{"id":2962,"date":"2019-11-12T11:00:43","date_gmt":"2019-11-12T11:00:43","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=2962"},"modified":"2019-11-12T23:09:09","modified_gmt":"2019-11-12T23:09:09","slug":"deep-learning-trong-linh-vuc-san-xuat-tong-quan-ung-dung","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/deep-learning-trong-linh-vuc-san-xuat-tong-quan-ung-dung-p2962\/","title":{"rendered":"Deep Learning trong l\u0129nh v\u1ef1c s\u1ea3n xu\u1ea5t: T\u1ed5ng quan &#038; \u1ee8ng d\u1ee5ng"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><h2>Gi\u1edbi thi\u1ec7u v\u1ec1 Deep Learning trong l\u0129nh v\u1ef1c s\u1ea3n xu\u1ea5t<\/h2>\n<p>Tr\u01b0\u1edbc khi \u0111i v\u00e0o chi ti\u1ebft ch\u1ee7 \u0111\u1ec1 <a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">deep learning<\/a> cho s\u1ea3n xu\u1ea5t, c\u00f3 l\u1ebd n\u00ean nh\u00ecn l\u1ea1i m\u1ed9t t\u00ed v\u1ec1 l\u1ecbch s\u1eed. C\u00e1c kh\u00e1i ni\u1ec7m, t\u01b0 duy ban \u0111\u1ea7u v\u00e0 c\u00e1c ph\u00e1t minh v\u1eadt l\u00fd \u0111\u00e3 v\u00e0 \u0111ang \u0111\u1ecbnh h\u00ecnh n\u1ec1n kinh t\u1ebf v\u00e0 ng\u00e0nh c\u00f4ng nghi\u1ec7p s\u1ea3n xu\u1ea5t tr\u00ean th\u1ebf gi\u1edbi k\u1ec3 t\u1eeb \u0111\u1ea7u k\u1ef7 nguy\u00ean hi\u1ec7n \u0111\u1ea1i, t\u1ee9c l\u00e0 \u0111\u1ea7u th\u1ebf k\u1ef7 18.<\/p>\n<p>\u00dd t\u01b0\u1edfng c\u1ee7a <i>c\u00e1c n\u1ec1n kinh t\u1ebf-of<\/i> &#8211; <i>quy m\u00f4<\/i> b\u1edfi nh\u1eefng ng\u01b0\u1eddi nh\u01b0 Adam Smith v\u00e0 John Stuart Mill, cu\u1ed9c c\u00e1ch m\u1ea1ng c\u00f4ng nghi\u1ec7p \u0111\u1ea7u ti\u00ean v\u00e0 m\u00e1y ch\u1ea1y b\u1eb1ng h\u01a1i n\u01b0\u1edbc, \u0111i\u1ec7n kh\u00ed h\u00f3a c\u00e1c nh\u00e0 m\u00e1y v\u00e0 c\u00e1ch m\u1ea1ng c\u00f4ng nghi\u1ec7p l\u1ea7n th\u1ee9 hai, v\u00e0 s\u1ef1 ra \u0111\u1eddi c\u1ee7a ph\u01b0\u01a1ng ph\u00e1p d\u00e2y chuy\u1ec1n l\u1eafp r\u00e1p b\u1edfi Henry Ford, \u0111\u00f3 ch\u1ec9 l\u00e0 m\u1ed9t s\u1ed1 v\u00ed d\u1ee5 \u0111i\u1ec3n h\u00ecnh v\u1ec1 c\u00e1ch t\u00ecm ki\u1ebfm t\u00ednh hi\u1ec7u qu\u1ea3 cao v\u00e0 n\u00e2ng cao n\u0103ng su\u1ea5t v\u00e0 ch\u00fang lu\u00f4n l\u00e0 t\u00e2m \u0111i\u1ec3m c\u1ee7a ng\u00e0nh s\u1ea3n xu\u1ea5t.<\/p>\n<p>Tuy v\u1eady, h\u1ea7u h\u1ebft t\u1ea5t c\u1ea3 c\u00e1c ph\u00e1t minh n\u00e0y t\u1eadp trung v\u00e0o vi\u1ec7c khai th\u00e1c hi\u1ec7u qu\u1ea3 t\u1ed1i \u0111a t\u1eeb con ng\u01b0\u1eddi v\u00e0 m\u00e1y m\u00f3c b\u1eb1ng c\u00e1ch thao t\u00e1c c\u1ea9n th\u1eadn c\u00e1c \u0111\u1ecbnh lu\u1eadt <i>c\u01a1 h\u1ecdc<\/i> v\u00e0 <i>nhi\u1ec7t \u0111\u1ed9ng l\u1ef1c h\u1ecdc<\/i> . Tuy nhi\u00ean, trong v\u00e0i th\u1eadp k\u1ef7 qua, nh\u1eefng th\u00e0nh t\u1ef1u m\u1edbi l\u1edbn nh\u1ea5t trong s\u1ea3n xu\u1ea5t \u0111\u00e3 \u0111\u1ebfn t\u1eeb vi\u1ec7c th\u00eam kh\u00e1i ni\u1ec7m <i>th\u00f4ng tin<\/i> ho\u1eb7c d\u1eef li\u1ec7u v\u00e0o h\u1ed7n h\u1ee3p hi\u1ec7n c\u00f3.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/11\/tgmc-blog-5dca90bdd5a03.png\" alt=\"T\u1ed5ng quan v\u1ec1 c\u00e1c \u1ee9ng d\u1ee5ng Deep Learning trong s\u1ea3n xu\u1ea5t | S\u1ea3n xu\u1ea5t qua c\u00e1c n\u0103m | T\u1ed5ng c\u00f4ng ty Exxact\"><\/p>\r\n\t\t\t\t<div class=\"tgmcad hor\" style=\"text-align:center;margin:30px 0; padding: 10px 0; border-radius:5px; border-top:solid 1px #ccc; border-bottom:solid 1px #ccc; \">\r\n\t\t\t\t<a href=\"https:\/\/thegioimaychu.vn\/giai-phap\/deep-learning\/\"><img decoding=\"async\" alt=\"Gi\u1ea3i ph\u00e1p h\u1ea1 t\u1ea7ng Deep Learning, Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o - AI\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/11\/tgmc-deep-learning.jpg\" \/><\/a>\r\n\t\t\t\t<\/div>\n<h2>Th\u00eam d\u1eef li\u1ec7u deep learning v\u00e0o h\u1ed7n h\u1ee3p<\/h2>\n<p>S\u1ef1 di chuy\u1ec3n c\u1ee7a nguy\u00ean li\u1ec7u th\u00f4, h\u00e0ng h\u00f3a v\u00e0 c\u00e1c b\u1ed9 ph\u1eadn l\u00e0 trung t\u00e2m c\u1ee7a b\u1ea5t k\u1ef3 h\u1ec7 th\u1ed1ng s\u1ea3n xu\u1ea5t n\u00e0o. Sau cu\u1ed9c c\u00e1ch m\u1ea1ng v\u1ec1 \u0111i\u1ec7n to\u00e1n v\u00e0 c\u00f4ng ngh\u1ec7 th\u00f4ng tin, ng\u01b0\u1eddi ta nh\u1eadn ra r\u1eb1ng chuy\u1ec3n \u0111\u1ed9ng v\u1eadt l\u00fd \u0111\u00f3 ch\u1ec9 c\u00f3 th\u1ec3 c\u00f3 hi\u1ec7u qu\u1ea3 t\u1ed1i \u01b0u khi chuy\u1ec3n \u0111\u1ed9ng \u0111\u00f3 \u0111\u01b0\u1ee3c ki\u1ec3m so\u00e1t m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c, k\u1ebft h\u1ee3p v\u1edbi h\u00e0ng tr\u0103m chuy\u1ec3n \u0111\u1ed9ng t\u01b0\u01a1ng t\u1ef1 kh\u00e1c, \u0111\u01b0\u1ee3c gi\u00e1m s\u00e1t b\u1edfi m\u1ed9t c\u00f4ng c\u1ee5 x\u1eed l\u00fd th\u00f4ng tin. Do \u0111\u00f3, s\u1ef1 k\u1ebft h\u1ee3p s\u00e1ng t\u1ea1o gi\u1eefa ph\u1ea7n c\u1ee9ng v\u00e0 ph\u1ea7n m\u1ec1m \u0111\u00e3 \u0111\u01b0a c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p c\u0169 v\u00e0o th\u1eddi k\u1ef3 s\u1ea3n xu\u1ea5t th\u00f4ng minh.<\/p>\n<p>Nh\u01b0ng, ng\u00e0y nay c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p s\u1ea3n xu\u1ea5t tr\u00ean to\u00e0n th\u1ebf gi\u1edbi \u0111ang ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi m\u1ed9t v\u1ea5n \u0111\u1ec1 m\u1edbi xu\u1ea5t ph\u00e1t t\u1eeb ch\u00ednh nh\u1eefng h\u1ec7 th\u1ed1ng x\u1eed l\u00fd th\u00f4ng tin \u0111\u00f3. \u0110\u00e2y l\u00e0 v\u1ea5n \u0111\u1ec1 k\u00e9p (v\u00e0 c\u00f3 li\u00ean quan) <i>v\u1ec1 s\u1ef1 b\u00f9ng n\u1ed5 <\/i><i>d\u1eef li\u1ec7u<\/i> v\u00e0 <i>th\u00f4ng tin<\/i> .<\/p>\n<p>Khi chi ph\u00ed v\u00e0 \u0111\u1ed9 ph\u1ee9c t\u1ea1p ho\u1ea1t \u0111\u1ed9ng c\u1ee7a m\u00e1y t\u00ednh v\u00e0 l\u01b0u tr\u1eef gi\u1ea3m v\u1edbi t\u1ed1c \u0111\u1ed9 theo c\u1ea5p s\u1ed1 nh\u00e2n (lu\u1eadt Moore), n\u1ed9i dung th\u00f4ng tin \u0111\u01b0\u1ee3c t\u1ea1o ra b\u1edfi c\u00f4ng nh\u00e2n, m\u00e1y m\u00f3c, b\u1ed9 \u0111i\u1ec1u khi\u1ec3n, nh\u00e0 m\u00e1y, kho, v\u00e0 m\u00e1y m\u00f3c h\u1eadu c\u1ea7n b\u00f9ng n\u1ed5 v\u1ec1 k\u00edch th\u01b0\u1edbc v\u00e0 \u0111\u1ed9 ph\u1ee9c t\u1ea1p theo c\u00e1ch \u0111\u00f3, n\u00f3 l\u00e0m c\u00e1c t\u1ed5 ch\u1ee9c s\u1ea3n xu\u1ea5t truy\u1ec1n th\u1ed1ng ng\u1ea1c nhi\u00ean.<\/p>\n<p>Tuy nhi\u00ean, h\u1ecd kh\u00f4ng \u0111\u01a1n \u0111\u1ed9c. Ngay c\u1ea3 c\u00e1c ph\u1ea7n m\u1ec1m am hi\u1ec3u th\u00f4ng tin v\u00e0 c\u00e1c t\u1ed5 ch\u1ee9c CNTT \u0111\u00e3 ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi v\u1ea5n \u0111\u1ec1 t\u01b0\u01a1ng t\u1ef1 trong th\u1eadp k\u1ef7 qua ho\u1eb7c l\u00e2u h\u01a1n. C\u00e1c blog v\u00e0 \u1ea5n ph\u1ea9m c\u1ee7a Google \u0111\u00e3 th\u1eeba nh\u1eadn r\u1eb1ng s\u1ef1 ph\u1ee9c t\u1ea1p c\u1ee7a c\u00e1c d\u1ef1 \u00e1n ph\u1ea7n m\u1ec1m c\u1ee7a h\u1ecd \u0111ang tr\u1edf n\u00ean kh\u00f3 s\u1eed d\u1ee5ng.<\/p>\n<p>Gi\u1ea3i ph\u00e1p?<\/p>\n<p>Nh\u1eefng \u00fd t\u01b0\u1edfng s\u00e1ng t\u1ea1o trong l\u0129nh v\u1ef1c <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a> v\u00e0 machine learning \u0111\u00e3 gi\u1ea3i c\u1ee9u nhi\u1ec1u t\u1ed5 ch\u1ee9c ph\u1ea7n m\u1ec1m kh\u1ecfi b\u1ecb ch\u00ecm trong d\u1eef li\u1ec7u v\u00e0 \u0111\u00e3 gi\u00fap h\u1ecd hi\u1ec3u \u0111\u01b0\u1ee3c exabyte d\u1eef li\u1ec7u m\u00e0 h\u1ecd c\u1ea7n x\u1eed l\u00fd h\u00e0ng ng\u00e0y.<\/p>\n<p>M\u1eb7c d\u00f9 kh\u00f4ng \u1edf c\u00f9ng m\u1ed9t quy m\u00f4, c\u00e1c t\u1ed5 ch\u1ee9c s\u1ea3n xu\u1ea5t tr\u00ean kh\u1eafp th\u1ebf gi\u1edbi c\u0169ng \u0111ang n\u00f3ng l\u00ean \u00fd t\u01b0\u1edfng s\u1eed d\u1ee5ng nh\u1eefng ti\u1ebfn b\u1ed9 ti\u00ean ti\u1ebfn trong c\u00e1c l\u0129nh v\u1ef1c n\u00e0y \u0111\u1ec3 h\u1ed7 tr\u1ee3 v\u00e0 t\u0103ng c\u01b0\u1eddng ho\u1ea1t \u0111\u1ed9ng c\u1ee7a h\u1ecd v\u00e0 ti\u1ebfp t\u1ee5c mang l\u1ea1i gi\u00e1 tr\u1ecb cao nh\u1ea5t cho kh\u00e1ch h\u00e0ng v\u00e0 c\u1ed5 \u0111\u00f4ng c\u1ee7a h\u1ecd. H\u00e3y xem x\u00e9t m\u1ed9t v\u00e0i v\u00ed d\u1ee5 th\u00fa v\u1ecb v\u00e0 tr\u01b0\u1eddng h\u1ee3p th\u1ef1c t\u1ebf.<\/p>\n<h2>C\u00e1c \u1ee9ng d\u1ee5ng ti\u1ec1m n\u0103ng c\u1ee7a Deep learning trong s\u1ea3n xu\u1ea5t<\/h2>\n<p>C\u1ea7n l\u01b0u \u00fd r\u1eb1ng chuy\u1ec3n \u0111\u1ed5i k\u1ef9 thu\u1eadt s\u1ed1 v\u00e0 \u1ee9ng d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt m\u00f4 h\u00ecnh h\u00f3a \u0111\u00e3 di\u1ec5n ra trong l\u0129nh v\u1ef1c c\u00f4ng nghi\u1ec7p s\u1ea3n xu\u1ea5t trong m\u1ed9t th\u1eddi gian kh\u00e1 d\u00e0i. Khi s\u1ef1 thi\u1ebfu hi\u1ec7u qu\u1ea3 l\u00e0m \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn s\u1ea3n xu\u1ea5t to\u00e0n c\u1ea7u trong th\u1eadp ni\u00ean 60 v\u00e0 70, h\u1ea7u h\u1ebft m\u1ecdi t\u1ed5 ch\u1ee9c l\u1edbn \u0111\u1ec1u s\u1eafp x\u1ebfp h\u1ee3p l\u00fd v\u00e0 \u00e1p d\u1ee5ng c\u00e1c th\u1ef1c ti\u1ec5n t\u1ed1t nh\u01b0 K\u1ef9 thu\u1eadt s\u1ea3n xu\u1ea5t c\u1ee7a Toyota . Lo\u1ea1i k\u1ef9 thu\u1eadt n\u00e0y d\u1ef1a tr\u00ean m\u00f4 h\u00ecnh \u0111o l\u01b0\u1eddng v\u00e0 th\u1ed1ng k\u00ea li\u00ean t\u1ee5c c\u1ee7a v\u00f4 s\u1ed1 bi\u1ebfn quy tr\u00ecnh v\u00e0 t\u00ednh n\u0103ng s\u1ea3n ph\u1ea9m.<\/p>\n<p>Khi vi\u1ec7c \u0111o l\u01b0\u1eddng v\u00e0 l\u01b0u tr\u1eef th\u00f4ng tin \u0111\u00f3 tr\u1edf n\u00ean s\u1ed1 h\u00f3a, c\u00e1c m\u00e1y t\u00ednh \u0111\u00e3 \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n \u0111\u00f3. \u0110\u00e2y l\u00e0 ti\u1ec1n th\u00e2n c\u1ee7a ph\u00e2n t\u00edch k\u1ef9 thu\u1eadt s\u1ed1 hi\u1ec7n \u0111\u1ea1i ng\u00e0y nay.<\/p>\n<p>Tuy nhi\u00ean, khi s\u1ef1 b\u00f9ng n\u1ed5 d\u1eef li\u1ec7u ti\u1ebfp t\u1ee5c, m\u00f4 h\u00ecnh th\u1ed1ng k\u00ea truy\u1ec1n th\u1ed1ng kh\u00f4ng th\u1ec3 theo k\u1ecbp v\u1edbi ngu\u1ed3n c\u1ea5p d\u1eef li\u1ec7u kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac, chi\u1ec1u cao nh\u01b0 v\u1eady . \u1ede \u0111\u00e2y, vi\u1ec7c <a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">deep learning<\/a> t\u1ecfa s\u00e1ng v\u00ec n\u00f3 v\u1ed1n c\u00f3 kh\u1ea3 n\u0103ng x\u1eed l\u00fd c\u00e1c m\u1eabu d\u1eef li\u1ec7u phi tuy\u1ebfn t\u00ednh cao v\u00e0 c\u0169ng cho ph\u00e9p b\u1ea1n kh\u00e1m ph\u00e1 c\u00e1c t\u00ednh n\u0103ng c\u1ef1c k\u1ef3 kh\u00f3 \u0111\u01b0\u1ee3c ph\u00e1t hi\u1ec7n b\u1edfi c\u00e1c nh\u00e0 th\u1ed1ng k\u00ea ho\u1eb7c ng\u01b0\u1eddi l\u1eadp m\u00f4 h\u00ecnh d\u1eef li\u1ec7u.<\/p>\n<h3>Ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng trong machine learning v\u00e0 deep learning<\/h3>\n<p>Machine learning, n\u00f3i chung v\u00e0 deep learning , n\u00f3i ri\u00eang, c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n \u0111\u00e1ng k\u1ec3 c\u00e1c nhi\u1ec7m v\u1ee5 ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng trong m\u1ed9t d\u00e2y chuy\u1ec1n l\u1eafp r\u00e1p l\u1edbn. Tr\u00ean th\u1ef1c t\u1ebf, ph\u00e2n t\u00edch v\u00e0 quy tr\u00ecnh d\u1ef1a tr\u00ean ML v\u00e0 t\u1ed1i \u01b0u h\u00f3a ch\u1ea5t l\u01b0\u1ee3ng \u0111\u01b0\u1ee3c d\u1ef1 \u0111o\u00e1n s\u1ebd t\u0103ng 35% v\u00e0 qu\u00e1 tr\u00ecnh tr\u1ef1c quan h\u00f3a v\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a d\u1ef1 ki\u1ebfn s\u1ebd t\u0103ng 34%, theo Forbes.<\/p>\n<p>Theo truy\u1ec1n th\u1ed1ng, m\u00e1y m\u00f3c ch\u1ec9 c\u00f3 hi\u1ec7u qu\u1ea3 trong vi\u1ec7c ph\u00e1t hi\u1ec7n c\u00e1c v\u1ea5n \u0111\u1ec1 v\u1ec1 ch\u1ea5t l\u01b0\u1ee3ng v\u1edbi c\u00e1c s\u1ed1 li\u1ec7u c\u1ea5p cao nh\u01b0 tr\u1ecdng l\u01b0\u1ee3ng ho\u1eb7c chi\u1ec1u d\u00e0i c\u1ee7a s\u1ea3n ph\u1ea9m. Kh\u00f4ng t\u1ed1n nhi\u1ec1u ti\u1ec1n v\u00e0o c\u00e1c h\u1ec7 th\u1ed1ng <a class=\"iblink\" href=\"\/blog\/tag\/computer-vision\/\">th\u1ecb gi\u00e1c m\u00e1y t\u00ednh<\/a> r\u1ea5t tinh vi , kh\u00f4ng th\u1ec3 ph\u00e1t hi\u1ec7n ra manh m\u1ed1i tr\u1ef1c quan tinh t\u1ebf v\u1ec1 c\u00e1c v\u1ea5n \u0111\u1ec1 ch\u1ea5t l\u01b0\u1ee3ng trong khi c\u00e1c b\u1ed9 ph\u1eadn ph\u00e1t ra t\u1eeb d\u00e2y chuy\u1ec1n l\u1eafp r\u00e1p \u1edf t\u1ed1c \u0111\u1ed9 cao.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/11\/tgmc-blog-5dca90c0b80b1.png\" alt=\"T\u1ed5ng quan v\u1ec1 c\u00e1c \u1ee9ng d\u1ee5ng Deep Learning trong s\u1ea3n xu\u1ea5t | S\u1ea3n xu\u1ea5t | T\u1ed5ng c\u00f4ng ty Exxact\"><\/p>\n<p>Ngu\u1ed3n h\u00ecnh \u1ea3nh: Pixabay<\/p>\n<p>Ngay c\u1ea3 sau \u0111\u00f3, c\u00e1c h\u1ec7 th\u1ed1ng <a class=\"iblink\" href=\"\/blog\/tag\/computer-vision\/\">th\u1ecb gi\u00e1c m\u00e1y t\u00ednh<\/a> \u0111\u00f3 c\u00f3 ph\u1ea7n kh\u00f4ng \u0111\u00e1ng tin c\u1eady v\u00e0 kh\u00f4ng th\u1ec3 m\u1edf r\u1ed9ng hi\u1ec7u qu\u1ea3 tr\u00ean c\u00e1c l\u0129nh v\u1ef1c thu\u1ed9c khu v\u1ef1c c\u00f3 v\u1ea5n \u0111\u1ec1. M\u1ed9t t\u1ed5 ch\u1ee9c ph\u1ee5 c\u1ee5 th\u1ec3 c\u1ee7a m\u1ed9t nh\u00e0 m\u00e1y s\u1ea3n xu\u1ea5t l\u1edbn c\u00f3 th\u1ec3 c\u00f3 m\u1ed9t h\u1ec7 th\u1ed1ng nh\u01b0 v\u1eady nh\u01b0ng n\u00f3 kh\u00f4ng th\u1ec3 \u0111\u01b0\u1ee3c &#8216;\u0111\u00e0o t\u1ea1o&#8217; \u0111\u1ec3 l\u00e0m vi\u1ec7c v\u1edbi c\u00e1c b\u1ed9 ph\u1eadn kh\u00e1c c\u1ee7a nh\u00e0 m\u00e1y n\u1ebfu c\u1ea7n thi\u1ebft.<\/p>\n<p>C\u00e1c ki\u1ebfn tr\u00fac deep learning nh\u01b0 l\u01b0\u1edbi th\u1ea7n kinh t\u00edch ch\u1eadp \u0111\u1eb7c bi\u1ec7t s\u1eb5n s\u00e0ng ti\u1ebfp qu\u1ea3n t\u1eeb c\u00e1c nh\u00e0 khai th\u00e1c c\u1ee7a con ng\u01b0\u1eddi \u0111\u1ec3 ph\u00e1t hi\u1ec7n v\u00e0 ph\u00e1t hi\u1ec7n c\u00e1c manh m\u1ed1i tr\u1ef1c quan cho th\u1ea5y v\u1ea5n \u0111\u1ec1 ch\u1ea5t l\u01b0\u1ee3ng trong h\u00e0ng h\u00f3a v\u00e0 c\u00e1c b\u1ed9 ph\u1eadn s\u1ea3n xu\u1ea5t trong m\u1ed9t quy tr\u00ecnh l\u1eafp r\u00e1p l\u1edbn. Ch\u00fang c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng h\u01a1n nhi\u1ec1u so v\u1edbi c\u00e1c \u0111\u1ed1i t\u00e1c c\u0169, d\u1ef1a tr\u00ean k\u1ef9 thu\u1eadt t\u00ednh n\u0103ng th\u1ee7 c\u00f4ng, v\u00e0 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o v\u00e0 tri\u1ec3n khai l\u1ea1i trong b\u1ea5t k\u1ef3 ph\u1ea7n n\u00e0o c\u1ee7a nh\u00e0 m\u00e1y s\u1ea3n xu\u1ea5t c\u1ea7n ch\u00fang. T\u1ea5t c\u1ea3 nh\u1eefng g\u00ec c\u1ea7n ph\u1ea3i x\u1ea3y ra \u0111\u1ec3 \u0111\u00e0o t\u1ea1o l\u1ea1i l\u00e0 \u0111\u00e0o t\u1ea1o h\u1ec7 th\u1ed1ng v\u1edbi d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh li\u00ean quan.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/11\/tgmc-blog-5dca90c2b4922.png\" alt=\"T\u1ed5ng quan v\u1ec1 c\u00e1c \u1ee9ng d\u1ee5ng Deep Learning trong s\u1ea3n xu\u1ea5t | \u0110\u00e0o t\u1ea1o machine learning | T\u1ed5ng c\u00f4ng ty Exxact\"><\/p>\n<p>Ngu\u1ed3n h\u00ecnh \u1ea3nh: http:\/\/cs231n.github.io\/convolutional-networks\/ (repo Github l\u1edbp Stanford CS 231)<\/p>\n<h3>Gi\u00e1m s\u00e1t qu\u00e1 tr\u00ecnh v\u00e0 ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng<\/h3>\n<p>Gi\u00e1m s\u00e1t qu\u00e1 tr\u00ecnh v\u00e0 ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng l\u00e0 c\u1ea7n thi\u1ebft cho b\u1ea5t k\u1ef3 n\u1ed7 l\u1ef1c c\u1ea3i ti\u1ebfn ch\u1ea5t l\u01b0\u1ee3ng li\u00ean t\u1ee5c. T\u1ea5t c\u1ea3 c\u00e1c t\u1ed5 ch\u1ee9c s\u1ea3n xu\u1ea5t l\u1edbn s\u1eed d\u1ee5ng n\u00f3 r\u1ed9ng r\u00e3i. C\u00e1c c\u00e1ch ti\u1ebfp c\u1eadn truy\u1ec1n th\u1ed1ng nh\u01b0 bi\u1ec3u \u0111\u1ed3 SPC (Ki\u1ec3m so\u00e1t qu\u00e1 tr\u00ecnh th\u1ed1ng k\u00ea) xu\u1ea5t ph\u00e1t t\u1eeb c\u00e1c gi\u1ea3 \u0111\u1ecbnh \u0111\u01a1n gi\u1ea3n (\u0111\u00f4i khi sai) v\u1ec1 b\u1ea3n ch\u1ea5t c\u1ee7a ph\u00e2n ph\u1ed1i th\u1ed1ng k\u00ea c\u1ee7a c\u00e1c bi\u1ebfn quy tr\u00ecnh.<\/p>\n<p>Tuy nhi\u00ean, khi s\u1ed1 l\u01b0\u1ee3ng c\u00e1c bi\u1ebfn t\u01b0\u01a1ng t\u00e1c l\u1eabn nhau t\u0103ng l\u00ean v\u00e0 m\u1ed9t lo\u1ea1t c\u00e1c c\u1ea3m bi\u1ebfn ng\u00e0y c\u00e0ng t\u0103ng l\u1ea5y d\u1eef li\u1ec7u t\u0129nh v\u00e0 thay \u0111\u1ed5i theo th\u1eddi gian v\u1ec1 c\u00e1c bi\u1ebfn n\u00e0y, c\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng kh\u00f4ng m\u1edf r\u1ed9ng v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c ho\u1eb7c \u0111\u1ed9 tin c\u1eady cao.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/11\/tgmc-blog-5dca90c46cf6e.png\" alt=\"T\u1ed5ng quan v\u1ec1 c\u00e1c \u1ee9ng d\u1ee5ng Deep Learning trong s\u1ea3n xu\u1ea5t | M\u00f4 h\u00ecnh deep learning | T\u1ed5ng c\u00f4ng ty Exxact\"><\/p>\n<p>\u0110\u00e2y l\u00e0 n\u01a1i c\u00e1c m\u00f4 h\u00ecnh deep learning c\u00f3 th\u1ec3 gi\u00fap \u0111\u1ee1 m\u1ed9t c\u00e1ch kh\u00e1 b\u1ea5t ng\u1edd. \u0110\u1ec3 ph\u00e1t hi\u1ec7n s\u1ef1 b\u1ea5t th\u01b0\u1eddng ho\u1eb7c r\u1eddi kh\u1ecfi \u0111\u1ecbnh m\u1ee9c, th\u01b0\u1eddng c\u00e1c k\u1ef9 thu\u1eadt gi\u1ea3m k\u00edch th\u01b0\u1edbc nh\u01b0 PCA (Ph\u00e2n t\u00edch th\u00e0nh ph\u1ea7n ch\u00ednh) \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng t\u1eeb mi\u1ec1n x\u1eed l\u00fd t\u00edn hi\u1ec7u th\u1ed1ng k\u00ea truy\u1ec1n th\u1ed1ng. Tuy nhi\u00ean, ng\u01b0\u1eddi ta c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng Autoencoder t\u0129nh ho\u1eb7c \u0111a d\u1ea1ng , \u0111\u00f3 l\u00e0 c\u00e1c m\u1ea1ng th\u1ea7n kinh s\u00e2u v\u1edbi c\u00e1c l\u1edbp bao g\u1ed3m gi\u1ea3m d\u1ea7n v\u00e0 t\u0103ng c\u00e1c b\u1ed9 l\u1ecdc ch\u1eadp (v\u00e0 g\u1ed9p).<\/p>\n<p>C\u00e1c lo\u1ea1i m\u1ea1ng m\u00e3 h\u00f3a n\u00e0y nh\u00ecn qua nhi\u1ec5u v\u00e0 ph\u01b0\u01a1ng sai th\u00f4ng th\u01b0\u1eddng v\u00e0 m\u00e3 h\u00f3a c\u00e1c t\u00ednh n\u0103ng thi\u1ebft y\u1ebfu c\u1ee7a t\u00edn hi\u1ec7u ho\u1eb7c kho d\u1eef li\u1ec7u trong m\u1ed9t s\u1ed1 l\u01b0\u1ee3ng nh\u1ecf c\u00e1c bit chi\u1ec1u cao . Vi\u1ec7c theo d\u00f5i c\u00e1c bit \u0111\u01b0\u1ee3c m\u00e3 h\u00f3a cao s\u1ebd d\u1ec5 d\u00e0ng h\u01a1n nhi\u1ec1u n\u1ebfu ch\u00fang thay \u0111\u1ed5i b\u1ea5t ng\u1edd khi m\u1ed9t ng\u01b0\u1eddi t\u00ecm ki\u1ebfm s\u1ef1 b\u1ea5t th\u01b0\u1eddng trong m\u1ed9t quy tr\u00ecnh c\u00f3 kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn, ch\u1ea1y li\u00ean t\u1ee5c.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/11\/tgmc-blog-5dca90c5a254d.png\" alt=\"T\u1ed5ng quan v\u1ec1 c\u00e1c \u1ee9ng d\u1ee5ng Deep Learning trong s\u1ea3n xu\u1ea5t | B\u1ed9 t\u1ef1 \u0111\u1ed9ng s\u00e2u | T\u1ed5ng c\u00f4ng ty Exxact\"><\/p>\n<p>T\u00f3m l\u1ea1i, v\u1ea5n \u0111\u1ec1 trung t\u00e2m c\u1ee7a gi\u00e1m s\u00e1t qu\u00e1 tr\u00ecnh l\u00e0 m\u1ed9t v\u1ea5n \u0111\u1ec1 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c x\u1eed l\u00fd b\u1edfi nh\u00e1nh machine learning \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 machine learning kh\u00f4ng gi\u00e1m s\u00e1t. V\u1ec1 m\u1eb7t n\u00e0y, b\u1ed9 \u0111i\u1ec1u khi\u1ec3n t\u1ef1 \u0111\u1ed9ng deep learning l\u00e0 m\u1ed9t b\u1ed9 c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd m\u00e0 b\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng.<\/p>\n<p>Khi \u0111\u1ed9 ph\u1ee9c t\u1ea1p c\u1ee7a quy tr\u00ecnh v\u00e0 D\u1eef li\u1ec7u l\u1edbn li\u00ean quan t\u0103ng l\u00ean kh\u00f4ng gi\u1edbi h\u1ea1n, kh\u00f4ng c\u00f2n nghi ng\u1edd g\u00ec n\u1eefa, m\u00f4 h\u00ecnh th\u1ed1ng k\u00ea th\u00f4ng th\u01b0\u1eddng (d\u1ef1a tr\u00ean vi\u1ec7c l\u1ea5y m\u1eabu d\u1eef li\u1ec7u quy m\u00f4 nh\u1ecf), s\u1ebd cho ra c\u00e1c k\u1ef9 thu\u1eadt v\u00e0 m\u00f4 h\u00ecnh ML ti\u00ean ti\u1ebfn nh\u01b0 v\u1eady.<\/p>\n<p>Nh\u1eefng b\u00e0i vi\u1ebft n\u00e0y cung c\u1ea5p m\u1ed9t c\u00e1i nh\u00ecn t\u1ed5ng quan t\u1ed1t:<\/p>\n<ul>\n<li>Machine learning \u0111\u1ec3 ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng v\u00e0 theo d\u00f5i t\u00ecnh tr\u1ea1ng<\/li>\n<li>Deep learning \u0111\u1ec3 ph\u00e1t hi\u1ec7n s\u1ef1 b\u1ea5t th\u01b0\u1eddng: M\u1ed9t kh\u1ea3o s\u00e1t<\/li>\n<\/ul>\n<h3>B\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n trong Deep Learning<\/h3>\n<p>C\u00e1c m\u00f4 h\u00ecnh deep learning \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ee9ng minh l\u00e0 c\u00f3 hi\u1ec7u qu\u1ea3 cao trong l\u0129nh v\u1ef1c kinh t\u1ebf v\u00e0 m\u00f4 h\u00ecnh t\u00e0i ch\u00ednh, x\u1eed l\u00fd d\u1eef li\u1ec7u chu\u1ed7i th\u1eddi gian . T\u01b0\u01a1ng t\u1ef1, trong b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n, d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c thu th\u1eadp theo th\u1eddi gian \u0111\u1ec3 theo d\u00f5i s\u1ee9c kh\u1ecfe c\u1ee7a m\u1ed9t t\u00e0i s\u1ea3n v\u1edbi m\u1ee5c ti\u00eau t\u00ecm ra c\u00e1c m\u1eabu \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n c\u00e1c th\u1ea5t b\u1ea1i. Do \u0111\u00f3, deep learning c\u00f3 th\u1ec3 l\u00e0 tr\u1ee3 gi\u00fap \u0111\u00e1ng k\u1ec3 \u0111\u1ec3 b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n c\u00e1c m\u00e1y m\u00f3c ph\u1ee9c t\u1ea1p v\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i.<\/p>\n<p>X\u00e1c \u0111\u1ecbnh th\u1eddi \u0111i\u1ec3m ti\u1ebfn h\u00e0nh b\u1ea3o tr\u00ec thi\u1ebft b\u1ecb l\u00e0 m\u1ed9t nhi\u1ec7m v\u1ee5 \u0111\u1eb7c bi\u1ec7t kh\u00f3 kh\u0103n v\u1edbi c\u1ed5 ph\u1ea7n qu\u1ea3n l\u00fd v\u00e0 t\u00e0i ch\u00ednh cao. M\u1ed7i l\u1ea7n m\u00e1y \u0111\u01b0\u1ee3c \u0111\u01b0a ra ngo\u1ea1i tuy\u1ebfn \u0111\u1ec3 b\u1ea3o tr\u00ec, k\u1ebft qu\u1ea3 l\u00e0 gi\u1ea3m s\u1ea3n l\u01b0\u1ee3ng ho\u1eb7c th\u1eadm ch\u00ed l\u00e0 ng\u1eebng ho\u1ea1t \u0111\u1ed9ng c\u1ee7a nh\u00e0 m\u00e1y. S\u1eeda ch\u1eefa th\u01b0\u1eddng xuy\u00ean chuy\u1ec3n th\u00e0nh t\u1ed5n th\u1ea5t r\u00f5 r\u00e0ng, nh\u01b0ng b\u1ea3o tr\u00ec kh\u00f4ng th\u01b0\u1eddng xuy\u00ean c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn s\u1ef1 c\u1ed1 th\u1eadm ch\u00ed t\u1ed1n k\u00e9m h\u01a1n v\u00e0 tai n\u1ea1n c\u00f4ng nghi\u1ec7p th\u1ea3m kh\u1ed1c.<\/p>\n<p>\u0110\u00e2y l\u00e0 l\u00fd do t\u1ea1i sao k\u1ef9 thu\u1eadt t\u00ednh n\u0103ng t\u1ef1 \u0111\u1ed9ng c\u1ee7a c\u00e1c m\u1ea1ng th\u1ea7n kinh c\u00f3 t\u1ea7m quan tr\u1ecdng quan tr\u1ecdng. C\u00e1c thu\u1eadt to\u00e1n ML truy\u1ec1n th\u1ed1ng \u0111\u1ec3 b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n ph\u1ee5 thu\u1ed9c v\u00e0o chuy\u00ean m\u00f4n h\u1eb9p, \u0111\u1eb7c th\u00f9 c\u1ee7a mi\u1ec1n \u0111\u1ed1i v\u1edbi c\u00e1c t\u00ednh n\u0103ng th\u1ee7 c\u00f4ng \u0111\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c v\u1ea5n \u0111\u1ec1 v\u1ec1 s\u1ee9c kh\u1ecfe c\u1ee7a m\u00e1y. Trong khi \u0111\u00f3 m\u1ed9t m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng suy ra c\u00e1c t\u00ednh n\u0103ng \u0111\u00f3 v\u1edbi d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o \u0111\u1ee7 ch\u1ea5t l\u01b0\u1ee3ng cao. Do \u0111\u00f3, t\u00ean mi\u1ec1n ch\u00e9o v\u00e0 c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng .<\/p>\n<p>C\u1ee5 th\u1ec3, c\u00e1c m\u1ea1ng th\u1ea7n kinh t\u00e1i ph\u00e1t (RNN) v\u1edbi c\u00e1c t\u1ebf b\u00e0o b\u1ed9 nh\u1edb ng\u1eafn h\u1ea1n ( LSTM ) ho\u1eb7c c\u00e1c \u0111\u01a1n v\u1ecb \u0111\u01b0\u1ee3c ki\u1ec3m so\u00e1t l\u1ea1i ( GRU ) c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n h\u00e0nh vi t\u1ea1m th\u1eddi t\u1eeb ng\u1eafn \u0111\u1ebfn trung b\u00ecnh d\u1ef1a tr\u00ean th\u1eddi gian \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc \u0111\u00e2y \u1edf d\u1ea1ng chu\u1ed7i th\u1eddi gian.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/11\/tgmc-blog-5dca90c7a1ebf.png\" alt=\"T\u1ed5ng quan v\u1ec1 c\u00e1c \u1ee9ng d\u1ee5ng Deep Learning trong s\u1ea3n xu\u1ea5t | D\u1ef1 \u0111o\u00e1n b\u1ea3o tr\u00ec | T\u1ed5ng c\u00f4ng ty Exxact\"><\/p>\n<p>\u0110\u1ea1i h\u1ecdc Github c\u1ee7a Stanford CS 231<\/p>\n<p>Ngu\u1ed3n<\/p>\n<p>May m\u1eafn thay, c\u00f3 r\u1ea5t nhi\u1ec1u ho\u1ea1t \u0111\u1ed9ng nghi\u00ean c\u1ee9u v\u1ec1 RNN v\u1edbi m\u1ee5c ti\u00eau \u00e1p d\u1ee5ng ch\u00fang v\u00e0o l\u0129nh v\u1ef1c x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean v\u00e0 ph\u00e2n t\u00edch v\u0103n b\u1ea3n . T\u1ea5t c\u1ea3 c\u00e1c ki\u1ebfn th\u1ee9c trong l\u0129nh v\u1ef1c nghi\u00ean c\u1ee9u n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u1eadn d\u1ee5ng \u0111\u1ec3 \u00e1p d\u1ee5ng trong c\u00e0i \u0111\u1eb7t c\u1ee7a m\u1ed9t \u1ee9ng d\u1ee5ng c\u00f4ng nghi\u1ec7p. V\u00ed d\u1ee5, c\u00e1c RNN \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a t\u00ednh to\u00e1n c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng cho c\u00e1c c\u00f4ng vi\u1ec7c s\u1ea3n xu\u1ea5t trong \u0111\u00f3 t\u1ea3i tr\u1ecdng t\u00ednh to\u00e1n \u0111\u01b0\u1ee3c gi\u1ea3m thi\u1ec3u m\u00e0 kh\u00f4ng l\u00e0m gi\u1ea3m s\u1ee9c m\u1ea1nh d\u1ef1 \u0111o\u00e1n qu\u00e1 nhi\u1ec1u. N\u00f3 c\u00f3 th\u1ec3 kh\u00f4ng ho\u1ea1t \u0111\u1ed9ng t\u1ed1t nh\u1ea5t cho m\u1ed9t nhi\u1ec7m v\u1ee5 NLP, nh\u01b0ng c\u00f3 th\u1ec3 \u0111\u1ee7 m\u1ea1nh \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n c\u00e1c v\u1ea5n \u0111\u1ec1 ti\u1ec1m \u1ea9n v\u1edbi c\u00e1c th\u00f4ng s\u1ed1 s\u1ee9c kh\u1ecfe c\u1ee7a m\u00e1y.<\/p>\n<p>T\u1ea5t nhi\u00ean, m\u1ed9t chuy\u00ean gia v\u1ec1 con ng\u01b0\u1eddi s\u1ebd xem x\u00e9t c\u00e1c d\u1ef1 \u0111o\u00e1n c\u1ee7a m\u1ed9t h\u1ec7 th\u1ed1ng deep learning \u0111\u1ec3 cu\u1ed1i c\u00f9ng quy\u1ebft \u0111\u1ecbnh v\u1ec1 c\u00f4ng vi\u1ec7c b\u1ea3o tr\u00ec. Nh\u01b0ng trong m\u1ed9t nh\u00e0 m\u00e1y th\u00f4ng minh, \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i , s\u1eed d\u1ee5ng c\u00e1c m\u00e1y d\u1ef1 \u0111o\u00e1n nh\u01b0 v\u1eady c\u00f9ng v\u1edbi c\u00e1c k\u1ef9 s\u01b0 v\u00e0 k\u1ef9 thu\u1eadt vi\u00ean, c\u00f3 th\u1ec3 ti\u1ebft ki\u1ec7m ti\u1ec1n c\u1ee7a m\u1ed9t t\u1ed5 ch\u1ee9c s\u1ea3n xu\u1ea5t v\u00e0 nh\u00e2n l\u1ef1c cu\u1ed1i c\u00f9ng c\u1ea3i thi\u1ec7n th\u1eddi gian ch\u1ebft v\u00e0 s\u1eed d\u1ee5ng m\u00e1y .<\/p>\n<p>Tr\u00ean th\u1ef1c t\u1ebf, vi\u1ec7c \u00e1p d\u1ee5ng machine learning v\u00e0 ph\u00e2n t\u00edch trong s\u1ea3n xu\u1ea5t s\u1ebd ch\u1ec9 c\u1ea3i thi\u1ec7n vi\u1ec7c b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n. B\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n d\u1ef1 ki\u1ebfn s\u1ebd t\u0103ng 38% trong n\u0103m n\u0103m t\u1edbi theo PwC. B\u00e0i vi\u1ebft n\u00e0y c\u1ee7a Microsoft cung c\u1ea5p th\u00eam th\u00f4ng tin v\u1ec1 ch\u1ee7 \u0111\u1ec1: T\u00ecm<br \/>\nhi\u1ec3u s\u00e2u v\u1ec1 b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n v\u1edbi M\u1ea1ng b\u1ed9 nh\u1edb d\u00e0i h\u1ea1n<\/p>\n<h4>T\u1ed1i \u01b0u h\u00f3a \u0111\u1ea7u v\u00e0o nh\u00e0 m\u00e1y<\/h4>\n<p>L\u1ee3i nhu\u1eadn c\u1ee7a m\u1ed9t t\u1ed5 ch\u1ee9c s\u1ea3n xu\u1ea5t c\u1ef1c k\u1ef3 ph\u1ee5 thu\u1ed9c v\u00e0o vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a c\u00e1c ngu\u1ed3n l\u1ef1c v\u1eadt ch\u1ea5t \u0111i v\u00e0o quy tr\u00ecnh s\u1ea3n xu\u1ea5t c\u0169ng nh\u01b0 h\u1ed7 tr\u1ee3 c\u00e1c quy tr\u00ecnh \u0111\u00f3. V\u00ed d\u1ee5, n\u0103ng l\u01b0\u1ee3ng \u0111i\u1ec7n v\u00e0 c\u1ea5p n\u01b0\u1edbc l\u00e0 hai \u0111\u1ea7u v\u00e0o quan tr\u1ecdng c\u1ee7a nh\u00e0 m\u00e1y c\u00f3 th\u1ec3 h\u01b0\u1edfng l\u1ee3i t\u1eeb vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a.<\/p>\n<p>C\u00e1c quy tr\u00ecnh v\u00e0 chi\u1ebfn l\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a ph\u1ee9c t\u1ea1p th\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 t\u1ed1i \u0111a h\u00f3a vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c t\u00e0i nguy\u00ean thi\u1ebft y\u1ebfu n\u00e0y. Khi quy m\u00f4 nh\u00e0 m\u00e1y v\u00e0 t\u01b0\u01a1ng t\u00e1c gi\u1eefa m\u00e1y v\u1edbi m\u00e1y t\u0103ng l\u00ean, d\u00f2ng ch\u1ea3y c\u1ee7a c\u00e1c t\u00e0i nguy\u00ean n\u00e0y tr\u1edf n\u00ean ph\u1ee9c t\u1ea1p kh\u00f3 qu\u1ea3n l\u00fd v\u1edbi c\u00e1c thu\u1eadt to\u00e1n d\u1ef1 \u0111o\u00e1n \u0111\u01a1n gi\u1ea3n. \u0110\u00e2y l\u00e0 khi c\u00e1c machine learning m\u1ea1nh m\u1ebd nh\u01b0 m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh c\u1ea7n \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o tr\u00f2 ch\u01a1i.<\/p>\n<p>C\u00e1c h\u1ec7 th\u1ed1ng deep learning c\u00f3 th\u1ec3 theo d\u00f5i m\u00f4 h\u00ecnh s\u1eed d\u1ee5ng \u0111i\u1ec7n nh\u01b0 l\u00e0 m\u1ed9t h\u00e0m c\u1ee7a h\u00e0ng tr\u0103m th\u00f4ng s\u1ed1 quy tr\u00ecnh c\u1ee7a nh\u00e0 m\u00e1y v\u00e0 c\u00e1c bi\u1ebfn thi\u1ebft k\u1ebf s\u1ea3n ph\u1ea9m v\u00e0 c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng \u0111\u1ec1 xu\u1ea5t c\u00e1c th\u1ef1c ti\u1ec5n t\u1ed1t nh\u1ea5t \u0111\u1ec3 s\u1eed d\u1ee5ng t\u1ed1i \u01b0u. N\u1ebfu t\u1ed5 ch\u1ee9c \u0111ang chuy\u1ec3n sang s\u1eed d\u1ee5ng n\u0103ng l\u01b0\u1ee3ng t\u00e1i t\u1ea1o , d\u1ef1 \u0111o\u00e1n t\u1eeb c\u00e1c thu\u1eadt to\u00e1n deep learning c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 v\u1ea1ch ra qu\u1ef9 \u0111\u1ea1o chuy\u1ec3n \u0111\u1ed5i t\u1ed1i \u01b0u t\u1eeb s\u1ef1 ph\u1ee5 thu\u1ed9c v\u00e0o nhi\u00ean li\u1ec7u h\u00f3a th\u1ea1ch sang d\u1ea5u ch\u00e2n n\u0103ng l\u01b0\u1ee3ng b\u1ec1n v\u1eefng . Lo\u1ea1i thay \u0111\u1ed5i m\u00f4 h\u00ecnh n\u00e0y r\u1ea5t kh\u00f3 x\u1eed l\u00fd b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n c\u1ed5 \u0111i\u1ec3n.<\/p>\n<h2>T\u00f3m l\u01b0\u1ee3c<\/h2>\n<p>S\u1ea3n xu\u1ea5t th\u00f4ng minh h\u1ed7 tr\u1ee3 h\u1ec7 th\u1ed1ng th\u00f4ng tin \u0111\u00e3 t\u0103ng n\u0103ng su\u1ea5t v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng c\u1ee7a c\u00e1c t\u1ed5 ch\u1ee9c c\u00f4ng nghi\u1ec7p , l\u1edbn v\u00e0 nh\u1ecf, trong m\u1ed9t v\u00e0i th\u1eadp k\u1ef7 nay. Trong c\u00e0i \u0111\u1eb7t s\u1ea3n xu\u1ea5t th\u00f4ng minh n\u00e0y, vi\u1ec7c s\u1eed d\u1ee5ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u, m\u00f4 h\u00ecnh th\u1ed1ng k\u00ea v\u00e0 thu\u1eadt to\u00e1n d\u1ef1 \u0111o\u00e1n \u0111\u00e3 t\u0103ng l\u00ean theo c\u00e1c b\u01b0\u1edbc nh\u1ea3y v\u1ecdt, v\u00ec ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 xu h\u01b0\u1edbng c\u1ee7a d\u1eef li\u1ec7u do m\u00e1y t\u1ea1o v\u00e0 con ng\u01b0\u1eddi t\u1ea1o ra \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n theo th\u1eddi gian. Cu\u1ed9c c\u00e1ch m\u1ea1ng c\u00f4ng nghi\u1ec7p, b\u1eaft \u0111\u1ea7u v\u1edbi d\u00e2y chuy\u1ec1n l\u1eafp r\u00e1p c\u1ee7a Henry Ford v\u00e0o \u0111\u1ea7u th\u1ebf k\u1ef7 tr\u01b0\u1edbc, \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 trong su\u1ed1t th\u1ebf k\u1ef7 20 b\u1edfi nh\u1eefng \u0111\u1ed5i m\u1edbi trong t\u1ef1 \u0111\u1ed9ng h\u00f3a, h\u1ec7 th\u1ed1ng \u0111i\u1ec1u khi\u1ec3n, \u0111i\u1ec7n t\u1eed, c\u1ea3m bi\u1ebfn, m\u00e1y t\u00ednh k\u1ef9 thu\u1eadt s\u1ed1 v\u00e0 internet. Cu\u1ed9c c\u00e1ch m\u1ea1ng d\u1eef li\u1ec7u l\u1edbn c\u1ee7a th\u1ebf k\u1ef7 21 \u0111\u00e3 s\u1eb5n s\u00e0ng \u0111\u1ec3 \u0111\u01b0a n\u00f3 l\u00ean m\u1ed9t c\u1ea5p \u0111\u1ed9 ho\u00e0n to\u00e0n m\u1edbi b\u1eb1ng c\u00e1ch m\u1edf ra c\u00e1c c\u01a1 h\u1ed9i t\u0103ng tr\u01b0\u1edfng theo c\u1ea5p s\u1ed1 nh\u00e2n.<\/p>\n<p>\u0110\u1ec3 t\u1eadn d\u1ee5ng t\u1ed1i \u0111a s\u1ef1 b\u00f9ng n\u1ed5 d\u1eef li\u1ec7u n\u00e0y, deep learning v\u00e0 c\u00e1c k\u1ef9 thu\u1eadt h\u1ed7 tr\u1ee3 AI li\u00ean quan, ph\u1ea3i \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p trong b\u1ed9 c\u00f4ng c\u1ee5 c\u1ee7a c\u00e1c h\u1ec7 th\u1ed1ng s\u1ea3n xu\u1ea5t hi\u1ec7n \u0111\u1ea1i, v\u00ec ch\u00fang m\u1ea1nh h\u01a1n theo c\u1ea5p s\u1ed1 nh\u00e2n so v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng h\u1ecdc v\u00e0 d\u1ef1 \u0111o\u00e1n th\u1ed1ng k\u00ea c\u1ed5 \u0111i\u1ec3n.<\/p>\n<p>Deep learning c\u00f3 th\u1ec3 t\u00edch h\u1ee3p ho\u00e0n h\u1ea3o v\u1edbi c\u00e1c m\u1ee5c ti\u00eau \u0111\u1ea7y tham v\u1ecdng c\u1ee7a C\u00f4ng nghi\u1ec7p 4.0 &#8211; T\u1ef1 \u0111\u1ed9ng h\u00f3a c\u1ef1c \u0111\u1ed9 v\u00e0 Nh\u00e0 m\u00e1y k\u1ef9 thu\u1eadt s\u1ed1. C\u00f4ng nghi\u1ec7p 4.0 \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf xung quanh k\u1ebft n\u1ed1i li\u00ean t\u1ee5c v\u1edbi c\u00e1c c\u1ea3m bi\u1ebfn, \u1ed5 \u0111\u0129a, van th\u00f4ng tin, t\u1ea5t c\u1ea3 \u0111\u1ec1u ho\u1ea1t \u0111\u1ed9ng c\u00f9ng nhau v\u1edbi m\u1ed9t m\u1ee5c ti\u00eau chung duy nh\u1ea5t: gi\u1ea3m thi\u1ec3u th\u1eddi gian ch\u1ebft v\u00e0 t\u0103ng hi\u1ec7u qu\u1ea3. C\u00e1c khung thu\u1eadt to\u00e1n nh\u01b0 m\u1ed9t m\u1ea1ng n\u01a1 ron s\u00e2u, \u0111\u1ee7 linh ho\u1ea1t \u0111\u1ec3 l\u00e0m vi\u1ec7c v\u1edbi nhi\u1ec1u lo\u1ea1i d\u1eef li\u1ec7u kh\u00e1c nhau khi ch\u00fang truy\u1ec1n li\u00ean t\u1ee5c, l\u00e0 l\u1ef1a ch\u1ecdn ph\u00f9 h\u1ee3p \u0111\u1ec3 x\u1eed l\u00fd lo\u1ea1i nhi\u1ec7m v\u1ee5 c\u1ee5 th\u1ec3 \u0111\u00f3.<\/p>\n<p>S\u1ef1 gia t\u0103ng n\u0103ng su\u1ea5t v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng d\u1ef1 ki\u1ebfn s\u1ebd v\u01b0\u1ee3t xa m\u1ee5c ti\u00eau h\u1eb9p l\u00e0 \u0111\u00e1p \u1ee9ng l\u1ee3i nhu\u1eadn c\u1ee7a c\u00f4ng ty. S\u1ea3n xu\u1ea5t th\u00f4ng minh v\u00e0o ng\u00e0y mai s\u1ebd l\u00e0m phong ph\u00fa th\u00eam cu\u1ed9c s\u1ed1ng c\u1ee7a h\u00e0ng t\u1ef7 ng\u01b0\u1eddi ti\u00eau d\u00f9ng b\u1eb1ng c\u00e1ch cung c\u1ea5p h\u00e0ng h\u00f3a v\u00e0 d\u1ecbch v\u1ee5 v\u1edbi ch\u1ea5t l\u01b0\u1ee3ng cao v\u00e0 chi ph\u00ed ph\u1ea3i ch\u0103ng. X\u00e3 h\u1ed9i, n\u00f3i chung, n\u00ean \u0111\u01b0\u1ee3c h\u01b0\u1edfng l\u1ee3i t\u1eeb s\u1ef1 chuy\u1ec3n \u0111\u1ed5i m\u00f4 h\u00ecnh nh\u01b0 v\u1eady.<\/p>\n<p><em>Ngu\u1ed3n<\/em> T\u1ed5ng h\u1ee3p<\/p>\n<div>____<br \/><b>B\u00e0i vi\u1ebft li\u00ean quan<\/b><\/div>\n<ul>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22728\">Hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh h\u00e0ng tr\u0103m t\u1ef7 tham s\u1ed1 ngay t\u1ea1i b\u00e0n v\u1edbi MSI EdgeXpert<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22612\">NVIDIA Merlin: T\u1ed5ng quan v\u1ec1 toolkit cho h\u1ec7 th\u1ed1ng g\u1ee3i \u00fd quy m\u00f4 l\u1edbn<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22376\">OpenAI l\u1ea7n \u0111\u1ea7u ph\u00e1t h\u00e0nh mi\u1ec5n ph\u00ed m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef m\u1edbi v\u1edbi t\u00ean g\u1ecdi l\u00e0 GPT-OSS<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=20284\">H\u01b0\u1edbng d\u1eabn l\u1ef1a ch\u1ecdn GPU ph\u00f9 h\u1ee3p cho AI, Machine Learning<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21466\">5 \u0111i\u1ec1u b\u1ea1n c\u1ea7n bi\u1ebft v\u1ec1 NVIDIA DGX Spark &#8211; Chi\u1ebfc m\u00e1y t\u00ednh m\u01a1 \u01b0\u1edbc c\u1ee7a c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n AI<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21557\">SLM v\u00e0 AI t\u1ea1i bi\u00ean: B\u00ecnh minh c\u1ee7a m\u1ed9t k\u1ef7 nguy\u00ean m\u1edbi hay ch\u1ec9 l\u00e0 c\u01a1n s\u1ed1t nh\u1ea5t th\u1eddi?<\/a><\/li>\n<\/ul>\n<\/p>","protected":false},"excerpt":{"rendered":"<p>Gi&#7899;i thi&#7879;u v&#7873; Deep Learning trong l&#297;nh v&#7921;c s&#7843;n xu&#7845;t Tr&#432;&#7899;c khi &#273;i v&agrave;o chi ti&#7871;t ch&#7911; &#273;&#7873; deep learning cho s&#7843;n xu&#7845;t, c&oacute; l&#7869; n&ecirc;n nh&igrave;n l&#7841;i m&#7897;t t&iacute; v&#7873; l&#7883;ch s&#7917;. C&aacute;c kh&aacute;i ni&#7879;m, t&#432; duy ban &#273;&#7847;u v&agrave; c&aacute;c ph&aacute;t minh v&#7853;t l&yacute; &#273;&atilde; v&agrave; &#273;ang &#273;&#7883;nh h&igrave;nh n&#7873;n kinh t&#7871; v&agrave;&#8230;<\/p>\n","protected":false},"author":2,"featured_media":2964,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3],"tags":[7,12],"class_list":["post-2962","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","tag-ai","tag-deep-learning"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Deep Learning trong l\u0129nh v\u1ef1c s\u1ea3n xu\u1ea5t: T\u1ed5ng quan &amp; \u1ee8ng d\u1ee5ng - Blog | TheGioiMayChu<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/deep-learning-trong-linh-vuc-san-xuat-tong-quan-ung-dung-p2962\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Deep Learning trong l\u0129nh v\u1ef1c s\u1ea3n xu\u1ea5t: T\u1ed5ng quan &amp; \u1ee8ng d\u1ee5ng - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"Gi&#7899;i thi&#7879;u v&#7873; Deep Learning trong l&#297;nh v&#7921;c s&#7843;n xu&#7845;t Tr&#432;&#7899;c khi &#273;i v&agrave;o chi ti&#7871;t ch&#7911; &#273;&#7873; deep learning cho s&#7843;n xu&#7845;t, c&oacute; l&#7869; n&ecirc;n nh&igrave;n l&#7841;i m&#7897;t t&iacute; v&#7873; l&#7883;ch s&#7917;. C&aacute;c kh&aacute;i ni&#7879;m, t&#432; duy ban &#273;&#7847;u v&agrave; c&aacute;c ph&aacute;t minh v&#7853;t l&yacute; &#273;&atilde; v&agrave; &#273;ang &#273;&#7883;nh h&igrave;nh n&#7873;n kinh t&#7871; v&agrave;...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/11\/tgmc-blog-5dca90b8b6842-e1573556518986.jpg\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Vanito Hoang\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"24 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/deep-learning-trong-linh-vuc-san-xuat-tong-quan-ung-dung-p2962\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/deep-learning-trong-linh-vuc-san-xuat-tong-quan-ung-dung-p2962\\\/\"},\"author\":{\"name\":\"Vanito Hoang\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/feccec179330cfebfaa805639a357d18\"},\"headline\":\"Deep Learning trong l\u0129nh v\u1ef1c s\u1ea3n xu\u1ea5t: T\u1ed5ng quan &#038; 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