1ebf gi\u1ea3i ph\u00e1p, x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng \u0111\u1ebfn ho\u00e0n thi\u1ec7n giao di\u1ec7n cho ng\u01b0\u1eddi d\u00f9ng. D\u1ef1 \u00e1n c\u0169ng cho th\u1ea5y c\u00e1ch ng\u01b0\u1eddi h\u1ecdc v\u1eadn d\u1ee5ng ki\u1ebfn th\u1ee9c l\u1eadp tr\u00ecnh \u0111\u1ec3 bi\u1ebfn d\u1eef li\u1ec7u th\u00e0nh th\u00f4ng tin tr\u1ef1c quan, \u0111\u1ed3ng th\u1eddi t\u1eebng b\u01b0\u1edbc h\u00ecnh th\u00e0nh t\u01b0 duy ph\u00e1t tri\u1ec3n s\u1ea3n ph\u1ea9m v\u00e0 gi\u1ea3i quy\u1ebft nh\u1eefng v\u1ea5n \u0111\u1ec1 xu\u1ea5t ph\u00e1t t\u1eeb nhu c\u1ea7u th\u1ef1c t\u1ebf.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"

T\u1eeb h\u00e0ng ngh\u00ecn b\u00e0i vi\u1ebft v\u00e0 b\u00ecnh lu\u1eadn xu\u1ea5t hi\u1ec7n m\u1ed7i ng\u00e0y tr\u00ean di\u1ec5n \u0111\u00e0n PTT (m\u1ed9t trong nh\u1eefng di\u1ec5n \u0111\u00e0n tr\u1ef1c tuy\u1ebfn l\u1edbn t\u1ea1i \u0110\u00e0i Loan, Trung Qu\u1ed1c), nh\u00f3m sinh vi\u00ean Asia University Program \u0111\u00e3 ph\u00e1t tri\u1ec3n \u201cPTT TrendAnalyzer\u201d \u2013 \u1ee9ng d\u1ee5ng web h\u1ed7 tr\u1ee3 thu th\u1eadp, x\u1eed l\u00fd v\u00e0 tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u th\u1ea3o lu\u1eadn.\u00a0<\/span><\/p>\n

\n","protected":false},"author":4,"featured_media":39569,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1,32,17],"tags":[558,544],"class_list":["post-39567","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tin-tuc","category-cuoc-song-sinh-vien-o-viet-nam","category-tin-tuc-chung","tag-ptt-trendanalyzer","tag-sinh-vien-asia-university-program","post_format-post-format-0"],"_links":{"self":[{"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/posts\/39567","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/comments?post=39567"}],"version-history":[{"count":0,"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/posts\/39567\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/media\/39569"}],"wp:attachment":[{"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/media?parent=39567"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/categories?post=39567"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/asia-vn.edu.vn\/en\/wp-json\/wp\/v2\/tags?post=39567"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}