{"id":13207,"date":"2024-08-24T10:39:24","date_gmt":"2024-08-24T03:39:24","guid":{"rendered":"https:\/\/arito.vn\/?p=13207"},"modified":"2025-06-16T16:42:03","modified_gmt":"2025-06-16T09:42:03","slug":"tri-tue-nhan-tao-la-gi","status":"publish","type":"post","link":"https:\/\/arito.vn\/en\/tri-tue-nhan-tao-la-gi\/","title":{"rendered":"Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 g\u00ec? \u1ee8ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong doanh nghi\u1ec7p"},"content":{"rendered":"

Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a><\/strong> (AI) \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t ph\u1ea7n kh\u00f4ng th\u1ec3 thi\u1ebfu trong cu\u1ed9c s\u1ed1ng hi\u1ec7n \u0111\u1ea1i, m\u1edf ra nh\u1eefng kh\u1ea3 n\u0103ng v\u00f4 t\u1eadn trong nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c nhau. V\u1edbi kh\u1ea3 n\u0103ng “h\u1ecdc h\u1ecfi” v\u00e0 “suy ngh\u0129” t\u01b0\u01a1ng t\u1ef1 nh\u01b0 con ng\u01b0\u1eddi, AI \u0111ang thay \u0111\u1ed5i c\u00e1ch m\u00e0 ch\u00fang ta l\u00e0m vi\u1ec7c, h\u1ecdc t\u1eadp v\u00e0 giao ti\u1ebfp. Trong b\u1ed1i c\u1ea3nh c\u00f4ng ngh\u1ec7 kh\u00f4ng ng\u1eebng ph\u00e1t tri\u1ec3n, vi\u1ec7c hi\u1ec3u r\u00f5 v\u1ec1 AI v\u00e0 \u1ee9ng d\u1ee5ng c\u1ee7a n\u00f3 trong doanh nghi\u1ec7p tr\u1edf n\u00ean c\u1ea7n thi\u1ebft h\u01a1n bao gi\u1edd h\u1ebft.<\/span><\/p>\n

C\u00f9ng Arito<\/a><\/strong> t\u00ecm hi\u1ec3u ngay v\u1ec1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o.<\/span><\/p>\n

1. Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 g\u00ec?<\/b><\/h2>\n

Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (Artificial Intelligence \u2013 AI) l\u00e0 c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn cho ph\u00e9p m\u00e1y m\u00f3c, \u0111\u1eb7c bi\u1ec7t l\u00e0 m\u00e1y t\u00ednh, c\u00f3 kh\u1ea3 n\u0103ng \u201ch\u1ecdc h\u1ecfi\u201d v\u00e0 \u201csuy ngh\u0129\u201d gi\u1ed1ng nh\u01b0 con ng\u01b0\u1eddi. N\u00f3 l\u00e0 l\u0129nh v\u1ef1c khoa h\u1ecdc m\u00e1y t\u00ednh chuy\u00ean gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 nh\u1eadn th\u1ee9c th\u01b0\u1eddng li\u00ean quan \u0111\u1ebfn tr\u00ed tu\u1ec7 con ng\u01b0\u1eddi, ch\u1eb3ng h\u1ea1n nh\u01b0 h\u1ecdc t\u1eadp, s\u00e1ng t\u1ea1o v\u00e0 nh\u1eadn di\u1ec7n h\u00ecnh \u1ea3nh. C\u00e1c \u1ee9ng d\u1ee5ng c\u1ee5 th\u1ec3 c\u1ee7a AI bao g\u1ed3m h\u1ec7 th\u1ed1ng chuy\u00ean gia, x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean, nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i v\u00e0 th\u1ecb gi\u00e1c m\u00e1y. N\u00f3 c\u00f3 kh\u1ea3 n\u0103ng gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 ph\u1ee9c t\u1ea1p v\u00e0 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i trong cu\u1ed9c s\u1ed1ng h\u00e0ng ng\u00e0y.<\/span><\/p>\n

\"1.<\/p>\n

2. L\u1ecbch s\u1eed tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/b><\/h2>\n

L\u1ecbch s\u1eed c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) b\u1eaft ngu\u1ed3n t\u1eeb th\u1eddi c\u1ed5 \u0111\u1ea1i, khi c\u00e1c nh\u00e0 tri\u1ebft h\u1ecdc \u0111\u00e3 nghi\u00ean c\u1ee9u v\u1ec1 \u00fd t\u01b0\u1edfng v\u1ec1 c\u00e1c sinh v\u1eadt nh\u00e2n t\u1ea1o, ng\u01b0\u1eddi m\u00e1y v\u00e0 robot t\u1ef1 \u0111\u1ed9ng. Trong su\u1ed1t nh\u1eefng n\u0103m 1700 v\u00e0 sau \u0111\u00f3, tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o ng\u00e0y c\u00e0ng tr\u1edf n\u00ean h\u1eefu h\u00ecnh h\u01a1n.<\/span><\/p>\n

C\u00e1c bi\u1ec3u t\u01b0\u1ee3ng quan tr\u1ecdng trong l\u1ecbch s\u1eed AI bao g\u1ed3m:<\/span><\/p>\n

    \n
  1. Atanasoff Berry Computer (ABC): \u0110\u01b0\u1ee3c ph\u00e1t minh v\u00e0o nh\u1eefng n\u0103m 1940, ABC l\u00e0 m\u00e1y t\u00ednh k\u1ef9 thu\u1eadt s\u1ed1 \u0111\u1ea7u ti\u00ean c\u00f3 kh\u1ea3 n\u0103ng l\u1eadp tr\u00ecnh. N\u00f3 truy\u1ec1n c\u1ea3m h\u1ee9ng cho vi\u1ec7c t\u1ea1o ra \u201cb\u1ed9 n\u00e3o \u0111i\u1ec7n t\u1eed\u201d hay m\u1ed9t sinh v\u1eadt th\u00f4ng minh nh\u00e2n t\u1ea1o.<\/span><\/li>\n
  2. Alan Turing v\u00e0 Ki\u1ec3m tra Turing: Alan Turing \u0111\u1ec1 xu\u1ea5t m\u1ed9t ki\u1ec3m tra \u0111o l\u01b0\u1eddng kh\u1ea3 n\u0103ng c\u1ee7a m\u00e1y m\u00f3c trong vi\u1ec7c t\u00e1i t\u1ea1o h\u00e0nh \u0111\u1ed9ng c\u1ee7a con ng\u01b0\u1eddi \u1edf m\u1ed9t m\u1ee9c \u0111\u1ed9 kh\u00f4ng th\u1ec3 ph\u00e2n bi\u1ec7t \u0111\u01b0\u1ee3c v\u1edbi h\u00e0nh vi c\u1ee7a con ng\u01b0\u1eddi. \u00dd t\u01b0\u1edfng n\u00e0y \u0111\u00e3 th\u00fac \u0111\u1ea9y s\u1ef1 quan t\u00e2m \u0111\u1ebfn AI v\u00e0 \u0111\u1eb7t n\u1ec1n m\u00f3ng cho l\u0129nh v\u1ef1c nghi\u00ean c\u1ee9u n\u00e0y.<\/span><\/li>\n
  3. H\u1ed9i ngh\u1ecb Dartmouth n\u0103m 1956: John McCarthy v\u00e0 c\u00e1c nh\u00e0 khoa h\u1ecdc m\u00e1y t\u00ednh kh\u00e1c \u0111\u1eb7t thu\u1eadt ng\u1eef \u201ctr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o\u201d t\u1ea1i h\u1ed9i ngh\u1ecb n\u00e0y. T\u1eeb \u0111\u00f3, AI ng\u00e0y c\u00e0ng ph\u00e1t tri\u1ec3n v\u00e0 \u0111\u1ea1t \u0111\u01b0\u1ee3c nh\u1eefng th\u00e0nh t\u1ef1u \u0111\u00e1ng k\u1ec3.<\/span><\/li>\n<\/ol>\n

    Nh\u1eefng ti\u1ebfn b\u1ed9 l\u1ecbch s\u1eed \u0111\u00e3 bi\u1ebfn AI t\u1eeb m\u1ed9t \u0111i\u1ec1u t\u01b0\u1edfng t\u01b0\u1ee3ng kh\u00f4ng th\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c th\u00e0nh m\u1ed9t th\u1ef1c t\u1ebf h\u1eefu h\u00ecnh cho th\u1ebf h\u1ec7 hi\u1ec7n t\u1ea1i v\u00e0 t\u01b0\u01a1ng lai.<\/span><\/p>\n

    \"L\u1ecbch<\/p>\n

    3. \u01afu nh\u01b0\u1ee3c \u0111i\u1ec3m c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/b><\/h2>\n

    Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111ang tr\u1edf th\u00e0nh m\u1ed9t trong nh\u1eefng c\u00f4ng ngh\u1ec7 quan tr\u1ecdng nh\u1ea5t c\u1ee7a th\u1ebf k\u1ef7 21, mang l\u1ea1i nhi\u1ec1u l\u1ee3i \u00edch nh\u01b0ng c\u0169ng \u0111i k\u00e8m v\u1edbi m\u1ed9t s\u1ed1 th\u00e1ch th\u1ee9c. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 \u01b0u v\u00e0 nh\u01b0\u1ee3c \u0111i\u1ec3m ch\u00ednh c\u1ee7a AI:<\/span><\/p>\n

    \u01afu \u0111i\u1ec3m:<\/b><\/h3>\n
      \n
    1. T\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 hi\u1ec7u qu\u1ea3 cao:<\/b>\n
        \n
      • AI gi\u00fap t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c t\u00e1c v\u1ee5 l\u1eb7p \u0111i l\u1eb7p l\u1ea1i, gi\u00fap ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 chi ph\u00ed nh\u00e2n c\u00f4ng.<\/span><\/li>\n
      • C\u00e1c h\u1ec7 th\u1ed1ng AI c\u00f3 kh\u1ea3 n\u0103ng x\u1eed l\u00fd d\u1eef li\u1ec7u v\u1edbi t\u1ed1c \u0111\u1ed9 v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c cao, c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t c\u00f4ng vi\u1ec7c.<\/span><\/li>\n<\/ul>\n<\/li>\n
      • Kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn:<\/b>\n
          \n
        • AI c\u00f3 th\u1ec3 x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn, t\u1eeb \u0111\u00f3 \u0111\u01b0a ra c\u00e1c d\u1ef1 \u0111o\u00e1n v\u00e0 quy\u1ebft \u0111\u1ecbnh ch\u00ednh x\u00e1c h\u01a1n.<\/span><\/li>\n<\/ul>\n<\/li>\n
        • C\u1ea3i thi\u1ec7n tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng:<\/b>\n
            \n
          • AI c\u00f3 th\u1ec3 c\u00e1 nh\u00e2n h\u00f3a tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng b\u1eb1ng c\u00e1ch h\u1ecdc h\u1ecfi t\u1eeb h\u00e0nh vi v\u00e0 s\u1edf th\u00edch c\u1ee7a h\u1ecd, nh\u01b0 g\u1ee3i \u00fd s\u1ea3n ph\u1ea9m, c\u00e1 nh\u00e2n h\u00f3a n\u1ed9i dung.<\/span><\/li>\n<\/ul>\n<\/li>\n
          • \u1ee8ng d\u1ee5ng r\u1ed9ng r\u00e3i trong nhi\u1ec1u l\u0129nh v\u1ef1c:<\/b>\n
              \n
            • AI \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong nhi\u1ec1u l\u0129nh v\u1ef1c nh\u01b0 y t\u1ebf (ch\u1ea9n \u0111o\u00e1n b\u1ec7nh), giao th\u00f4ng (xe t\u1ef1 l\u00e1i), t\u00e0i ch\u00ednh (d\u1ef1 \u0111o\u00e1n th\u1ecb tr\u01b0\u1eddng), v\u00e0 gi\u00e1o d\u1ee5c (h\u1ecdc t\u1eadp c\u00e1 nh\u00e2n h\u00f3a).<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ol>\n

              Nh\u01b0\u1ee3c \u0111i\u1ec3m:<\/b><\/h3>\n
                \n
              1. R\u1ee7i ro v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 b\u1ea3o m\u1eadt:<\/b>\n
                  \n
                • AI c\u00f3 th\u1ec3 thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u c\u00e1 nh\u00e2n, d\u1eabn \u0111\u1ebfn nguy c\u01a1 l\u1ea1m d\u1ee5ng d\u1eef li\u1ec7u v\u00e0 x\u00e2m ph\u1ea1m quy\u1ec1n ri\u00eang t\u01b0.<\/span><\/li>\n<\/ul>\n<\/li>\n
                • Th\u1ea5t nghi\u1ec7p do t\u1ef1 \u0111\u1ed9ng h\u00f3a:<\/b>\n
                    \n
                  • S\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a AI c\u00f3 th\u1ec3 thay th\u1ebf nhi\u1ec1u c\u00f4ng vi\u1ec7c c\u1ee7a con ng\u01b0\u1eddi, d\u1eabn \u0111\u1ebfn t\u00ecnh tr\u1ea1ng th\u1ea5t nghi\u1ec7p trong m\u1ed9t s\u1ed1 ng\u00e0nh ngh\u1ec1.<\/span><\/li>\n<\/ul>\n<\/li>\n
                  • Thi\u1ebfu t\u00ednh \u0111\u1ea1o \u0111\u1ee9c v\u00e0 tr\u00e1ch nhi\u1ec7m:<\/b>\n
                      \n
                    • AI ho\u1ea1t \u0111\u1ed9ng d\u1ef1a tr\u00ean c\u00e1c thu\u1eadt to\u00e1n v\u00e0 d\u1eef li\u1ec7u, c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn c\u00e1c quy\u1ebft \u0111\u1ecbnh kh\u00f4ng c\u00f3 \u0111\u1ea1o \u0111\u1ee9c ho\u1eb7c thi\u00ean v\u1ecb, n\u1ebfu d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng kh\u00f4ng \u0111\u00fang ho\u1eb7c thi\u1ebfu s\u00f3t.<\/span><\/li>\n<\/ul>\n<\/li>\n
                    • Kh\u1ea3 n\u0103ng ph\u1ee5 thu\u1ed9c qu\u00e1 m\u1ee9c v\u00e0o AI:<\/b>\n
                        \n
                      • Khi s\u1eed d\u1ee5ng AI trong c\u00e1c h\u1ec7 th\u1ed1ng quan tr\u1ecdng, c\u00f3 nguy c\u01a1 ph\u1ee5 thu\u1ed9c qu\u00e1 m\u1ee9c v\u00e0o c\u00f4ng ngh\u1ec7 n\u00e0y, d\u1eabn \u0111\u1ebfn t\u00ecnh tr\u1ea1ng m\u1ea5t ki\u1ec3m so\u00e1t ho\u1eb7c kh\u00f4ng th\u1ec3 ho\u1ea1t \u0111\u1ed9ng khi h\u1ec7 th\u1ed1ng g\u1eb7p s\u1ef1 c\u1ed1.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ol>\n

                        T\u00f3m l\u1ea1i, AI mang l\u1ea1i nhi\u1ec1u c\u01a1 h\u1ed9i l\u1edbn nh\u01b0ng c\u0169ng \u0111i k\u00e8m v\u1edbi c\u00e1c th\u00e1ch th\u1ee9c c\u1ea7n \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd c\u1ea9n th\u1eadn \u0111\u1ec3 t\u1eadn d\u1ee5ng t\u1ed1i \u0111a l\u1ee3i \u00edch v\u00e0 gi\u1ea3m thi\u1ec3u r\u1ee7i ro.<\/span><\/p>\n

                        \"C\u00e1c<\/p>\n

                        4. Top 10 c\u00f4ng ngh\u1ec7 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o h\u00e0ng \u0111\u1ea7u hi\u1ec7n nay<\/b><\/h2>\n

                        D\u01b0\u1edbi \u0111\u00e2y l\u00e0 danh s\u00e1ch 10 c\u00f4ng ngh\u1ec7 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o h\u00e0ng \u0111\u1ea7u hi\u1ec7n nay, \u0111ang c\u00f3 \u1ea3nh h\u01b0\u1edfng l\u1edbn \u0111\u1ebfn nhi\u1ec1u l\u0129nh v\u1ef1c:<\/span><\/p>\n

                        1. H\u1ecdc m\u00e1y (Machine Learning)<\/b><\/h3>\n
                          \n
                        • L\u00e0 m\u1ed9t nh\u00e1nh c\u1ee7a AI cho ph\u00e9p h\u1ec7 th\u1ed1ng h\u1ecdc h\u1ecfi t\u1eeb d\u1eef li\u1ec7u v\u00e0 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t m\u00e0 kh\u00f4ng c\u1ea7n l\u1eadp tr\u00ecnh r\u00f5 r\u00e0ng.<\/span><\/li>\n<\/ul>\n

                          2. H\u1ecdc s\u00e2u (Deep Learning)<\/b><\/h3>\n
                            \n
                          • M\u1ed9t ph\u00e2n nh\u00e1nh c\u1ee7a h\u1ecdc m\u00e1y, s\u1eed d\u1ee5ng m\u1ea1ng n\u01a1-ron s\u00e2u \u0111\u1ec3 ph\u00e2n t\u00edch v\u00e0 nh\u1eadn di\u1ec7n c\u00e1c m\u1eabu ph\u1ee9c t\u1ea1p trong d\u1eef li\u1ec7u l\u1edbn, nh\u01b0 h\u00ecnh \u1ea3nh v\u00e0 \u00e2m thanh.<\/span><\/li>\n<\/ul>\n

                            3. X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (Natural Language Processing – NLP)<\/b><\/h3>\n
                              \n
                            • C\u00f4ng ngh\u1ec7 cho ph\u00e9p m\u00e1y t\u00ednh hi\u1ec3u, ph\u00e2n t\u00edch v\u00e0 t\u1ea1o ra ng\u00f4n ng\u1eef con ng\u01b0\u1eddi, \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong chatbots, d\u1ecbch m\u00e1y v\u00e0 ph\u00e2n t\u00edch c\u1ea3m x\u00fac.<\/span><\/li>\n<\/ul>\n

                              4. Nh\u1eadn di\u1ec7n h\u00ecnh \u1ea3nh (Image Recognition)<\/b><\/h3>\n
                                \n
                              • C\u00f4ng ngh\u1ec7 cho ph\u00e9p m\u00e1y t\u00ednh nh\u1eadn di\u1ec7n v\u00e0 ph\u00e2n lo\u1ea1i h\u00ecnh \u1ea3nh, s\u1eed d\u1ee5ng trong an ninh, y t\u1ebf v\u00e0 nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c.<\/span><\/li>\n<\/ul>\n

                                5. Xe t\u1ef1 l\u00e1i (Autonomous Vehicles)<\/b><\/h3>\n
                                  \n
                                • S\u1eed d\u1ee5ng AI \u0111\u1ec3 \u0111i\u1ec1u khi\u1ec3n xe m\u00e0 kh\u00f4ng c\u1ea7n s\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi, c\u00f3 ti\u1ec1m n\u0103ng thay \u0111\u1ed5i ng\u00e0nh giao th\u00f4ng v\u1eadn t\u1ea3i.<\/span><\/li>\n<\/ul>\n

                                  6. AI trong y t\u1ebf (AI in Healthcare)<\/b><\/h3>\n
                                    \n
                                  • C\u00f4ng ngh\u1ec7 AI \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 ch\u1ea9n \u0111o\u00e1n b\u1ec7nh, ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh y t\u1ebf v\u00e0 h\u1ed7 tr\u1ee3 nghi\u00ean c\u1ee9u thu\u1ed1c m\u1edbi.<\/span><\/li>\n<\/ul>\n

                                    7. Robotics AI<\/b><\/h3>\n
                                      \n
                                    • T\u00edch h\u1ee3p AI v\u00e0o robot, cho ph\u00e9p ch\u00fang t\u1ef1 \u0111\u1ed9ng th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 ph\u1ee9c t\u1ea1p trong s\u1ea3n xu\u1ea5t, kho v\u1eadn v\u00e0 th\u1eadm ch\u00ed l\u00e0 ch\u0103m s\u00f3c ng\u01b0\u1eddi cao tu\u1ed5i.<\/span><\/li>\n<\/ul>\n

                                      8. AI trong t\u00e0i ch\u00ednh (AI in Finance)<\/b><\/h3>\n
                                        \n
                                      • S\u1eed d\u1ee5ng AI \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n th\u1ecb tr\u01b0\u1eddng, ph\u00e1t hi\u1ec7n gian l\u1eadn, qu\u1ea3n l\u00fd r\u1ee7i ro v\u00e0 c\u1ea3i thi\u1ec7n tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng.<\/span><\/li>\n<\/ul>\n

                                        9. AI trong marketing (AI in Marketing)<\/b><\/h3>\n
                                          \n
                                        • \u00c1p d\u1ee5ng AI \u0111\u1ec3 ph\u00e2n t\u00edch h\u00e0nh vi ng\u01b0\u1eddi ti\u00eau d\u00f9ng, c\u00e1 nh\u00e2n h\u00f3a qu\u1ea3ng c\u00e1o v\u00e0 t\u1ed1i \u01b0u h\u00f3a chi\u1ebfn d\u1ecbch ti\u1ebfp th\u1ecb.<\/span><\/li>\n<\/ul>\n

                                          10. AI t\u1ea1o n\u1ed9i dung (AI Content Generation)<\/b><\/h3>\n
                                            \n
                                          • C\u00f4ng ngh\u1ec7 nh\u01b0 GPT-3 cho ph\u00e9p t\u1ea1o ra v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh v\u00e0 n\u1ed9i dung \u0111a ph\u01b0\u01a1ng ti\u1ec7n t\u1ef1 \u0111\u1ed9ng, \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong vi\u1ebft b\u00e0i, s\u00e1ng t\u00e1c v\u00e0 thi\u1ebft k\u1ebf.<\/span><\/li>\n<\/ul>\n

                                            C\u00e1c c\u00f4ng ngh\u1ec7 n\u00e0y \u0111ang kh\u00f4ng ng\u1eebng ph\u00e1t tri\u1ec3n v\u00e0 c\u00f3 ti\u1ec1m n\u0103ng l\u00e0m thay \u0111\u1ed5i c\u00e1ch ch\u00fang ta s\u1ed1ng v\u00e0 l\u00e0m vi\u1ec7c trong t\u01b0\u01a1ng lai.<\/span><\/p>\n

                                            \"\u1ee8ng<\/p>\n

                                            5. C\u00e1c c\u00f4ng ngh\u1ec7 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o ch\u00ednh l\u00e0 g\u00ec?<\/b><\/h2>\n

                                            M\u1ea1ng n\u01a1-ron h\u1ecdc s\u00e2u \u0111\u00f3ng vai tr\u00f2 then ch\u1ed1t trong s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI), m\u00f4 ph\u1ecfng c\u00e1ch m\u00e0 n\u00e3o b\u1ed9 con ng\u01b0\u1eddi x\u1eed l\u00fd th\u00f4ng tin. B\u1ed9 n\u00e3o ch\u1ee9a h\u00e0ng tri\u1ec7u t\u1ebf b\u00e0o th\u1ea7n kinh ho\u1ea1t \u0111\u1ed9ng \u0111\u1ed3ng th\u1eddi \u0111\u1ec3 ph\u00e2n t\u00edch v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u, v\u00e0 m\u1ea1ng n\u01a1-ron h\u1ecdc s\u00e2u s\u1eed d\u1ee5ng c\u00e1c n\u01a1-ron nh\u00e2n t\u1ea1o \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5 t\u01b0\u01a1ng t\u1ef1. M\u1ed7i n\u01a1-ron nh\u00e2n t\u1ea1o, hay c\u00f2n g\u1ecdi l\u00e0 n\u00fat, th\u1ef1c hi\u1ec7n c\u00e1c ph\u00e9p t\u00ednh to\u00e1n h\u1ecdc \u0111\u1ec3 x\u1eed l\u00fd th\u00f4ng tin v\u00e0 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 ph\u1ee9c t\u1ea1p. Nh\u1edd v\u00e0o ph\u01b0\u01a1ng ph\u00e1p h\u1ecdc s\u00e2u n\u00e0y, m\u00e1y t\u00ednh c\u00f3 th\u1ec3 gi\u1ea3i quy\u1ebft nh\u1eefng th\u00e1ch th\u1ee9c \u0111\u00f2i h\u1ecfi tr\u00ed th\u00f4ng minh c\u1ee7a con ng\u01b0\u1eddi v\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c nhi\u1ec7m v\u1ee5 ph\u1ee9c t\u1ea1p.<\/span><\/p>\n

                                            Vi\u1ec7c ph\u00e1t tri\u1ec3n c\u00e1c c\u00f4ng ngh\u1ec7 AI kh\u00e1c nhau ph\u1ee5 thu\u1ed9c v\u00e0o c\u00e1ch \u0111\u00e0o t\u1ea1o c\u00e1c m\u1ea1ng n\u01a1-ron h\u1ecdc s\u00e2u. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 c\u00f4ng ngh\u1ec7 quan tr\u1ecdng m\u00e0 ch\u00fang t\u00f4i cung c\u1ea5p, d\u1ef1a tr\u00ean m\u1ea1ng n\u01a1-ron h\u1ecdc s\u00e2u:<\/span><\/p>\n

                                            X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (Natural Language Processing – NLP)<\/b><\/h3>\n

                                            NLP s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc s\u00e2u \u0111\u1ec3 hi\u1ec3u v\u00e0 tr\u00edch xu\u1ea5t \u00fd ngh\u0129a t\u1eeb d\u1eef li\u1ec7u v\u0103n b\u1ea3n. NLP c\u00f3 kh\u1ea3 n\u0103ng x\u1eed l\u00fd v\u0103n b\u1ea3n do con ng\u01b0\u1eddi t\u1ea1o ra, t\u1eeb \u0111\u00f3 h\u1ed7 tr\u1ee3 c\u00e1c nhi\u1ec7m v\u1ee5 nh\u01b0 t\u00f3m t\u1eaft t\u00e0i li\u1ec7u, t\u1ef1 \u0111\u1ed9ng h\u00f3a chatbot, v\u00e0 ph\u00e2n t\u00edch c\u1ea3m x\u00fac.<\/span><\/p>\n

                                            T\u1ea7m nh\u00ecn m\u00e1y t\u00ednh (Computer Vision)<\/b><\/h3>\n

                                            T\u1ea7m nh\u00ecn m\u00e1y t\u00ednh \u00e1p d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt h\u1ecdc s\u00e2u \u0111\u1ec3 ph\u00e2n t\u00edch v\u00e0 hi\u1ec3u th\u00f4ng tin t\u1eeb h\u00ecnh \u1ea3nh v\u00e0 video, gi\u00fap m\u00e1y t\u00ednh nh\u1eadn th\u1ee9c h\u00ecnh \u1ea3nh theo c\u00e1ch t\u01b0\u01a1ng t\u1ef1 nh\u01b0 con ng\u01b0\u1eddi. T\u1ea7m nh\u00ecn m\u00e1y t\u00ednh \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 gi\u00e1m s\u00e1t n\u1ed9i dung tr\u1ef1c tuy\u1ebfn, nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t, ph\u00e2n lo\u1ea1i h\u00ecnh \u1ea3nh, v\u00e0 \u0111\u1eb7c bi\u1ec7t quan tr\u1ecdng trong vi\u1ec7c \u0111i\u1ec1u khi\u1ec3n c\u00e1c ph\u01b0\u01a1ng ti\u1ec7n t\u1ef1 l\u00e1i.<\/span><\/p>\n

                                            AI t\u1ea1o sinh (Generative AI)<\/b><\/h3>\n

                                            AI t\u1ea1o sinh \u0111\u1ec1 c\u1eadp \u0111\u1ebfn c\u00e1c h\u1ec7 th\u1ed1ng AI c\u00f3 kh\u1ea3 n\u0103ng t\u1ea1o ra n\u1ed9i dung m\u1edbi, nh\u01b0 h\u00ecnh \u1ea3nh, video, v\u0103n b\u1ea3n, v\u00e0 \u00e2m thanh, t\u1eeb nh\u1eefng y\u00eau c\u1ea7u \u0111\u01a1n gi\u1ea3n b\u1eb1ng v\u0103n b\u1ea3n. Kh\u00f4ng ch\u1ec9 d\u1eebng l\u1ea1i \u1edf vi\u1ec7c ph\u00e2n t\u00edch d\u1eef li\u1ec7u nh\u01b0 c\u00e1c AI tr\u01b0\u1edbc \u0111\u00e2y, AI t\u1ea1o sinh s\u1eed d\u1ee5ng h\u1ecdc s\u00e2u v\u00e0 c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn \u0111\u1ec3 t\u1ea1o ra s\u1ea3n ph\u1ea9m s\u00e1ng t\u1ea1o ch\u1ea5t l\u01b0\u1ee3ng cao, t\u01b0\u01a1ng t\u1ef1 nh\u01b0 con ng\u01b0\u1eddi. M\u1eb7c d\u00f9 m\u1edf ra nhi\u1ec1u ti\u1ec1m n\u0103ng s\u00e1ng t\u1ea1o, AI t\u1ea1o sinh c\u0169ng \u0111\u1ed1i di\u1ec7n v\u1edbi nh\u1eefng th\u00e1ch th\u1ee9c li\u00ean quan \u0111\u1ebfn s\u1ef1 thi\u00ean v\u1ecb, n\u1ed9i dung c\u00f3 h\u1ea1i v\u00e0 v\u1ea5n \u0111\u1ec1 s\u1edf h\u1eefu tr\u00ed tu\u1ec7.<\/span><\/p>\n

                                            Nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i (Speech Recognition)<\/b><\/h3>\n

                                            Ph\u1ea7n m\u1ec1m nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i s\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u \u0111\u1ec3 gi\u1ea3i m\u00e3 l\u1eddi n\u00f3i, x\u00e1c \u0111\u1ecbnh t\u1eeb ng\u1eef v\u00e0 di\u1ec5n gi\u1ea3i \u00fd ngh\u0129a. C\u00e1c m\u1ea1ng n\u01a1-ron h\u1ecdc s\u00e2u gi\u00fap chuy\u1ec3n l\u1eddi n\u00f3i th\u00e0nh v\u0103n b\u1ea3n v\u00e0 nh\u1eadn di\u1ec7n c\u1ea3m x\u00fac gi\u1ecdng n\u00f3i, \u1ee9ng d\u1ee5ng r\u1ed9ng r\u00e3i trong c\u00e1c tr\u1ee3 l\u00fd \u1ea3o v\u00e0 ph\u1ea7n m\u1ec1m trung t\u00e2m cu\u1ed9c g\u1ecdi.<\/span><\/p>\n

                                            6. C\u00e1c th\u00e0nh ph\u1ea7n ch\u00ednh c\u1ee7a c\u1ea5u tr\u00fac \u1ee9ng d\u1ee5ng AI l\u00e0 g\u00ec?<\/b><\/h2>\n

                                            C\u1ea5u tr\u00fac tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng t\u1eeb b\u1ed1n l\u1edbp l\u00f5i, m\u1ed7i l\u1edbp \u0111\u1ea3m nh\u1eadn m\u1ed9t vai tr\u00f2 quan tr\u1ecdng v\u1edbi c\u00e1c c\u00f4ng ngh\u1ec7 ri\u00eang bi\u1ec7t. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u00f4 t\u1ea3 chi ti\u1ebft v\u1ec1 t\u1eebng l\u1edbp v\u00e0 ch\u1ee9c n\u0103ng c\u1ee7a ch\u00fang.<\/span><\/p>\n

                                            L\u1edbp 1: L\u1edbp D\u1eef li\u1ec7u<\/b><\/h3>\n

                                            AI \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean n\u1ec1n t\u1ea3ng c\u1ee7a nhi\u1ec1u c\u00f4ng ngh\u1ec7 nh\u01b0 m\u00e1y h\u1ecdc, x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean v\u00e0 nh\u1eadn d\u1ea1ng h\u00ecnh \u1ea3nh, v\u1edbi d\u1eef li\u1ec7u l\u00e0 c\u1ed1t l\u00f5i. L\u1edbp n\u00e0y t\u1eadp trung v\u00e0o vi\u1ec7c chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u cho c\u00e1c \u1ee9ng d\u1ee5ng AI, \u0111\u1ea3m b\u1ea3o r\u1eb1ng th\u00f4ng tin \u0111\u01b0\u1ee3c thu th\u1eadp v\u00e0 x\u1eed l\u00fd m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c. C\u00e1c thu\u1eadt to\u00e1n hi\u1ec7n \u0111\u1ea1i, \u0111\u1eb7c bi\u1ec7t l\u00e0 h\u1ecdc s\u00e2u, y\u00eau c\u1ea7u ngu\u1ed3n t\u00e0i nguy\u00ean t\u00ednh to\u00e1n l\u1edbn, do \u0111\u00f3 l\u1edbp n\u00e0y bao g\u1ed3m c\u1ea3 ph\u1ea7n c\u1ee9ng, cung c\u1ea5p h\u1ea1 t\u1ea7ng thi\u1ebft y\u1ebfu cho vi\u1ec7c \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh AI. Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 ti\u1ebfp c\u1eadn l\u1edbp n\u00e0y d\u01b0\u1edbi d\u1ea1ng d\u1ecbch v\u1ee5 qu\u1ea3n l\u00fd t\u1eeb c\u00e1c nh\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y.<\/span><\/p>\n

                                            L\u1edbp 2: Khung ML v\u00e0 Thu\u1eadt to\u00e1n<\/b><\/h3>\n

                                            L\u1edbp n\u00e0y \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n b\u1edfi c\u00e1c k\u1ef9 s\u01b0 v\u00e0 nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u \u0111\u1ec3 \u0111\u00e1p \u1ee9ng c\u00e1c y\u00eau c\u1ea7u c\u1ee5 th\u1ec3 trong kinh doanh. C\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng c\u00e1c ch\u1ee9c n\u0103ng v\u00e0 l\u1edbp d\u1ef1ng s\u1eb5n \u0111\u1ec3 x\u00e2y d\u1ef1ng v\u00e0 \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh m\u1ed9t c\u00e1ch thu\u1eadn ti\u1ec7n. V\u00ed d\u1ee5 nh\u01b0 TensorFlow, PyTorch v\u00e0 scikit-learn, nh\u1eefng khung n\u00e0y \u0111\u00f3ng vai tr\u00f2 thi\u1ebft y\u1ebfu trong c\u1ea5u tr\u00fac \u1ee9ng d\u1ee5ng, cung c\u1ea5p c\u00e1c c\u00f4ng c\u1ee5 c\u1ea7n thi\u1ebft \u0111\u1ec3 ph\u00e1t tri\u1ec3n v\u00e0 t\u1ed1i \u01b0u h\u00f3a c\u00e1c m\u00f4 h\u00ecnh AI.<\/span><\/p>\n

                                            L\u1edbp 3: L\u1edbp M\u00f4 h\u00ecnh<\/b><\/h3>\n

                                            T\u1ea1i l\u1edbp m\u00f4 h\u00ecnh, c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n tri\u1ec3n khai v\u00e0 \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh AI d\u1ef1a tr\u00ean d\u1eef li\u1ec7u v\u00e0 thu\u1eadt to\u00e1n t\u1eeb l\u1edbp tr\u01b0\u1edbc. L\u1edbp n\u00e0y r\u1ea5t quan tr\u1ecdng cho kh\u1ea3 n\u0103ng ra quy\u1ebft \u0111\u1ecbnh c\u1ee7a h\u1ec7 th\u1ed1ng AI. C\u00e1c th\u00e0nh ph\u1ea7n ch\u00ednh bao g\u1ed3m:<\/span><\/p>\n

                                              \n
                                            • C\u1ea5u tr\u00fac m\u00f4 h\u00ecnh: \u0110\u1ecbnh ngh\u0129a kh\u1ea3 n\u0103ng c\u1ee7a m\u00f4 h\u00ecnh th\u00f4ng qua c\u00e1c l\u1edbp, n\u01a1-ron v\u00e0 h\u00e0m k\u00edch ho\u1ea1t. T\u00f9y theo nhu c\u1ea7u, c\u00f3 th\u1ec3 ch\u1ecdn t\u1eeb m\u1ea1ng n\u01a1-ron truy\u1ec1n th\u1eb3ng, m\u1ea1ng n\u01a1-ron t\u00edch ch\u1eadp (CNN), ho\u1eb7c c\u00e1c lo\u1ea1i m\u1ea1ng kh\u00e1c.<\/span><\/li>\n
                                            • Tham s\u1ed1 v\u00e0 h\u00e0m c\u1ee7a m\u00f4 h\u00ecnh: Gi\u00e1 tr\u1ecb \u0111\u01b0\u1ee3c h\u1ecdc trong qu\u00e1 tr\u00ecnh \u0111\u00e0o t\u1ea1o, nh\u01b0 tr\u1ecdng s\u1ed1 v\u00e0 \u0111\u1ed9 l\u1ec7ch, r\u1ea5t quan tr\u1ecdng cho d\u1ef1 \u0111o\u00e1n. H\u00e0m t\u1ed5n th\u1ea5t s\u1ebd \u0111\u00e1nh gi\u00e1 hi\u1ec7u su\u1ea5t c\u1ee7a m\u00f4 h\u00ecnh v\u00e0 c\u1ed1 g\u1eafng gi\u1ea3m thi\u1ec3u s\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa \u0111\u1ea7u ra d\u1ef1 \u0111o\u00e1n v\u00e0 th\u1ef1c t\u1ebf.<\/span><\/li>\n
                                            • Tr\u00ecnh t\u1ed1i \u01b0u h\u00f3a: \u0110i\u1ec1u ch\u1ec9nh c\u00e1c tham s\u1ed1 c\u1ee7a m\u00f4 h\u00ecnh nh\u1eb1m gi\u1ea3m h\u00e0m t\u1ed5n th\u1ea5t. C\u00e1c tr\u00ecnh t\u1ed1i \u01b0u h\u00f3a nh\u01b0 gradient descent v\u00e0 Adaptive Gradient Algorithm (Adagrad) c\u00f3 ch\u1ee9c n\u0103ng ri\u00eang bi\u1ec7t trong vi\u1ec7c c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t m\u00f4 h\u00ecnh.<\/span><\/li>\n<\/ul>\n

                                              L\u1edbp 4: L\u1edbp \u1ee8ng d\u1ee5ng<\/b><\/h3>\n

                                              L\u1edbp th\u1ee9 t\u01b0, l\u1edbp \u1ee9ng d\u1ee5ng, l\u00e0 ph\u1ea7n h\u01b0\u1edbng t\u1edbi ng\u01b0\u1eddi d\u00f9ng cu\u1ed1i trong c\u1ea5u tr\u00fac AI. T\u1ea1i \u0111\u00e2y, h\u1ec7 th\u1ed1ng AI c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5, t\u1ea1o ra th\u00f4ng tin, cung c\u1ea5p d\u1eef li\u1ec7u ho\u1eb7c \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean th\u00f4ng tin \u0111\u00e3 \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch. L\u1edbp \u1ee9ng d\u1ee5ng cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng t\u01b0\u01a1ng t\u00e1c tr\u1ef1c ti\u1ebfp v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng AI, mang l\u1ea1i tr\u1ea3i nghi\u1ec7m phong ph\u00fa v\u00e0 ti\u1ec7n \u00edch.<\/span><\/p>\n

                                              \"T\u01b0\u01a1ng<\/p>\n

                                              7. Vi\u1ec7c tri\u1ec3n khai AI c\u00f3 nh\u1eefng th\u00e1ch th\u1ee9c n\u00e0o?<\/b><\/h2>\n

                                              M\u1eb7c d\u00f9 AI mang l\u1ea1i nhi\u1ec1u l\u1ee3i \u00edch, nh\u01b0ng vi\u1ec7c tri\u1ec3n khai c\u0169ng g\u1eb7p ph\u1ea3i kh\u00f4ng \u00edt th\u00e1ch th\u1ee9c. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 r\u00e0o c\u1ea3n ph\u1ed5 bi\u1ebfn:<\/span><\/p>\n

                                                \n
                                              • Qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u: C\u1ea7n tu\u00e2n th\u1ee7 c\u00e1c quy \u0111\u1ecbnh v\u1ec1 b\u1ea3o m\u1eadt v\u00e0 quy\u1ec1n ri\u00eang t\u01b0. Qu\u1ea3n l\u00fd ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u00e0 r\u1ea5t quan tr\u1ecdng \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o t\u00ednh ch\u00ednh x\u00e1c v\u00e0 b\u1ea3o v\u1ec7 th\u00f4ng tin kh\u00e1ch h\u00e0ng.<\/span><\/li>\n
                                              • Kh\u00f3 kh\u0103n k\u1ef9 thu\u1eadt: \u0110\u00e0o t\u1ea1o AI ti\u00eau t\u1ed1n nhi\u1ec1u t\u00e0i nguy\u00ean. C\u1ea7n c\u00f3 h\u1ea1 t\u1ea7ng t\u00ednh to\u00e1n m\u1ea1nh m\u1ebd \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3 c\u1ee7a c\u00e1c \u1ee9ng d\u1ee5ng AI, \u0111i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 g\u00e2y t\u1ed1n k\u00e9m v\u00e0 h\u1ea1n ch\u1ebf kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng c\u1ee7a h\u1ec7 th\u1ed1ng.<\/span><\/li>\n
                                              • H\u1ea1n ch\u1ebf d\u1eef li\u1ec7u: \u0110\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c h\u1ec7 th\u1ed1ng AI c\u00f4ng b\u1eb1ng, c\u1ea7n c\u00f3 kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn. Vi\u1ec7c thi\u1ebfu dung l\u01b0\u1ee3ng l\u01b0u tr\u1eef ho\u1eb7c quy tr\u00ecnh qu\u1ea3n l\u00fd ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a m\u00f4 h\u00ecnh.<\/span><\/li>\n<\/ul>\n

                                                V\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n kh\u00f4ng ng\u1eebng c\u1ee7a c\u00f4ng ngh\u1ec7, vi\u1ec7c hi\u1ec3u r\u00f5 v\u1ec1 c\u1ea5u tr\u00fac v\u00e0 c\u00e1c th\u00e1ch th\u1ee9c c\u1ee7a AI l\u00e0 r\u1ea5t c\u1ea7n thi\u1ebft \u0111\u1ec3 t\u1eadn d\u1ee5ng t\u1ed1i \u0111a ti\u1ec1m n\u0103ng c\u1ee7a n\u00f3.<\/span><\/p>","protected":false},"excerpt":{"rendered":"

                                                Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t ph\u1ea7n kh\u00f4ng th\u1ec3 thi\u1ebfu trong cu\u1ed9c s\u1ed1ng hi\u1ec7n \u0111\u1ea1i, m\u1edf ra nh\u1eefng kh\u1ea3 n\u0103ng v\u00f4 t\u1eadn trong nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c nhau. V\u1edbi kh\u1ea3 n\u0103ng “h\u1ecdc h\u1ecfi” v\u00e0 “suy ngh\u0129” t\u01b0\u01a1ng t\u1ef1 nh\u01b0 con ng\u01b0\u1eddi, AI \u0111ang thay \u0111\u1ed5i c\u00e1ch m\u00e0 ch\u00fang ta l\u00e0m vi\u1ec7c, h\u1ecdc t\u1eadp v\u00e0 giao ti\u1ebfp. Trong b\u1ed1i c\u1ea3nh c\u00f4ng ngh\u1ec7 kh\u00f4ng ng\u1eebng ph\u00e1t tri\u1ec3n, vi\u1ec7c hi\u1ec3u r\u00f5 v\u1ec1 AI v\u00e0 \u1ee9ng d\u1ee5ng c\u1ee7a n\u00f3 trong doanh nghi\u1ec7p tr\u1edf n\u00ean c\u1ea7n thi\u1ebft h\u01a1n bao gi\u1edd h\u1ebft. C\u00f9ng Arito t\u00ecm hi\u1ec3u ngay v\u1ec1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. 1.\u2026<\/p>","protected":false},"author":9,"featured_media":13208,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13,310],"tags":[],"class_list":["post-13207","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tin-trong-nganh","category-chuyen-doi-so"],"blocksy_meta":"","_links":{"self":[{"href":"https:\/\/arito.vn\/en\/wp-json\/wp\/v2\/posts\/13207","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/arito.vn\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/arito.vn\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/arito.vn\/en\/wp-json\/wp\/v2\/users\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/arito.vn\/en\/wp-json\/wp\/v2\/comments?post=13207"}],"version-history":[{"count":2,"href":"https:\/\/arito.vn\/en\/wp-json\/wp\/v2\/posts\/13207\/revisions"}],"predecessor-version":[{"id":13214,"href":"https:\/\/arito.vn\/en\/wp-json\/wp\/v2\/posts\/13207\/revisions\/13214"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/arito.vn\/en\/wp-json\/wp\/v2\/media\/13208"}],"wp:attachment":[{"href":"https:\/\/arito.vn\/en\/wp-json\/wp\/v2\/media?parent=13207"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/arito.vn\/en\/wp-json\/wp\/v2\/categories?post=13207"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/arito.vn\/en\/wp-json\/wp\/v2\/tags?post=13207"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}