{"id":6195,"date":"2023-11-29T22:43:43","date_gmt":"2023-11-29T22:43:43","guid":{"rendered":"https:\/\/masterskills.org\/blog\/?p=6195"},"modified":"2023-12-21T13:17:30","modified_gmt":"2023-12-21T06:17:30","slug":"tri-thong-minh-nhan-tao-se-thay-doi-quan-ly-du-nhu-nao","status":"publish","type":"post","link":"https:\/\/masterskills.org\/blog\/tri-thong-minh-nhan-tao-se-thay-doi-quan-ly-du-nhu-nao.html","title":{"rendered":"Tr\u00ed th\u00f4ng minh nh\u00e2n t\u1ea1o s\u1ebd thay \u0111\u1ed5i qu\u1ea3n l\u00fd d\u1ef1 \u00e1n nh\u01b0 th\u1ebf n\u00e0o?"},"content":{"rendered":"<p>Tr\u00ed th\u00f4ng minh nh\u00e2n t\u1ea1o (AI) \u0111\u00e3 c\u00f3 s\u1ef1 ph\u00e1t tri\u1ec3n \u201ckh\u00e1c th\u01b0\u1eddng\u201d. Trong khi h\u1ea7u h\u1ebft c\u00e1c ti\u1ebfn b\u1ed9 c\u00f4ng ngh\u1ec7 trong nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y b\u00f9ng n\u1ed5 nh\u01b0 m\u1ed9t xu th\u1ebf, AI v\u1eabn t\u1ed3n t\u1ea1i nh\u01b0 m\u1ed9t kh\u00e1i ni\u1ec7m \u201ckh\u00f4ng ch\u00e2n th\u1ef1c\u201d. Th\u1eadm ch\u00ed \u0111\u1ebfn th\u1eddi \u0111i\u1ec3m n\u00e0y, s\u1ef1 th\u1eadt v\u1ec1 AI c\u00f3 th\u1ec3 g\u00e2y th\u1ea5t v\u1ecdng v\u1edbi nh\u1eefng ng\u01b0\u1eddi t\u1eebng \u00f4m gi\u1ea5c m\u1ed9ng v\u1ec1 1 cu\u1ed9c c\u00e1ch m\u1ea1ng to\u00e0n di\u1ec7n c\u1ee7a tr\u00ed th\u00f4ng minh nh\u00e2n t\u1ea1o.<\/p>\n<p>M\u1eb7c d\u00f9 kh\u00f4ng theo h\u01b0\u1edbng c\u00e1ch m\u1ea1ng nh\u01b0 \u0111\u00e3 \u0111\u01b0\u1ee3c \u201cti\u00ean \u0111o\u00e1n\u2019\u2019,\u00a0 AI \u0111ang t\u1eebng b\u01b0\u1edbc tr\u1edf th\u00e0nh hi\u1ec7n th\u1ef1c v\u00e0 \u0111\u1ec3 l\u1ea1i t\u00e1c \u0111\u1ed9ng s\u00e2u s\u1eafc \u0111\u1ebfn c\u00e1ch con ng\u01b0\u1eddi l\u00e0m vi\u1ec7c. \u0110\u1eb7c bi\u1ec7t, s\u1ef1 \u1ea3nh h\u01b0\u1edfng c\u1ee7a AI \u0111\u1ebfn qu\u1ea3n l\u00fd d\u1ef1 \u00e1n l\u00e0 r\u1ea5t \u0111\u00e1ng k\u1ec3. Trong t\u01b0\u01a1ng lai, AI s\u1ebd tr\u1edf th\u00e0nh m\u1ed9t c\u00f4ng c\u1ee5 h\u1eefu d\u1ee5ng, n\u00e2ng cao ch\u1ea5t l\u01b0\u1ee3ng qu\u1ea3n l\u00fd d\u1ef1 \u00e1n v\u00e0 gi\u1ea3i ph\u00f3ng c\u00e1c PM \u0111\u1ec3 t\u1eadp trung v\u00e0o c\u00e1c l\u0129nh v\u1ef1c c\u1ea7n gia t\u0103ng gi\u00e1 tr\u1ecb.<\/p>\n<p>&nbsp;<\/p>\n<h2 id=\"div_id0\"><strong>Gi\u1ea3m thi\u1ec3u s\u1ef1 kh\u00f4ng ch\u1eafc ch\u1eafn<\/strong><\/h2>\n<p>L\u1ee3i \u00edch l\u1edbn nh\u1ea5t m\u00e0 t\u00f4i th\u1ea5y t\u1eeb AI l\u00e0 kh\u1ea3 n\u0103ng gi\u1ea3m thi\u1ec3u s\u1ef1 \u2018\u2019m\u01a1 h\u1ed3\u2019\u2019 trong qu\u00e1 tr\u00ecnh l\u1eadp k\u1ebf ho\u1ea1ch v\u00e0 qu\u1ea3n l\u00fd d\u1ef1 \u00e1n. Qu\u1ea3n l\u00fd r\u1ee7i ro l\u00e0 m\u1ed9t v\u00ed d\u1ee5 r\u00f5 r\u00e0ng. V\u1edbi ph\u01b0\u01a1ng ph\u00e1p qu\u1ea3n l\u00fd r\u1ee7i ro truy\u1ec1n th\u1ed1ng, ch\u00fang ta y\u00eau c\u1ea7u nh\u1eefng \u0111\u00e1nh gi\u00e1 th\u1ef1c t\u1ebf t\u1eeb khi th\u00f4ng tin c\u00f2n ch\u01b0a r\u00f5 r\u00e0ng:<\/p>\n<ul>\n<li>Ch\u00fang ta y\u00eau c\u1ea7u c\u00e1c th\u00e0nh vi\u00ean trong nh\u00f3m x\u00e1c \u0111\u1ecbnh c\u00e1c r\u1ee7i ro t\u1eeb r\u1ea5t s\u1edbm khi ch\u01b0a c\u00f3 ai th\u1eadt s\u1ef1 hi\u1ec3u v\u1ec1 c\u00e1c chi ti\u1ebft c\u1ee7a d\u1ef1 \u00e1n, ho\u1eb7c c\u00e1c bi\u1ebfn s\u1ed1 c\u1ea7n \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd.<\/li>\n<li>Sau \u0111\u00f3, ch\u00fang ta y\u00eau c\u1ea7u c\u0169ng nh\u00f3m ng\u01b0\u1eddi \u0111\u00f3 \u0111\u00e1nh gi\u00e1 m\u1ee9c \u0111\u1ed9 nghi\u00eam tr\u1ecdng v\u00e0 kh\u1ea3 n\u0103ng x\u1ea3y ra c\u1ee7a nh\u1eefng r\u1ee7i ro, m\u1eb7c d\u00f9 h\u1ecd ch\u1ec9 c\u00f3 s\u1ef1 hi\u1ec3u bi\u1ebft c\u01a1 b\u1ea3n v\u1ec1 s\u1ef1 t\u1ed3n t\u1ea1i c\u1ee7a r\u1ee7i ro \u0111\u00f3.<\/li>\n<li>Ch\u00fang ta y\u00eau c\u1ea7u m\u1ecdi ng\u01b0\u1eddi x\u00e1c \u0111\u1ecbnh c\u00e1c c\u00e1ch th\u1ee9c ki\u1ec3m so\u00e1t v\u00e0 kh\u1eafc ph\u1ee5c h\u1eadu qu\u1ea3 r\u1ee7i ro (ho\u1eb7c c\u1ea3 hai) d\u1ef1a tr\u00ean c\u01a1 s\u1edf th\u00f4ng tin kh\u00f4ng \u0111\u1ea7y \u0111\u1ee7 \u0111\u00f3.<\/li>\n<li>Ch\u00fang ta \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh quan tr\u1ecdng v\u1ec1 c\u00e1ch d\u1ef1 \u00e1n s\u1ebd \u0111\u01b0\u1ee3c ch\u1ea1y d\u1ef1a tr\u00ean c\u00e1c l\u1edbp th\u00f4ng tin kh\u00f4ng \u0111\u1ea7y \u0111\u1ee7 v\u00e0 kh\u00f4ng ch\u1eafc ch\u1eafn n\u00e0y.<\/li>\n<\/ul>\n<p>\u0110\u1ed3ng th\u1eddi, ch\u00fang ta b\u1ecf qua th\u1ef1c t\u1ebf l\u00e0 m\u1ecdi ng\u01b0\u1eddi th\u01b0\u1eddng c\u00f3 xu h\u01b0\u1edbng l\u1ea1c quan trong b\u01b0\u1edbc \u0111\u1ea7u tri\u1ec3n khai d\u1ef1 \u00e1n khi ch\u01b0a ph\u00e1t sinh s\u1ef1 c\u1ed1. Do \u0111\u00f3, c\u00e1c th\u00e0nh vi\u00ean trong nh\u00f3m s\u1ebd \u0111\u00e1nh gi\u00e1 th\u1ea5p nh\u1eefng r\u1ee7i ro \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh (s\u1ef1 l\u1ea1c quan t\u1ef1 nhi\u00ean n\u00e0y l\u00e0 l\u00fd do ch\u00ednh l\u00e0m cho chi ph\u00ed, l\u1ecbch tr\u00ecnh v\u00e0 r\u1ee7i ro v\u01b0\u1ee3t qu\u00e1 h\u1ea1n \u0111\u1ecbnh cho ph\u00e9p).<\/p>\n<p>R\u1ee7i ro ch\u1ec9 l\u00e0 m\u1ed9t v\u00ed d\u1ee5, ch\u00fang ta s\u1eed d\u1ee5ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn c\u01a1 b\u1ea3n \u0111\u1ec3 \u0111\u01b0a ra \u01b0\u1edbc t\u00ednh t\u01b0\u01a1ng t\u1ef1 cho ng\u00e2n s\u00e1ch v\u00e0 ti\u1ebfn \u0111\u1ed9 (\u1edf c\u1ea5p \u0111\u1ed9 v\u0129 m\u00f4), ph\u00e1t tri\u1ec3n k\u1ebf ho\u1ea1ch t\u1ed5ng th\u1ec3 v\u00e0 b\u1ea5t k\u1ef3 l\u0129nh v\u1ef1c n\u00e0o kh\u00e1c c\u1ee7a d\u1ef1 \u00e1n (th\u00f4ng s\u1ed1 ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 ki\u1ec3m tra, k\u1ebf ho\u1ea1ch ngu\u1ed3n l\u1ef1c v\u00e0 ti\u1ebfn \u0111\u1ed9, v.v.).<\/p>\n<p>\u0110\u00e2y l\u00e0 t\u1ea5t c\u1ea3 c\u00e1c l\u0129nh v\u1ef1c m\u00e0 AI c\u00f3 th\u1ec3 c\u00f3 t\u00e1c \u0111\u1ed9ng t\u00edch c\u1ef1c ngay l\u1eadp t\u1ee9c. Ph\u1ea7n m\u1ec1m qu\u1ea3n l\u00fd danh m\u1ee5c d\u1ef1 \u00e1n hi\u1ec7n \u0111\u1ea1i cung c\u1ea5p nhi\u1ec1u d\u1eef li\u1ec7u qu\u00e1 kh\u1ee9 \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef theo c\u00e1ch th\u1ee9c t\u01b0\u01a1ng \u0111\u1ed1i d\u1ec5 truy c\u1eadp. B\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng ph\u1ea7n m\u1ec1m \u0111\u1ec3 ph\u00e2n t\u00edch c\u00e1c d\u1ef1 \u00e1n trong qu\u00e1 kh\u1ee9, ta c\u00f3 th\u1ec3 l\u1eadp c\u00e1c \u01b0\u1edbc t\u00ednh ngay l\u1eadp t\u1ee9c (cho b\u1ea5t k\u1ef3 \u0111i\u1ec1u g\u00ec nh\u01b0 r\u1ee7i ro, ch\u1ea5t l\u01b0\u1ee3ng, ti\u1ebfn \u0111\u1ed9,\u2026), c\u00f3 t\u00ednh ch\u00ednh x\u00e1c cao h\u01a1n so v\u1edbi \u01b0\u1edbc t\u00ednh ch\u1ee7 quan ho\u00e0n to\u00e0n do con ng\u01b0\u1eddi cung c\u1ea5p.<\/p>\n<p>Tuy nhi\u00ean, \u0111\u00e2y kh\u00f4ng ph\u1ea3i l\u00e0 ph\u00e1t hi\u1ec7n m\u1edbi &#8211; ph\u1ea7n m\u1ec1m v\u1ed1n \u0111\u00e3 l\u00e0m \u0111\u01b0\u1ee3c \u0111i\u1ec1u \u0111\u00f3 t\u1eeb l\u00e2u r\u1ed3i. \u0110i\u1ec1u m\u1edbi m\u1ebb l\u00e0 kh\u1ea3 n\u0103ng \u00e1p d\u1ee5ng Machine learning tr\u00ean d\u1eef li\u1ec7u \u0111\u00f3 &#8211; ho\u1eb7c \u00e1p d\u1ee5ng n\u00f3 cho c\u00e1c d\u1ef1 \u00e1n trong qu\u00e1 kh\u1ee9 v\u1edbi k\u1ebft qu\u1ea3 c\u1ee5 th\u1ec3 (n\u1ebfu c\u01a1 s\u1edf d\u1eef li\u1ec7u l\u1ecbch s\u1eed \u0111\u1ee7 m\u1ea1nh) ho\u1eb7c thay \u0111\u1ed5i hi\u1ec7u su\u1ea5t th\u1ef1c t\u1ebf c\u1ee7a c\u00e1c d\u1ef1 \u00e1n trong hi\u1ec7n t\u1ea1i. Kh\u00f4ng ch\u1ec9 x\u00e1c \u0111\u1ecbnh c\u00e1c v\u1ea5n \u0111\u1ec1 nhanh h\u01a1n kh\u1ea3 n\u0103ng qu\u1ea3n l\u00fd thu\u1ea7n t\u00fay c\u1ee7a con ng\u01b0\u1eddi, AI c\u00f2n cho ph\u00e9p ph\u1ea7n m\u1ec1m c\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng c\u1ee7a c\u00e1c k\u1ebf ho\u1ea1ch v\u00e0 d\u1ef1 b\u00e1o, l\u00e0m gi\u1ea3m y\u1ebfu t\u1ed1 kh\u00f4ng r\u00f5 r\u00e0ng trong d\u1ef1 \u00e1n.<\/p>\n<p>L\u1ee3i \u00edch l\u1edbn h\u01a1n n\u1eefa ch\u00ednh l\u00e0 kh\u1ea3 n\u0103ng c\u1ea3i thi\u1ec7n t\u00ednh ch\u00ednh x\u00e1c c\u1ee7a d\u1ef1 b\u00e1o cho d\u1ef1 \u00e1n trong t\u01b0\u01a1ng lai d\u1ef1a tr\u00ean d\u1eef li\u1ec7u \u0111\u00f3; v\u00e0 d\u0129 nhi\u00ean l\u00e0 c\u00e0ng nhi\u1ec1u th\u00f4ng tin \u0111\u01b0\u1ee3c thu th\u1eadp, ch\u1ea5t l\u01b0\u1ee3ng d\u1ef1 \u00e1n c\u00e0ng t\u0103ng. R\u00f5 r\u00e0ng, \u0111i\u1ec1u \u0111\u00f3 gia t\u0103ng c\u01a1 h\u1ed9i th\u00e0nh c\u00f4ng, ti\u1ebft ki\u1ec7m t\u1ed1i \u01b0u th\u1eddi gian v\u00e0 chi ph\u00ed, cho ph\u00e9p c\u1ea3i thi\u1ec7n l\u1ee3i nhu\u1eadn tr\u00ean ng\u00e2n s\u00e1ch d\u1ef1 \u00e1n.<\/p>\n<p>&nbsp;<\/p>\n<h2 id=\"div_id1\"><strong>C\u1ea3i thi\u1ec7n d\u1ef1 \u0111o\u00e1n<\/strong><\/h2>\n<p>R\u00f5 r\u00e0ng gi\u1ea3m thi\u1ec3u y\u1ebfu t\u1ed1 \u2018\u2019m\u01a1 h\u1ed3\u2019\u2019 s\u1ebd c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t c\u1ee7a d\u1ef1 \u00e1n. Nh\u01b0ng AI l\u1ea1i c\u00f3 th\u1ec3 mang l\u1ea1i l\u1ee3i \u00edch v\u01b0\u1ee3t xa mong \u0111\u1ee3i \u0111\u01a1n thu\u1ea7n \u0111\u00f3. Ta bi\u1ebft r\u1eb1ng c\u00e1c d\u1ef1 \u00e1n n\u1ebfu ti\u1ebfp t\u1ee5c ph\u00e1t tri\u1ec3n \u1edf quy m\u00f4 l\u1edbn h\u01a1n s\u1ebd tr\u1edf th\u00e0nh c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh v\u00e0 danh m\u1ee5c \u0111\u1ea7u t\u01b0. \u0110\u1ed1i v\u1edbi nhi\u1ec1u t\u1ed5 ch\u1ee9c, d\u1ef1 b\u00e1o \u1edf c\u00e1c c\u1ea5p \u0111\u1ed9 n\u00e0y ch\u1ec9 \u0111\u01a1n gi\u1ea3n s\u1ef1 t\u1ed5ng h\u1ee3p t\u1eeb c\u00e1c d\u1ef1 b\u00e1o c\u1ee7a c\u00e1c d\u1ef1 \u00e1n kh\u00e1c. Machine learning c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng cho d\u1eef li\u1ec7u l\u1ecbch s\u1eed n\u1ebfu c\u00f3, ho\u1eb7c theo th\u1eddi gian khi d\u1eef li\u1ec7u hi\u1ec7n t\u1ea1i \u0111\u01b0\u1ee3c t\u1ea1o ra, \u0111\u1ec3 \u0111i\u1ec1u ch\u1ec9nh nh\u1eefng d\u1ef1 b\u00e1o nh\u1eb1m ng\u0103n ng\u1eeba t\u00ecnh tr\u1ea1ng ph\u1ee9c t\u1ea1p ph\u00e1t sinh khi k\u1ebft h\u1ee3p c\u00e1c s\u00e1ng ki\u1ebfn.<\/p>\n<p>S\u1ed1 l\u01b0\u1ee3ng tuy\u1ec7t \u0111\u1ed1i c\u1ee7a c\u00e1c bi\u1ebfn li\u00ean quan, \u0111\u1eb7c bi\u1ec7t l\u00e0 \u1edf c\u1ea5p \u0111\u1ed9 danh m\u1ee5c \u0111\u1ea7u t\u01b0, \u0111\u00e3 l\u00e0m cho vi\u1ec7c ph\u00e1t tri\u1ec3n v\u00e0 duy tr\u00ec c\u00e1c d\u1ef1 b\u00e1o ch\u00ednh x\u00e1c v\u1ec1 hi\u1ec7u su\u1ea5t ch\u1ed1ng l\u1ea1i t\u1ea5t c\u1ea3 bi\u1ebfn tr\u1edf n\u00ean kh\u00f4ng kh\u1ea3 thi. Nh\u01b0ng, AI l\u1ea1i c\u00f3 th\u1ec3 cung c\u1ea5p s\u1ef1 r\u00f5 r\u00e0ng v\u00e0 ch\u00ednh x\u00e1c. M\u1eb7c d\u00f9 c\u00f3 th\u1ec3 m\u1ea5t m\u1ed9t v\u00e0i chu k\u1ef3 \u0111\u00e1nh gi\u00e1 \u0111\u1ec3 \u0111\u01b0a ra d\u1ef1 b\u00e1o c\u00f3 ch\u1ea5t l\u01b0\u1ee3ng t\u01b0\u01a1ng \u0111\u01b0\u01a1ng v\u1edbi s\u1ea3n ph\u1ea9m c\u1ee7a c\u00e1c nh\u00e0 qu\u1ea3n l\u00fd danh m\u1ee5c \u0111\u1ea7u t\u01b0 c\u00f3 kinh nghi\u1ec7m, gi\u00e1 tr\u1ecb l\u1ee3i \u00edch c\u1ee7a AI v\u1eabn t\u1ed3n t\u1ea1i.<\/p>\n<p>Tuy nhi\u00ean, AI c\u0169ng c\u00f3 th\u1ec3 \u0111\u01b0a ra d\u1ef1 b\u00e1o v\u01b0\u1ee3t xa danh m\u1ee5c d\u1ef1 \u00e1n. Khi ch\u00fang ta k\u1ebft h\u1ee3p d\u1eef li\u1ec7u t\u1eeb danh m\u1ee5c \u0111\u1ea7u t\u01b0 v\u1edbi d\u1eef li\u1ec7u t\u1eeb k\u1ebf ho\u1ea1ch, ch\u00fang ta c\u00f3 th\u1ec3 ph\u00e1t tri\u1ec3n h\u1ec7 th\u1ed1ng c\u1ea3nh b\u00e1o s\u1edbm cho nh\u1eefng th\u00e1ch th\u1ee9c ph\u00eda tr\u01b0\u1edbc. L\u1eadp k\u1ebf ho\u1ea1ch v\u00e0 qu\u1ea3n l\u00fd t\u00e0i nguy\u00ean l\u00e0 v\u00ed d\u1ee5 r\u00f5 r\u00e0ng nh\u1ea5t. Trong th\u1ebf gi\u1edbi c\u1ea1nh tranh kh\u1ed1c li\u1ec7t hi\u1ec7n nay, ngu\u1ed3n l\u1ef1c hi\u1ebfm khi \u1ed5n \u0111\u1ecbnh. C\u00f4ng ngh\u1ec7 th\u00fac \u0111\u1ea9y s\u1ef1 ph\u00e1t tri\u1ec3n li\u00ean t\u1ee5c c\u00e1c k\u1ef9 n\u0103ng v\u00e0 y\u00eau c\u1ea7u c\u00e1c nh\u00e2n vi\u00ean ph\u1ea3i li\u00ean t\u1ee5c \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o v\u00e0 thu gom ki\u1ebfn th\u1ee9c qua c\u00e1c b\u1eb1ng c\u1ea5p ch\u1ee9ng nh\u1eadn.<\/p>\n<p>\u0110\u1ed3ng th\u1eddi, c\u00e1c ngu\u1ed3n l\u1ef1c hi\u1ec7n c\u00f3 tr\u1edf n\u00ean l\u1ed7i th\u1eddi v\u00e0 m\u1ed9t s\u1ed1 k\u1ef9 n\u0103ng chuy\u00ean m\u00f4n ch\u1ec9 c\u1ea7n thi\u1ebft tr\u00ean c\u01a1 s\u1edf t\u1ea1m th\u1eddi. Vi\u1ec7c c\u1ed1 g\u1eafng x\u00e1c \u0111\u1ecbnh th\u1eddi \u0111i\u1ec3m tuy\u1ec3n d\u1ee5ng v\u00e0 th\u1eddi \u0111i\u1ec3m thu\u00ea ngo\u00e0i &#8211; ho\u1eb7c th\u1eddi \u0111i\u1ec3m c\u1ea7n \u0111\u00e0o t\u1ea1o v\u1edbi th\u1eddi \u0111i\u1ec3m k\u00fd h\u1ee3p \u0111\u1ed3ng \u2014 tr\u1edf n\u00ean c\u1ef1c k\u1ef3 kh\u00f3 kh\u0103n. Ngo\u00e0i ra, th\u1eddi gian c\u1ea7n thi\u1ebft cho c\u00e1c qu\u00e1 tr\u00ecnh \u0111\u00f3 (\u0111\u00e0o t\u1ea1o v\u00e0 tuy\u1ec3n d\u1ee5ng \u0111\u1eb7c bi\u1ec7t) c\u00f3 th\u1ec3 k\u00e9o d\u00e0i r\u1ea5t l\u00e2u. \u0110\u00e2y l\u00e0 l\u0129nh v\u1ef1c m\u00e0 AI c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 \u2014 v\u00e0 n\u1ebfu d\u1eef li\u1ec7u doanh nghi\u1ec7p \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p \u0111\u1ee7 t\u1ed1t, n\u00f3 c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh \u1edf b\u1ea5t k\u1ef3 v\u1ecb tr\u00ed n\u00e0o kh\u00e1c trong t\u1ed5 ch\u1ee9c m\u00e0 ngu\u1ed3n l\u1ef1c \u0111\u00f3 t\u1ed3n t\u1ea1i, ho\u1eb7c th\u1eadm ch\u00ed t\u1ea1o ra ngu\u1ed3n l\u1ef1c \u0111\u00f3. Ngo\u00e0i ra, AI c\u00f3 th\u1ec3 \u0111\u01b0a ra c\u00e1c khuy\u1ebfn ngh\u1ecb v\u1ec1 l\u1ef1c l\u01b0\u1ee3ng nh\u00e2n s\u1ef1 ph\u00f9 h\u1ee3p nh\u1ea5t cho \u0111\u00e0o t\u1ea1o d\u1ef1a tr\u00ean c\u00e1c k\u1ef9 n\u0103ng hi\u1ec7n t\u1ea1i v\u00e0 nhu c\u1ea7u trong t\u01b0\u01a1ng lai. N\u1ebfu c\u00e1 nh\u00e2n c\u1ea7n \u0111\u01b0\u1ee3c thu\u00ea ngo\u00e0i, AI c\u0169ng c\u00f3 th\u1ec3 \u0111\u01b0a ra c\u00e1c \u0111\u1ec1 xu\u1ea5t v\u00e0 ph\u01b0\u01a1ng \u00e1n ti\u1ebfp c\u1eadn v\u00e0 \u201cgi\u1eef ch\u00e2n\u201d nh\u00e2n l\u1ef1c \u0111\u00f3.<\/p>\n<p>C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y kh\u00f4ng b\u1ecb gi\u1edbi h\u1ea1n trong qu\u1ea3n l\u00fd nh\u00e2n s\u1ef1. N\u00f3 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong t\u00e0i ch\u00ednh \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh ng\u00e2n s\u00e1ch \u0111\u1ea7u t\u01b0 th\u00edch h\u1ee3p cho danh m\u1ee5c \u0111\u1ea7u t\u01b0, v\u00e0 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng cho nhi\u1ec1u y\u1ebfu t\u1ed1 c\u1ee7a qu\u00e1 tr\u00ecnh l\u1eadp k\u1ebf ho\u1ea1ch v\u00e0 l\u1ef1a ch\u1ecdn \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh d\u1ef1 \u00e1n n\u00e0o s\u1ebd \u0111\u01b0\u1ee3c ph\u00ea duy\u1ec7t trong giai \u0111o\u1ea1n ti\u1ebfp theo. AI c\u0169ng gi\u00e1m s\u00e1t d\u1ef1 \u00e1n \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh khi n\u00e0o c\u1ea7n th\u1ef1c hi\u1ec7n thay \u0111\u1ed5i. M\u00f4 h\u00ecnh danh m\u1ee5c \u0111\u1ea7u t\u01b0 do AI cung c\u1ea5p s\u1ebd m\u1ea1nh h\u01a1n v\u00e0 t\u1ed1n \u00edt th\u1eddi gian h\u01a1n c\u00e1c ph\u01b0\u01a1ng ph\u00e1p th\u1ee7 c\u00f4ng v\u00e0 c\u0169ng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng \u0111\u1ec3 t\u1ea1o ra c\u00e1c ph\u01b0\u01a1ng \u00e1n l\u1eadp k\u1ebf ho\u1ea1ch d\u1ef1 \u00e1n ti\u1ec1m n\u0103ng \u2014 khai th\u00e1c m\u1ecdi th\u1ee9 t\u1eeb h\u1ec7 th\u1ed1ng b\u00e1n v\u00e9 CNTT \u0111\u1ebfn d\u1eef li\u1ec7u v\u1eadn h\u00e0nh hi\u1ec7u qu\u1ea3.<\/p>\n<p>&nbsp;<\/p>\n<h2 id=\"div_id2\"><strong>R\u00e0o c\u1ea3n m\u1edbi \u0111\u1ed1i v\u1edbi AI<\/strong><\/h2>\n<p><img decoding=\"async\" class=\"dt-width-auto c008\" src=\"https:\/\/masterskills.org\/blog\/wp-content\/uploads\/\/11\/technology_59cf9960fedf4e298ace2a3a7af23147_grande.png\" \/><\/p>\n<p>C\u00f4ng ngh\u1ec7 ch\u00ednh l\u00e0 r\u00e0o c\u1ea3n l\u1edbn nh\u1ea5t trong qu\u00e1 kh\u1ee9. Tuy nhi\u00ean hi\u1ec7n nay, s\u1ef1 ph\u00e1t tri\u1ec3n t\u00e2n ti\u1ebfn c\u1ee7a Machine Learning \u0111\u00e3 ch\u1ee9ng minh kh\u1ea3 n\u0103ng c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 kinh doanh khi \u00e1p d\u1ee5ng tr\u00ean m\u1ed9t b\u1ed9 d\u1eef li\u1ec7u t\u00edch h\u1ee3p to\u00e0n di\u1ec7n.<\/p>\n<p>V\u1ea5n \u0111\u1ec1 b\u00e2y gi\u1edd l\u00e0 thuy\u1ebft ph\u1ee5c c\u00e1c t\u1ed5 ch\u1ee9c kh\u00f4ng ch\u1ec9 n\u1eafm l\u1ea5y c\u00f4ng ngh\u1ec7 n\u00e0y, m\u00e0 c\u00f2n \u00e1p d\u1ee5ng n\u00f3 trong c\u00e0ng nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c nhau c\u00e0ng t\u1ed1t. V\u1edbi nh\u1eefng bi\u1ec7n ph\u00e1p k\u1ec3 tr\u00ean, AI c\u1ea3i thi\u1ec7n \u0111\u01b0\u1ee3c hi\u1ec7u su\u1ea5t d\u1ef1 \u00e1n v\u00e0 gi\u1ea3i ph\u00f3ng b\u1ed9 m\u00e1y nh\u00e2n s\u1ef1, qua \u0111\u00f3 \u0111em \u0111\u1ebfn k\u1ebft qu\u1ea3 kinh doanh t\u0103ng tr\u01b0\u1edfng v\u01b0\u1ee3t b\u1eadc \u2013 kh\u00f4ng lo\u1ea1i tr\u1eeb l\u0129nh v\u1ef1c n\u00e0o.<\/p>\n<p>Tuy nhi\u00ean, AI l\u1ea1i r\u1ea5t d\u1ec5 s\u1ee5p \u0111\u1ed5. C\u00e1c quy tr\u00ecnh l\u1ed7i th\u1eddi, c\u00f4ng ngh\u1ec7 l\u1ea1c h\u1eadu v\u00e0 d\u1eef li\u1ec7u kh\u00f4ng \u0111\u1ea7y \u0111\u1ee7 kh\u00f4ng th\u1ec3 l\u00e0 n\u1ec1n t\u1ea3ng \u0111\u1ec3 AI ph\u00e1t tri\u1ec3n. AI \u0111\u00f2i h\u1ecfi s\u1ef1 \u0111\u1ea7u t\u01b0 k\u1ef9 thu\u1eadt to\u00e0n di\u1ec7n, h\u01b0\u1edbng \u0111\u1ebfn s\u1ef1 thay \u0111\u1ed5i v\u0103n h\u00f3a v\u00e0 h\u00ecnh th\u1ee9c v\u1eadn h\u00e0nh t\u1ed5 ch\u1ee9c. V\u00ec th\u1ebf, t\u1eadn d\u1ee5ng d\u1eef li\u1ec7u ch\u1ec9 l\u00e0 b\u01b0\u1edbc kh\u1edfi \u0111\u1ea7u; ph\u1ea3i c\u00f3\u00a0<em>ni\u1ec1m tin<\/em>\u00a0v\u00e0o d\u1eef li\u1ec7u v\u00e0 c\u00e1c \u0111\u1ec1 xu\u1ea5t m\u00e0 ph\u1ea7n m\u1ec1m x\u1eed l\u00fd d\u1eef li\u1ec7u \u0111\u00f3 \u0111\u01b0a ra.<\/p>\n<h1><strong>K\u1ebft lu\u1eadn<\/strong><\/h1>\n<p>C\u00e1c nh\u00e0 qu\u1ea3n l\u00fd d\u1ef1 \u00e1n n\u00ean ch\u1ee7 \u0111\u1ed9ng t\u1eadn d\u1ee5ng AI trong nhi\u1ec1u l\u0129nh v\u1ef1c nh\u1ea5t c\u00f3 th\u1ec3. Tr\u00e1i ng\u01b0\u1ee3c v\u1edbi n\u1ed7i s\u1ee3 c\u1ee7a nhi\u1ec1u ng\u01b0\u1eddi r\u1eb1ng AI s\u1ebd thay th\u1ebf v\u1ecb tr\u00ed c\u1ee7a h\u1ecd, th\u1ef1c ch\u1ea5t AI l\u1ea1i gi\u00fap cho c\u00f4ng vi\u1ec7c c\u1ee7a ch\u00fang ta tr\u1edf n\u00ean th\u00fa v\u1ecb h\u01a1n, mang l\u1ea1i nhi\u1ec1u gi\u00e1 tr\u1ecb h\u01a1n. Thay v\u00ec qu\u1ea3n l\u00fd d\u1ef1 \u00e1n d\u1ef1a tr\u00ean c\u00e1c ph\u01b0\u01a1ng ph\u00e1p \u01b0\u1edbc t\u00ednh l\u1ed7i th\u1eddi, nh\u1edd v\u00e0o AI, c\u00e1c nh\u00e0 qu\u1ea3n l\u00fd d\u1ef1 \u00e1n s\u1ebd n\u1eafm trong tay nh\u1eefng b\u1ea3n k\u1ebf ho\u1ea1ch ch\u00ednh x\u00e1c, \u0111\u00e1ng tin c\u1eady; t\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng ph\u00e1t hi\u1ec7n b\u1ea5t \u1ed5n v\u00e0 \u0111\u01b0a ra c\u00e1c \u0111\u1ec1 xu\u1ea5t ch\u1ea5t l\u01b0\u1ee3ng \u0111\u1ec3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1. V\u00ec ti\u1ebft ki\u1ec7m \u0111\u01b0\u1ee3c th\u1eddi gian qu\u1ea3n l\u00fd, k\u1ef9 n\u0103ng ph\u1ea3n \u1ee9ng v\u00e0 \u0111\u1ed1i ph\u00f3 v\u1edbi th\u00e1ch th\u1ee9c (ho\u1eb7c th\u1eadm ch\u00ed ng\u0103n ch\u1eb7n th\u00e1ch th\u1ee9c tr\u01b0\u1edbc khi n\u00f3 di\u1ec5n ra) n\u00ean ng\u01b0\u1eddi l\u00e0m qu\u1ea3n l\u00fd d\u1ef1 \u00e1n d\u1ea7n d\u1ea7n tr\u1edf n\u00ean s\u1eafc b\u00e9n h\u01a1n.<\/p>\n<p>\u0110\u1ed1i v\u1edbi c\u00e1c nh\u00e0 qu\u1ea3n l\u00fd d\u1ef1 \u00e1n, AI \u0111\u00f3ng vai tr\u00f2 nh\u01b0 m\u1ed9t tr\u1ee3 l\u00fd v\u1ea1n n\u0103ng \u2013 v\u1edbi n\u0103ng l\u1ef1c x\u1eed l\u00fd c\u00f4ng vi\u1ec7c v\u01b0\u1ee3t tr\u1ed9i g\u1ea5p nhi\u1ec1u l\u1ea7n con ng\u01b0\u1eddi. \u0110\u00e2y l\u00e0 y\u1ebfu t\u1ed1 ch\u1ee9ng minh s\u1ef1 \u0111\u1ea7u t\u01b0 c\u1ee7a t\u1ed5 ch\u1ee9c v\u00e0o AI l\u00e0 m\u1ed9t l\u1ef1a ch\u1ecdn ho\u00e0n to\u00e0n ch\u00ednh x\u00e1c.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Tr\u00ed th\u00f4ng minh nh\u00e2n t\u1ea1o (AI) \u0111\u00e3 c\u00f3 s\u1ef1 ph\u00e1t tri\u1ec3n \u201ckh\u00e1c th\u01b0\u1eddng\u201d. Trong khi h\u1ea7u h\u1ebft c\u00e1c ti\u1ebfn b\u1ed9 c\u00f4ng ngh\u1ec7 trong nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y b\u00f9ng n\u1ed5 nh\u01b0 m\u1ed9t xu th\u1ebf, AI v\u1eabn t\u1ed3n t\u1ea1i nh\u01b0 m\u1ed9t kh\u00e1i ni\u1ec7m \u201ckh\u00f4ng ch\u00e2n th\u1ef1c\u201d. Th\u1eadm ch\u00ed \u0111\u1ebfn th\u1eddi \u0111i\u1ec3m n\u00e0y, s\u1ef1 th\u1eadt v\u1ec1 AI c\u00f3 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[250],"tags":[],"_links":{"self":[{"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/posts\/6195"}],"collection":[{"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/comments?post=6195"}],"version-history":[{"count":0,"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/posts\/6195\/revisions"}],"wp:attachment":[{"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/media?parent=6195"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/categories?post=6195"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/tags?post=6195"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}