Do \u0111\u1ea1i d\u1ecbch COVID-19, m\u1ed9t h\u00ecnh th\u1ee9c gi\u00e1o d\u1ee5c m\u1edbi \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 e-learning \u0111\u00e3 xu\u1ea5t hi\u1ec7n v\u00e0 v\u1eabn \u0111ang ng\u00e0y c\u00e0ng ph\u1ed5 bi\u1ebfn. H\u1ec7 th\u1ed1ng EdTech cho ph\u00e9p m\u1ecdi ng\u01b0\u1eddi s\u1eed d\u1ee5ng Internet \u0111\u1ec3 truy c\u1eadp c\u00e1c ngu\u1ed3n t\u00e0i nguy\u00ean gi\u00e1o d\u1ee5c, giao ti\u1ebfp v\u1edbi c\u00e1c gi\u1ea3ng vi\u00ean c\u00f3 kinh nghi\u1ec7m v\u00e0 l\u1ea5y b\u1eb1ng c\u1ea5p ch\u00ednh th\u1ee9c. H\u01a1n n\u1eefa, nh\u1eefng ti\u1ebfn b\u1ed9 k\u1ef9 thu\u1eadt \u0111ang bi\u1ebfn e-learning th\u00e0nh m\u1ed9t m\u00f4i tr\u01b0\u1eddng h\u1ecdc t\u1eadp tho\u1ea3i m\u00e1i h\u01a1n. Ng\u00e0y nay, ng\u01b0\u1eddi d\u00f9ng h\u1ecdc trong c\u00e1c l\u1edbp h\u1ecdc online \u0111\u01b0\u1ee3c trang b\u1ecb b\u1ea3ng t\u01b0\u01a1ng t\u00e1c, kh\u00f4ng gian l\u00e0m vi\u1ec7c chung, ph\u1ea7n m\u1ec1m theo d\u00f5i ti\u1ebfn \u0111\u1ed9, c\u0169ng nh\u01b0 c\u00e1c c\u00f4ng c\u1ee5 c\u1ed9ng t\u00e1c v\u00e0 gi\u1ea3ng d\u1ea1y kh\u00e1c. Trong s\u1ed1 c\u00e1c c\u00f4ng ngh\u1ec7 kh\u00e1c nhau \u0111\u1ec3 cung c\u1ea5p s\u1ee9c m\u1ea1nh cho E-learning v\u00e0 l\u00e0m cho n\u00f3 th\u00e2n thi\u1ec7n h\u01a1n v\u1edbi ng\u01b0\u1eddi d\u00f9ng, s\u1ebd l\u00e0 thi\u1ebfu s\u00f3t n\u1ebfu kh\u00f4ng \u0111\u1ec1 c\u1eadp \u0111\u1ebfn Machine Learning – H\u1ecdc m\u00e1y. \u0110\u1ec3 bi\u1ebft th\u00eam chi ti\u1ebft v\u1ec1 c\u00e1c l\u1ee3i \u00edch v\u00e0 tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng c\u1ee7a Machine Learning trong Gi\u00e1o d\u1ee5c Tr\u1ef1c tuy\u1ebfn, h\u00e3y xem b\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y! <\/p>\n\n\n\n
1. Machine Learning l\u00e0 g\u00ec? C\u00e1c lo\u1ea1i Machine Learning trong gi\u00e1o d\u1ee5c tr\u1ef1c tuy\u1ebfn<\/strong> <\/p>\n\n\n\n Machine Learning l\u00e0 m\u1ed9t nh\u00e1nh c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) v\u00e0 khoa h\u1ecdc m\u00e1y t\u00ednh, t\u1eadp trung v\u00e0o vi\u1ec7c s\u1eed d\u1ee5ng d\u1eef li\u1ec7u v\u00e0 thu\u1eadt to\u00e1n \u0111\u1ec3 b\u1eaft ch\u01b0\u1edbc c\u00e1ch con ng\u01b0\u1eddi h\u1ecdc, d\u1ea7n d\u1ea7n c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a n\u00f3. C\u00e1c thu\u1eadt to\u00e1n \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o \u0111\u1ec3 t\u1ea1o ra c\u00e1c ph\u00e2n lo\u1ea1i ho\u1eb7c d\u1ef1 \u0111o\u00e1n b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p th\u1ed1ng k\u00ea, ti\u1ebft l\u1ed9 nh\u1eefng hi\u1ec3u bi\u1ebft quan tr\u1ecdng v\u1ec1 c\u00e1c s\u00e1ng ki\u1ebfn \u200b\u200bkhai th\u00e1c d\u1eef li\u1ec7u. Nh\u1eefng th\u00f4ng tin chi ti\u1ebft n\u00e0y sau \u0111\u00f3 s\u1ebd gi\u00fap c\u00e1c doanh nghi\u1ec7p \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh hi\u1ec7u qu\u1ea3, g\u00f3p ph\u1ea7n t\u0103ng doanh thu v\u00e0 doanh thu. Th\u00f4ng th\u01b0\u1eddng, c\u00e1c ph\u01b0\u01a1ng ph\u00e1p H\u1ecdc m\u00e1y \u0111\u01b0\u1ee3c chia th\u00e0nh 3 lo\u1ea1i ch\u00ednh, t\u00f9y thu\u1ed9c v\u00e0o c\u00e1ch ch\u00fang ti\u1ebfp nh\u1eadn th\u00f4ng tin: H\u1ecdc c\u00f3 gi\u00e1m s\u00e1t: Trong tr\u01b0\u1eddng h\u1ee3p kh\u00f4ng ch\u1eafc ch\u1eafn, h\u1ecdc m\u00e1y c\u00f3 gi\u00e1m s\u00e1t t\u1ea1o ra m\u1ed9t m\u00f4 h\u00ecnh \u0111\u01b0a ra c\u00e1c d\u1ef1 \u0111o\u00e1n d\u1ef1a tr\u00ean b\u1eb1ng ch\u1ee9ng. S\u1eed d\u1ee5ng t\u1eadp h\u1ee3p d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o \u0111\u00e3 bi\u1ebft v\u00e0 c\u00e1c ph\u1ea3n h\u1ed3i \u0111\u00e3 bi\u1ebft \u0111\u1ed1i v\u1edbi d\u1eef li\u1ec7u, thu\u1eadt to\u00e1n h\u1ecdc c\u00f3 gi\u00e1m s\u00e1t \u0111\u00e0o t\u1ea1o m\u1ed9t m\u00f4 h\u00ecnh \u0111\u1ec3 t\u1ea1o ra c\u00e1c d\u1ef1 \u0111o\u00e1n h\u1ee3p l\u00fd cho ph\u1ea3n h\u1ed3i \u0111\u1ed1i v\u1edbi d\u1eef li\u1ec7u m\u1edbi (\u0111\u1ea7u ra). K\u1ebft qu\u1ea3 l\u00e0, thu\u1eadt to\u00e1n c\u00f3 kh\u1ea3 n\u0103ng \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh \u0111\u00fang \u0111\u1eafn v\u00e0 \u0111\u01b0a ra c\u00e1c d\u1ef1 b\u00e1o ch\u00ednh x\u00e1c. H\u1ecdc kh\u00f4ng gi\u00e1m s\u00e1t: H\u1ecdc kh\u00f4ng gi\u00e1m s\u00e1t ph\u00e2n t\u00edch v\u00e0 ph\u00e2n c\u1ee5m c\u00e1c t\u1eadp d\u1eef li\u1ec7u kh\u00f4ng \u0111\u01b0\u1ee3c g\u1eafn nh\u00e3n b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y. Kh\u00f4ng c\u1ea7n s\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi, c\u00e1c thu\u1eadt to\u00e1n n\u00e0y ph\u00e1t hi\u1ec7n ra c\u00e1c m\u1eabu ho\u1eb7c nh\u00f3m d\u1eef li\u1ec7u \u1ea9n. Kh\u1ea3 n\u0103ng ph\u00e1t hi\u1ec7n nh\u1eefng \u0111i\u1ec3m t\u01b0\u01a1ng \u0111\u1ed3ng v\u00e0 kh\u00e1c bi\u1ec7t trong d\u1eef li\u1ec7u khi\u1ebfn n\u00f3 tr\u1edf th\u00e0nh gi\u1ea3i ph\u00e1p l\u00fd t\u01b0\u1edfng \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u kh\u00e1m ph\u00e1, chi\u1ebfn l\u01b0\u1ee3c b\u00e1n ch\u00e9o, ph\u00e2n kh\u00fac kh\u00e1ch h\u00e0ng, nh\u1eadn d\u1ea1ng h\u00ecnh \u1ea3nh v\u00e0 m\u1eabu. N\u00f3 c\u0169ng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 gi\u1ea3m s\u1ed1 l\u01b0\u1ee3ng c\u00e1c t\u00ednh n\u0103ng trong m\u1ed9t m\u00f4 h\u00ecnh th\u00f4ng qua qu\u00e1 tr\u00ecnh gi\u1ea3m k\u00edch th\u01b0\u1edbc; ph\u00e2n t\u00edch th\u00e0nh ph\u1ea7n ch\u00ednh (PCA) v\u00e0 ph\u00e2n t\u00edch gi\u00e1 tr\u1ecb \u0111\u01a1n l\u1ebb (SVD) l\u00e0 hai c\u00e1ch ti\u1ebfp c\u1eadn ph\u1ed5 bi\u1ebfn cho vi\u1ec7c n\u00e0y. H\u1ecdc t\u1eadp c\u1ee7ng c\u1ed1: \u0110i\u1ec1u n\u00e0y t\u01b0\u01a1ng t\u1ef1 nh\u01b0 ph\u01b0\u01a1ng ph\u00e1p th\u1eed v\u00e0 sai, trong \u0111\u00f3 m\u00e1y t\u00ecm ki\u1ebfm c\u00e1c h\u00e0nh \u0111\u1ed9ng t\u1ed1t nh\u1ea5t \u0111\u1ec3 th\u1ef1c hi\u1ec7n trong m\u1ed9t t\u1eadp h\u1ee3p c\u00e1c t\u00ecnh hu\u1ed1ng kh\u00e1c nhau. N\u00f3 hi\u1ec3u c\u00e1ch h\u00e0nh \u0111\u1ed9ng trong c\u00e1c \u0111i\u1ec1u ki\u1ec7n c\u1ee5 th\u1ec3, c\u1ea3 trong ng\u1eafn h\u1ea1n v\u00e0 d\u00e0i h\u1ea1n, sau khi nh\u1eadn \u0111\u01b0\u1ee3c k\u1ebft qu\u1ea3 th\u00e0nh c\u00f4ng ho\u1eb7c l\u1ed7i. <\/p>\n\n\n\n 2. 5 tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng h\u00e0ng \u0111\u1ea7u c\u1ee7a h\u1ecdc m\u00e1y trong gi\u00e1o d\u1ee5c tr\u1ef1c tuy\u1ebfn<\/strong> <\/p>\n\n\n\n a. Cung c\u1ea5p nhi\u1ec1u n\u1ed9i dung h\u1ecdc t\u1eadp \u0111i\u1ec7n t\u1eed \u0111\u01b0\u1ee3c c\u00e1 nh\u00e2n h\u00f3a h\u01a1n<\/strong> <\/p>\n\n\n\n M\u1ed9t trong nh\u1eefng l\u1ee3i \u00edch c\u1ee7a m\u00e1y h\u1ecdc trong gi\u00e1o d\u1ee5c tr\u1ef1c tuy\u1ebfn l\u00e0 kh\u1ea3 n\u0103ng s\u1eed d\u1ee5ng nh\u1eadn d\u1ea1ng m\u1eabu \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n k\u1ebft qu\u1ea3 h\u1ecdc t\u1eadp. M\u00e1y h\u1ecdc \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o h\u1ecdc tr\u1ef1c tuy\u1ebfn c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c v\u1ea5n \u0111\u1ec1 c\u1ee7a h\u1ecdc sinh, n\u01a1i h\u1ecd \u0111ang g\u1eb7p kh\u00f3 kh\u0103n, nh\u1eefng g\u00ec h\u1ecd c\u1ea3m th\u1ea5y kh\u00f3 h\u1ecdc, v.v. Sau khi x\u00e1c \u0111\u1ecbnh c\u00e1c v\u1ea5n \u0111\u1ec1, n\u00f3 s\u1ebd t\u1ef1 \u0111\u1ed9ng th\u1ef1c hi\u1ec7n c\u00e1c \u0111i\u1ec1u ch\u1ec9nh b\u1eb1ng c\u00e1ch cung c\u1ea5p th\u00f4ng tin h\u1eefu \u00edch \u0111\u1ec3 gi\u00fap qu\u00e1 tr\u00ecnh t\u1ed1t h\u01a1n. N\u1ebfu h\u1ecdc sinh c\u00f3 kho\u1ea3ng c\u00e1ch k\u1ef9 n\u0103ng c\u1ee5 th\u1ec3, h\u1ec7 th\u1ed1ng s\u1ebd t\u1ef1 \u0111\u1ed9ng \u0111\u1ec1 xu\u1ea5t n\u1ed9i dung \u0111\u01b0\u1ee3c c\u00e1 nh\u00e2n h\u00f3a \u0111\u1ec3 h\u1ed7 tr\u1ee3 ng\u01b0\u1eddi h\u1ecdc ti\u1ebfp thu ki\u1ebfn \u200b\u200bth\u1ee9c. <\/p>\n\n\n\n b. Ph\u00e1t tri\u1ec3n Chatbot<\/strong> <\/p>\n\n\n\n Chatbot Development l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 c\u1ea7n ph\u1ea3i c\u00f3 trong b\u1ea5t k\u1ef3 d\u1ef1 \u00e1n ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m n\u00e0o v\u00e0 n\u1ec1n t\u1ea3ng Elearning c\u0169ng kh\u00f4ng ngo\u1ea1i l\u1ec7. Ng\u01b0\u1eddi h\u1ecdc c\u00f3 th\u1ec3 c\u00f3 nhi\u1ec1u c\u00e2u h\u1ecfi, v\u00e0 nh\u00e2n vi\u00ean c\u00f3 th\u1ec3 kh\u00f4ng ph\u1ea3i l\u00fac n\u00e0o c\u0169ng c\u00f3 th\u1ec3 tr\u1ea3 l\u1eddi ngay l\u1eadp t\u1ee9c. T\u1ea1i th\u1eddi \u0111i\u1ec3m \u0111\u00f3, m\u1ed9t chatbot c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 n\u00f3. Chatbot, \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi AI v\u00e0 M\u00e1y h\u1ecdc, c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 ng\u01b0\u1eddi h\u1ecdc ho\u00e0n th\u00e0nh nhi\u1ec7m v\u1ee5, gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 ho\u1eb7c tr\u1ea3 l\u1eddi c\u00e2u h\u1ecfi b\u1ea5t c\u1ee9 l\u00fac n\u00e0o, k\u1ec3 c\u1ea3 \u0111\u00eam mu\u1ed9n ho\u1eb7c ng\u00e0y ngh\u1ec9, m\u00e0 kh\u00f4ng c\u1ea7n s\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi. Nh\u1eefng ng\u01b0\u1eddi h\u01b0\u1edbng d\u1eabn \u1ea3o nh\u01b0 v\u1eady kh\u00f4ng bao gi\u1edd c\u1ea3m th\u1ea5y m\u1ec7t m\u1ecfi khi h\u1ed7 tr\u1ee3 ng\u01b0\u1eddi d\u00f9ng ch\u1ec9 b\u1eb1ng c\u00e1ch nh\u1eadp c\u00e1c quy t\u1eafc, tr\u00ecnh k\u00edch ho\u1ea1t v\u00e0 s\u1ef1 ki\u1ec7n \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh tr\u01b0\u1edbc. <\/p>\n\n\n\n c. \u00c1p d\u1ee5ng ch\u1ea5m \u0111i\u1ec3m th\u00f4ng minh cho gi\u1ea3i ph\u00e1p EdTech c\u1ee7a b\u1ea1n<\/strong> <\/p>\n\n\n\n \u0110\u00e1nh gi\u00e1 l\u00e0 c\u1ea7n thi\u1ebft trong gi\u00e1o d\u1ee5c \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh m\u1ee9c \u0111\u1ed9 ti\u1ebfn b\u1ed9 c\u1ee7a h\u1ecdc sinh. H\u1ecdc m\u00e1y tr\u00ean n\u1ec1n t\u1ea3ng Elearning s\u1ebd \u0111\u01b0a ra \u0111\u00e1nh gi\u00e1 kh\u00e1ch quan v\u1ec1 ki\u1ebfn \u200b\u200bth\u1ee9c c\u1ee7a h\u1ecdc sinh. H\u1ecd nh\u00ecn v\u00e0o c\u00e2u tr\u1ea3 l\u1eddi c\u1ee7a h\u1ecdc sinh \u0111\u1ec3 xem h\u1ecd hi\u1ec3u t\u00e0i li\u1ec7u \u0111\u00f3 t\u1ed1t nh\u01b0 th\u1ebf n\u00e0o h\u01a1n l\u00e0 h\u1ecd l\u1eb7p l\u1ea1i n\u00f3 t\u1ed1t nh\u01b0 th\u1ebf n\u00e0o. V\u00ed d\u1ee5, nh\u00f3m ph\u00e1t tri\u1ec3n c\u1ee7a SotaTek \u0111\u00e3 h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng kh\u1edfi ch\u1ea1y N\u1ec1n t\u1ea3ng h\u1ecdc t\u1eadp BondLingo, c\u0169ng bao g\u1ed3m m\u1ed9t b\u00e0i ki\u1ec3m tra tr\u00ecnh \u0111\u1ed9 \u0111\u1ec3 sinh vi\u00ean \u0111\u00e1nh gi\u00e1 s\u1ef1 ti\u1ebfn b\u1ed9 c\u1ee7a h\u1ecd sau khi xem t\u1ea5t c\u1ea3 c\u00e1c video. Ch\u1ee9c n\u0103ng n\u00e0y c\u0169ng c\u00f3 s\u1eb5n trong Quizlet, m\u1ed9t gi\u1ea3i ph\u00e1p EdTech n\u1ed5i ti\u1ebfng. T\u00f9y ch\u1ecdn ch\u1ea5m \u0111i\u1ec3m th\u00f4ng minh c\u1ee7a h\u1ecd kh\u00f4ng ch\u1ec9 \u0111\u01a1n gi\u1ea3n l\u00e0 so s\u00e1nh c\u00e2u tr\u1ea3 l\u1eddi c\u1ee7a h\u1ecdc sinh v\u1edbi c\u00e2u tr\u1ea3 l\u1eddi \u0111\u00fang \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef trong c\u01a1 s\u1edf d\u1eef li\u1ec7u. Thay v\u00e0o \u0111\u00f3, thu\u1eadt to\u00e1n ph\u00e2n t\u00edch \u00fd ngh\u0129a c\u1ee7a nh\u1eefng g\u00ec \u0111\u01b0\u1ee3c vi\u1ebft v\u00e0 \u1ea5n \u0111\u1ecbnh \u0111i\u1ec3m s\u1ed1 c\u00f4ng b\u1eb1ng, ngay c\u1ea3 khi c\u00e2u tr\u1ea3 l\u1eddi \u0111\u01b0\u1ee3c vi\u1ebft l\u1ea1i ho\u1eb7c c\u00f3 l\u1ed7i ch\u00ednh t\u1ea3 ho\u1eb7c l\u1ed7i ng\u1eef ph\u00e1p nh\u1ecf. <\/p>\n\n\n\n d. H\u1ecdc m\u00e1y trong gi\u00e1o d\u1ee5c tr\u1ef1c tuy\u1ebfn c\u1ea3i thi\u1ec7n l\u1ee3i t\u1ee9c \u0111\u1ea7u t\u01b0<\/strong> <\/p>\n\n\n\n T\u1ef7 su\u1ea5t l\u1ee3i nhu\u1eadn cao \u0111\u01b0\u1ee3c \u0111\u1ea3m b\u1ea3o v\u1edbi h\u1ecdc m\u00e1y. T\u1ea1i sao? V\u00ec v\u1eady, doanh nghi\u1ec7p c\u1ee7a b\u1ea1n c\u00f3 th\u1ec3 chi \u00edt ti\u1ec1n h\u01a1n \u0111\u1ec3 x\u00e2y d\u1ef1ng kh\u00f3a \u0111\u00e0o t\u1ea1o tr\u1ef1c tuy\u1ebfn trong khi v\u1eabn cung c\u1ea5p h\u01b0\u1edbng d\u1eabn ch\u1ea5t l\u01b0\u1ee3ng cao. B\u00ean c\u1ea1nh \u0111\u00f3, b\u1ea1n c\u00f3 th\u1ec3 theo d\u00f5i s\u1ef1 ti\u1ebfn b\u1ed9 c\u1ee7a ng\u01b0\u1eddi h\u1ecdc v\u00e0 c\u00e1c tr\u1ea3i nghi\u1ec7m h\u1ecdc t\u1eadp kh\u00e1c v\u1edbi s\u1ef1 tr\u1ee3 gi\u00fap c\u1ee7a ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n. \u0110i\u1ec1u n\u00e0y s\u1ebd cho ph\u00e9p b\u1ea1n s\u1eed d\u1ee5ng t\u00e0i nguy\u00ean eLearning c\u1ee7a m\u00ecnh v\u00e0o th\u1eddi \u0111i\u1ec3m v\u00e0 \u0111\u1ecba \u0111i\u1ec3m th\u00edch h\u1ee3p. <\/p>\n\n\n\n e. \u0110\u1ec1 xu\u1ea5t c\u00e1c k\u1ef7 lu\u1eadt \u0111\u1ec3 h\u1ecdc t\u1eadp<\/strong> <\/p>\n\n\n\n \u0110\u00f3 l\u00e0 m\u1ed9t ti\u00eau chu\u1ea9n m\u00e0 nhi\u1ec1u sinh vi\u00ean kh\u00f4ng ch\u1eafc ch\u1eafn v\u1ec1 nh\u1eefng g\u00ec h\u1ecd n\u00ean h\u1ecdc, v\u00e0 may m\u1eafn thay, H\u1ecdc m\u00e1y c\u00f3 th\u1ec3 l\u00e0 m\u1ed9t gi\u1ea3i ph\u00e1p. N\u00f3 s\u1ebd cung c\u1ea5p l\u1eddi khuy\u00ean kh\u00f4ng thi\u00ean v\u1ecb d\u1ef1a tr\u00ean s\u1edf th\u00edch, k\u1ebft qu\u1ea3 ki\u1ec3m tra v\u00e0 \u0111i\u1ec3m s\u1ed1 b\u1eb1ng t\u1ed1t nghi\u1ec7p c\u1ee7a ng\u01b0\u1eddi d\u00f9ng. Do \u0111\u00f3, ng\u01b0\u1eddi d\u00f9ng c\u00f3 nhi\u1ec1u kh\u1ea3 n\u0103ng l\u1ef1a ch\u1ecdn ch\u01b0\u01a1ng tr\u00ecnh h\u1ecdc ph\u00f9 h\u1ee3p nh\u1ea5t v\u1edbi m\u00ecnh. <\/p>\n\n\n\n 3. \u00c1p d\u1ee5ng Machine Learning trong Gi\u00e1o d\u1ee5c Tr\u1ef1c tuy\u1ebfn<\/strong> <\/p>\n\n\n\n T\u00f3m l\u1ea1i, ph\u1ea7n m\u1ec1m ph\u00e1t tri\u1ec3n E learning hi\u1ec7n \u0111\u00e3 tr\u1edf n\u00ean ph\u1ed5 bi\u1ebfn h\u01a1n, cho ph\u00e9p b\u1ea5t k\u1ef3 ai c\u0169ng c\u00f3 th\u1ec3 ti\u1ebfp c\u1eadn v\u1edbi n\u1ec1n gi\u00e1o d\u1ee5c \u0111\u1ee7 ti\u00eau chu\u1ea9n cho d\u00f9 h\u1ecd \u1edf \u0111\u00e2u. Do \u0111\u00f3, nhi\u1ec1u t\u1ed5 ch\u1ee9c gi\u00e1o d\u1ee5c truy\u1ec1n th\u1ed1ng \u0111ang c\u1ed1 g\u1eafng \u00e1p d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn nh\u1ea5t, ch\u1eb3ng h\u1ea1n nh\u01b0 H\u1ecdc m\u00e1y, \u0111\u1ec3 cung c\u1ea5p s\u1ee9c m\u1ea1nh cho c\u00e1c gi\u1ea3i ph\u00e1p EdTech c\u1ee7a h\u1ecd.<\/p>\n","protected":false},"excerpt":{"rendered":" Do \u0111\u1ea1i d\u1ecbch COVID-19, m\u1ed9t h\u00ecnh th\u1ee9c gi\u00e1o d\u1ee5c m\u1edbi \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 e-learning \u0111\u00e3 xu\u1ea5t hi\u1ec7n v\u00e0 v\u1eabn \u0111ang ng\u00e0y c\u00e0ng ph\u1ed5 bi\u1ebfn. H\u1ec7 th\u1ed1ng EdTech cho ph\u00e9p m\u1ecdi ng\u01b0\u1eddi s\u1eed d\u1ee5ng Internet \u0111\u1ec3 truy c\u1eadp c\u00e1c ngu\u1ed3n t\u00e0i nguy\u00ean gi\u00e1o d\u1ee5c, giao ti\u1ebfp v\u1edbi c\u00e1c gi\u1ea3ng vi\u00ean c\u00f3 kinh nghi\u1ec7m v\u00e0 l\u1ea5y b\u1eb1ng […]<\/p>\n","protected":false},"author":2,"featured_media":5557,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"class_list":["post-5026","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cong-nghe-thong-tn"],"_links":{"self":[{"href":"https:\/\/trithucmoi.net.vn\/index.php\/wp-json\/wp\/v2\/posts\/5026","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/trithucmoi.net.vn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/trithucmoi.net.vn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/trithucmoi.net.vn\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/trithucmoi.net.vn\/index.php\/wp-json\/wp\/v2\/comments?post=5026"}],"version-history":[{"count":3,"href":"https:\/\/trithucmoi.net.vn\/index.php\/wp-json\/wp\/v2\/posts\/5026\/revisions"}],"predecessor-version":[{"id":5269,"href":"https:\/\/trithucmoi.net.vn\/index.php\/wp-json\/wp\/v2\/posts\/5026\/revisions\/5269"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/trithucmoi.net.vn\/index.php\/wp-json\/wp\/v2\/media\/5557"}],"wp:attachment":[{"href":"https:\/\/trithucmoi.net.vn\/index.php\/wp-json\/wp\/v2\/media?parent=5026"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/trithucmoi.net.vn\/index.php\/wp-json\/wp\/v2\/categories?post=5026"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/trithucmoi.net.vn\/index.php\/wp-json\/wp\/v2\/tags?post=5026"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}