{"id":2073,"date":"2019-07-24T07:44:15","date_gmt":"2019-07-24T07:44:15","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=2073"},"modified":"2020-10-27T09:00:16","modified_gmt":"2020-10-27T09:00:16","slug":"lam-the-nao-de-giai-thich-deep-learning-hoc-sau-mot-cach-de-hieu-nhat","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/lam-the-nao-de-giai-thich-deep-learning-hoc-sau-mot-cach-de-hieu-nhat-p2073\/","title":{"rendered":"Deep Learning l\u00e0 g\u00ec? L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 gi\u1ea3i th\u00edch n\u00f3 m\u1ed9t c\u00e1ch d\u1ec5 hi\u1ec3u nh\u1ea5t?"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p><a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">Deep Learning<\/a> l\u00e0 g\u00ec? N\u00f3 ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o? S\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa Machine Learning (h\u1ecdc m\u00e1y) v\u00e0 <a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">Deep Learning<\/a> (h\u1ecdc s\u00e2u) l\u00e0 g\u00ec? Ch\u00fang t\u00f4i chia nh\u1ecf ph\u00e2n nh\u00e1nh c\u1ee7a <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a> n\u00e0y theo c\u00e1ch \u0111\u01a1n gi\u1ea3n \u0111\u1ec3 b\u1ea1n c\u00f3 th\u1ec3 gi\u1ea3i th\u00edch n\u00f3 &#8211; ngay c\u1ea3 v\u1edbi nh\u1eefng ng\u01b0\u1eddi kh\u00f4ng chuy\u00ean.<\/p>\n<p>Vi\u1ec7c hi\u1ec3u v\u1ec1 l\u0129nh v\u1ef1c <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a> \u0111\u00f4i khi kh\u00f4ng n\u1eb7ng v\u1ec1 m\u1eb7t c\u00f4ng ngh\u1ec7 m\u00e0 ph\u1ea7n nhi\u1ec1u l\u00e0 v\u1ec1 m\u1eb7t thu\u1eadt ng\u1eef. C\u00f3 r\u1ea5t nhi\u1ec1u th\u1ee9 n\u1eb1m b\u00ean d\u01b0\u1edbi &#8220;chi\u1ebfc \u00f4 d\u00f9&#8221; AI r\u1ed9ng l\u1edbn b\u00ean tr\u00ean &#8211; nh\u01b0 Machine Learning, x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (Natural Laguage Processing), \u0111i\u1ec7n to\u00e1n th\u1ecb gi\u00e1c (<a class=\"iblink\" href=\"\/blog\/tag\/computer-vision\/\">Computer Vision<\/a>), v.v&#8230;<\/p>\n<p>T\u1ed5ng h\u1ee3p v\u1ea5n \u0111\u1ec1 n\u00e0y, m\u1ed9t s\u1ed1 thu\u1eadt ng\u1eef AI ch\u1ed3ng ch\u00e9o l\u00ean nhau. C\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh r\u00f5 r\u00e0ng c\u00e1c kh\u00e1i ni\u1ec7m ch\u00ednh &#8211; v\u00e0 sau \u0111\u00f3 hi\u1ec3u c\u00e1c m\u1ed1i quan h\u1ec7 v\u00e0 s\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa ch\u00fang &#8211; l\u00e0 n\u1ec1n t\u1ea3ng \u0111\u1ec3 b\u1ea1n x\u00e2y d\u1ef1ng m\u1ed9t chi\u1ebfn l\u01b0\u1ee3c AI v\u1eefng ch\u1eafc . Ngo\u00e0i ra, n\u1ebfu c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o CNTT trong t\u1ed5 ch\u1ee9c c\u1ee7a b\u1ea1n kh\u00f4ng th\u1ec3 \u0111\u01b0a ra c\u00e1c thu\u1eadt ng\u1eef nh\u01b0 Deep Learning, l\u00e0m th\u1ebf n\u00e0o h\u1ecd c\u00f3 th\u1ec3 mong \u0111\u1ee3i gi\u1ea3i th\u00edch n\u00f3 (v\u00e0 c\u00e1c kh\u00e1i ni\u1ec7m kh\u00e1c) cho s\u1ed1 \u0111\u00f4ng c\u00f2n l\u1ea1i c\u1ee7a c\u00f4ng ty?<\/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<h3>Deep Learning l\u00e0 g\u00ec?<\/h3>\n<p>Deep Learning l\u00e0 m\u1ed9t v\u00ed d\u1ee5 r\u00f5 n\u00e9t v\u1ec1 v\u1ea5n \u0111\u1ec1 n\u00e0y: N\u00f3 li\u00ean quan \u0111\u1ebfn &#8211; nh\u01b0ng kh\u00f4ng th\u1ec3 thay th\u1ebf cho nhau &#8211; ph\u1ea1m tr\u00f9 r\u1ed9ng h\u01a1n c\u1ee7a Machine Learning. \u0110i\u1ec1u n\u00e0y l\u00e0m tr\u1ea7m tr\u1ecdng th\u00eam kh\u1ea3 n\u0103ng cho nh\u1eefng hi\u1ec3u l\u1ea7m th\u01b0\u1eddng th\u1ea5y. Tr\u00ean th\u1ef1c t\u1ebf, c\u00f3 m\u1ed9t s\u1ef1 t\u01b0\u01a1ng \u0111\u1ed3ng v\u1edbi nh\u1eefng c\u00f4 b\u00fap b\u00ea Nga \u1edf \u0111\u00e2y: Deep Learning n\u1eb1m b\u00ean trong Machine Learning, Machine Learning l\u1ea1i n\u1eb1m trong Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \/ AI.<\/p>\n<p>Tr\u00ed th\u00f4ng minh nh\u00e2n t\u1ea1o v\u1ec1 c\u01a1 b\u1ea3n l\u00e0 khi m\u00e1y m\u00f3c th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 th\u01b0\u1eddng \u0111\u00f2i h\u1ecfi tr\u00ed th\u00f4ng minh c\u1ee7a con ng\u01b0\u1eddi. L\u0129nh v\u1ef1c tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o bao g\u1ed3m Machine Learning, trong \u0111\u00f3 m\u00e1y m\u00f3c c\u00f3 th\u1ec3 h\u1ecdc h\u1ecfi b\u1eb1ng kinh nghi\u1ec7m v\u00e0 c\u00f3 \u0111\u01b0\u1ee3c c\u00e1c k\u1ef9 n\u0103ng m\u00e0 kh\u00f4ng c\u1ea7n s\u1ef1 tham gia c\u1ee7a con ng\u01b0\u1eddi, \u00f4ng Bill Brock,\u00a0ph\u00f3 gi\u00e1p \u0111\u1ed1c k\u1ef9 thu\u1eadt t\u1ea1i Very,\u00a0 gi\u1ea3i th\u00edch. Deep Learning l\u00e0 m\u1ed9t nh\u00e1nh c\u1ee7a Machine Learning, trong \u0111\u00f3 m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh &#8211; thu\u1eadt to\u00e1n l\u1ea5y c\u1ea3m h\u1ee9ng t\u1eeb b\u1ed9 n\u00e3o con ng\u01b0\u1eddi &#8211; h\u1ecdc t\u1eeb m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u.<\/p>\n<h3>Deep Learning so v\u1edbi Machine Learning<\/h3>\n<p>Ch\u00fang ta h\u00e3y gi\u1ea3m b\u1edbt s\u1ef1 nh\u1ea7m l\u1eabn ti\u1ec1m \u1ea9n b\u1eb1ng c\u00e1ch \u0111\u01b0a ra m\u1ed9t \u0111\u1ecbnh ngh\u0129a r\u00f5 r\u00e0ng v\u1ec1 Deep Learning v\u00e0 n\u00f3 kh\u00e1c v\u1edbi Machine Learning nh\u01b0 th\u1ebf n\u00e0o.<\/p>\n<blockquote><p>Trong nghi\u00ean c\u1ee9u s\u00e2u, thu\u1eadt to\u00e1n \u0111\u01b0\u1ee3c cung c\u1ea5p d\u1eef li\u1ec7u th\u00f4 v\u00e0 t\u1ef1 quy\u1ebft \u0111\u1ecbnh nh\u1eefng t\u00ednh n\u0103ng c\u00f3 li\u00ean quan.<\/p><\/blockquote>\n<p>Deep Learning l\u00e0 m\u1ed9t nh\u00e1nh c\u1ee7a Machine Learning s\u1eed d\u1ee5ng m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh v\u1edbi nhi\u1ec1u l\u1edbp. M\u1ed9t m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh s\u00e2u ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u1edbi c\u00e1c bi\u1ec3u di\u1ec5n \u0111\u00e3 h\u1ecdc t\u01b0\u01a1ng t\u1ef1 nh\u01b0 c\u00e1ch m\u1ed9t ng\u01b0\u1eddi nh\u00ecn v\u00e0o m\u1ed9t v\u1ea5n \u0111\u1ec1, theo \u00f4ng Bro Brock. Trong Machine Learning truy\u1ec1n th\u1ed1ng, thu\u1eadt to\u00e1n \u0111\u01b0\u1ee3c cung c\u1ea5p m\u1ed9t t\u1eadp h\u1ee3p c\u00e1c t\u00ednh n\u0103ng c\u00f3 li\u00ean quan \u0111\u1ec3 ph\u00e2n t\u00edch. Tuy nhi\u00ean, trong nghi\u00ean c\u1ee9u s\u00e2u, thu\u1eadt to\u00e1n \u0111\u01b0\u1ee3c cung c\u1ea5p d\u1eef li\u1ec7u th\u00f4 v\u00e0 t\u1ef1 quy\u1ebft \u0111\u1ecbnh c\u00e1c t\u00ednh n\u0103ng c\u00f3 li\u00ean quan. M\u1ea1ng Deep Learning th\u01b0\u1eddng s\u1ebd c\u1ea3i thi\u1ec7n khi b\u1ea1n t\u0103ng l\u01b0\u1ee3ng d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111\u00e0o t\u1ea1o ch\u00fang.<\/p>\n<p>Deep Learning v\u1ec1 b\u1ea3n ch\u1ea5t l\u00e0 m\u1ed9t nh\u00e1nh c\u1ee7a AI c\u1ed1 g\u1eafng b\u1eaft ch\u01b0\u1edbc c\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a b\u1ed9 n\u00e3o con ng\u01b0\u1eddi. \u0110i\u1ec1u n\u00e0y \u0111\u00e1ng ghi nh\u1edb &#8211; kh\u00f4ng c\u00f3 \u00fd \u0111\u1ecbnh ch\u01a1i ch\u1eef &#8211; khi gi\u1ea3i th\u00edch ho\u1eb7c truy\u1ec1n gi\u00e1o Deep Learning cho ng\u01b0\u1eddi kh\u00e1c, \u0111\u1eb7c bi\u1ec7t n\u1ebfu h\u1ecd kh\u00f4ng c\u00f3 n\u1ec1n t\u1ea3ng k\u1ef9 thu\u1eadt.<\/p>\n<p>Gi\u1ed1ng nh\u01b0 con ng\u01b0\u1eddi h\u1ecdc h\u1ecfi t\u1eeb kinh nghi\u1ec7m, m\u1ed9t thu\u1eadt to\u00e1n Deep Learning c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n m\u1ed9t nhi\u1ec7m v\u1ee5 nhi\u1ec1u l\u1ea7n, m\u1ed7i l\u1ea7n \u0111i\u1ec1u ch\u1ec9nh n\u00f3 \u0111\u1ec3 c\u1ea3i thi\u1ec7n k\u1ebft qu\u1ea3, theo Bro Brock n\u00f3i. Thu\u1eadt ng\u1eef &#8220;Deep Learning&#8221; d\u00f9ng \u0111\u1ec3 ch\u1ec9 c\u00e1c m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh c\u00f3 nhi\u1ec1u l\u1edbp cho ph\u00e9p h\u1ecdc t\u1eadp. Deep Learning c\u00f3 th\u1ec3 gi\u1ea3i quy\u1ebft b\u1ea5t k\u1ef3 v\u1ea5n \u0111\u1ec1 n\u00e0o c\u1ea7n &#8216;suy ngh\u0129&#8217; \u0111\u1ec3 t\u00ecm ra.<\/p>\n<h3>L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 gi\u1ea3i th\u00edch r\u00f5 nh\u1ea5t v\u1ec1 Deep Learning: M\u1ed9t s\u1ef1 t\u01b0\u01a1ng \u0111\u1ed3ng<\/h3>\n<p>C\u0169ng r\u1ea5t h\u1eefu \u00edch khi c\u00f3 m\u1ed9t b\u1ed1i c\u1ea3nh l\u1ecbch s\u1eed nh\u1ecf \u0111\u1ec3 t\u1ea1o ti\u1ec1n \u0111\u1ec1 cho l\u00fd do t\u1ea1i sao vi\u1ec7c Deep Learning l\u1ea1i quan tr\u1ecdng &#8211; kh\u00f4ng ch\u1ec9 \u0111\u1ed1i v\u1edbi c\u00e1c chuy\u00ean gia CNTT m\u00e0 c\u00f2n v\u1edbi r\u1ea5t nhi\u1ec1u ng\u01b0\u1eddi.<\/p>\n<p>Trong nhi\u1ec1u th\u1eadp k\u1ef7, \u0111\u1ec3 l\u00e0m cho m\u00e1y t\u00ednh \u0111\u00e1p \u1ee9ng y\u00eau c\u1ea7u c\u1ea7n cung c\u1ea5p th\u00f4ng tin c\u1ee7a ch\u00fang ta, ch\u00fang ta \u0111\u00e3 ph\u1ea3i h\u1ecdc c\u00e1ch n\u00f3i chuy\u1ec7n v\u1edbi n\u00f3 theo c\u00e1ch n\u00f3 s\u1ebd hi\u1ec3u, Tom n\u00f3i, Tom Wilde, CEO c\u1ee7a Indico Data Solutions . \u0110i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0 ph\u1ea3i h\u1ecdc nh\u1eefng th\u1ee9 nh\u01b0 ng\u00f4n ng\u1eef truy v\u1ea5n boolean (\u0111\u00fang\/sai) ho\u1eb7c c\u00e1ch vi\u1ebft c\u00e1c quy t\u1eafc ph\u1ee9c t\u1ea1p h\u01b0\u1edbng d\u1eabn c\u1ea9n th\u1eadn cho m\u00e1y t\u00ednh nh\u1eefng h\u00e0nh \u0111\u1ed9ng c\u1ea7n th\u1ef1c hi\u1ec7n. \u0110i\u1ec1u n\u00e0y bu\u1ed9c ph\u1ea3i \u00e1p \u0111\u1eb7t l\u1edbn \u0111\u1ed1i v\u1edbi ng\u01b0\u1eddi d\u00f9ng v\u00e0 c\u00f3 ngh\u0129a l\u00e0 ch\u1ec9 m\u1ed9t s\u1ed1 \u00edt ng\u01b0\u1eddi c\u00f3 k\u1ef9 n\u0103ng m\u1edbi c\u00f3 th\u1ec3 l\u1ea5y th\u00e0nh c\u00f4ng th\u00f4ng tin t\u1eeb c\u00e1c h\u1ec7 th\u1ed1ng th\u00f4ng tin d\u1ef1a tr\u00ean m\u00e1y t\u00ednh.<\/p>\n<p>Wilde l\u01b0u \u00fd r\u1eb1ng \u00f4ng th\u01b0\u1eddng xuy\u00ean \u0111\u01b0a ra c\u00e1c c\u00e2u h\u1ecfi v\u1ec1 c\u00e1ch gi\u1ea3i th\u00edch t\u1ed1t nh\u1ea5t cho Deep Learning t\u1eeb kh\u00e1ch h\u00e0ng. \u0110i\u1ec1u n\u00e0y \u0111\u1eb7c bi\u1ec7t quan tr\u1ecdng b\u1edfi v\u00ec nh\u1eefng ng\u01b0\u1eddi kh\u00f4ng chuy\u00ean v\u1ec1 k\u1ef9 thu\u1eadt c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c h\u01b0\u1edfng l\u1ee3i nhi\u1ec1u nh\u1ea5t t\u1eeb \u200b\u200bs\u1ef1 thay \u0111\u1ed5i m\u00f4 h\u00ecnh t\u1eeb \u0111i\u1ec7n to\u00e1n truy\u1ec1n th\u1ed1ng sang Deep Learning.<\/p>\n<p>S\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a Deep Learning l\u1eadt ng\u01b0\u1ee3c b\u1ed1i c\u1ea3nh mang t\u00ednh l\u1ecbch s\u1eed \u0111\u00f3. Gi\u1edd \u0111\u00e2y, m\u00e1y t\u00ednh n\u00f3i chuy\u1ec7n v\u1edbi ch\u00fang ta, b\u1ea1n kh\u00f4ng c\u1ea7n ph\u1ea3i lo l\u1eafng v\u1ec1 vi\u1ec7c c\u1ea9n th\u1eadn x\u00e2y d\u1ef1ng y\u00eau c\u1ea7u c\u1ee7a m\u00ecnh tr\u01b0\u1edbc &#8211; c\u00f2n \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 l\u1eadp tr\u00ecnh &#8211; nh\u01b0ng\u00a0 ch\u1ec9 c\u1ea7n cung c\u1ea5p c\u00e1c \u0111\u1ecbnh ngh\u0129a v\u1ec1 k\u1ebft qu\u1ea3 mong mu\u1ed1n v\u00e0 m\u1ed9t b\u1ed9 v\u00ed d\u1ee5 \u0111\u1ea7u v\u00e0o v\u00e0 thu\u1eadt to\u00e1n Deep Learning s\u1ebd l\u1ea7n ng\u01b0\u1ee3c v\u00e0 gi\u1ea3i quy\u1ebft c\u00e2u tr\u1ea3 l\u1eddi cho c\u00e2u h\u1ecfi c\u1ee7a b\u1ea1n. B\u00e2y gi\u1edd nh\u1eefng ng\u01b0\u1eddi kh\u00f4ng chuy\u00ean k\u1ef9 thu\u1eadt c\u00f3 th\u1ec3 t\u1ea1o c\u00e1c y\u00eau c\u1ea7u ph\u1ee9c t\u1ea1p m\u00e0 kh\u00f4ng c\u1ea7n bi\u1ebft l\u1eadp tr\u00ecnh.<\/p>\n<h3>B\u1ea1n c\u1ea7n m\u1ed9t \u0111i\u1ec1u t\u01b0\u01a1ng \u0111\u1ed3ng kh\u00e1c? H\u00e3y ngh\u0129 v\u1ec1 m\u1ed9t \u0111\u1ee9a tr\u1ebb h\u1ecdc ng\u00f4n ng\u1eef.<\/h3>\n<p>H\u1ecdc t\u1eadp s\u00e2u nh\u01b0 th\u1ebf n\u00e0o: H\u00e3y ngh\u0129 v\u1ec1 b\u1ed9 n\u00e3o c\u1ee7a \u0111\u1ee9a tr\u1ebb.<\/p>\n<p>Gi\u00fap ng\u01b0\u1eddi kh\u00e1c hi\u1ec3u Deep Learning m\u1ed9t l\u1ea7n n\u1eefa c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c th\u00fac \u0111\u1ea9y b\u1eb1ng c\u00e1ch so s\u00e1nh v\u1edbi b\u1ed9 n\u00e3o con ng\u01b0\u1eddi &#8211; \u0111\u1eb7c bi\u1ec7t l\u00e0 c\u1ee7a m\u1ed9t \u0111\u1ee9a tr\u1ebb.<\/p>\n<blockquote><p>Sau khi c\u00f3 \u0111\u1ee7 ph\u1ea3n h\u1ed3i, cu\u1ed1i c\u00f9ng \u0111\u1ee9a tr\u1ebb c\u0169ng h\u00ecnh th\u00e0nh m\u1ed9t m\u00f4 h\u00ecnh suy ngh\u0129 b\u00ean trong v\u1ec1 c\u00e1ch g\u1eafn nh\u00e3n c\u00e1c v\u1eadt th\u1ec3 kh\u00e1c nhau tr\u00ean th\u1ebf gi\u1edbi.<\/p><\/blockquote>\n<p>M\u1ed9t ng\u01b0\u1eddi nh\u00ecn v\u00e0o c\u00e1ch m\u1ed9t \u0111\u1ee9a tr\u1ebb h\u1ecdc ng\u00f4n ng\u1eef: \u0110\u1ee9a tr\u1ebb ch\u1ec9 v\u00e0o m\u1ed9t v\u1eadt th\u1ec3 v\u00e0 n\u00f3i, &#8216;\u00f4 t\u00f4&#8217;. Cha m\u1eb9 c\u1ee7a \u0111\u1ee9a tr\u1ebb ngay l\u1eadp t\u1ee9c cung c\u1ea5p ph\u1ea3n h\u1ed3i: &#8216;Ph\u1ea3i&#8217; ho\u1eb7c &#8216;Kh\u00f4ng, \u0111\u00f3 l\u00e0 m\u1ed9t c\u00e1i b\u00ecnh&#8217;, &#8216;Moshe Kranc, CTO t\u1ea1i Ness Digital Engineering, gi\u1ea3i th\u00edch. Sau khi c\u00f3 \u0111\u1ee7 ph\u1ea3n h\u1ed3i, cu\u1ed1i c\u00f9ng \u0111\u1ee9a tr\u1ebb h\u00ecnh th\u00e0nh m\u1ed9t m\u00f4 h\u00ecnh suy ngh\u0129 b\u00ean trong v\u1ec1 c\u00e1ch g\u1eafn nh\u00e3n c\u00e1c v\u1eadt th\u1ec3 kh\u00e1c nhau tr\u00ean th\u1ebf gi\u1edbi. L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 b\u1ed9 n\u00e3o c\u1ee7a tr\u1ebb t\u1ed5 ch\u1ee9c h\u00e0ng t\u1ef7 t\u1ebf b\u00e0o th\u1ea7n kinh \u0111\u1ec3 \u0111\u01b0a ra c\u00e2u tr\u1ea3 l\u1eddi \u0111\u00fang trong h\u1ea7u h\u1ebft th\u1eddi gian? M\u1ed7i n\u01a1-ron truy\u1ec1n t\u00edn hi\u1ec7u \u0111\u1ebfn c\u00e1c n\u01a1-ron kh\u00e1c, trong m\u1ed9t lo\u1ea1i ph\u00e2n c\u1ea5p ph\u1ee9c t\u1ea1p kh\u00f4ng th\u1ec3 gi\u1ea3i th\u00edch \u0111\u01b0\u1ee3c h\u00ecnh th\u00e0nh d\u1ef1a tr\u00ean ph\u1ea3n h\u1ed3i.<\/p>\n<p>M\u1ed9t c\u00e1ch \u0111\u1ec3 suy ngh\u0129 v\u1ec1 ch\u1eef &#8220;deep&#8221; b\u00ean trong Deep Learning l\u00e0, gi\u1ed1ng nh\u01b0 v\u1edbi b\u1ed9 n\u00e3o con ng\u01b0\u1eddi, ch\u00fang ta kh\u00f4ng nh\u1ea5t thi\u1ebft ph\u1ea3i hi\u1ec3u m\u1ecdi y\u1ebfu t\u1ed1 trong m\u1ed9t quy\u1ebft \u0111\u1ecbnh ho\u1eb7c k\u1ebft qu\u1ea3, v\u00ec n\u00f3 li\u00ean quan \u0111\u1ebfn c\u00e1c c\u1ea5p \u0111\u1ed9 ph\u1ee9c t\u1ea1p ng\u00e0y c\u00e0ng t\u0103ng. Nh\u01b0ng \u0111\u00f3 th\u1ef1c ch\u1ea5t l\u00e0 nh\u1eefng g\u00ec Deep Learning \u0111ang c\u1ed1 g\u1eafng b\u1eaft ch\u01b0\u1edbc: S\u1ef1 ph\u1ee9c t\u1ea1p nh\u01b0ng \u0111\u00e2y s\u1ee9c m\u1ea1nh c\u1ee7a b\u1ed9 n\u00e3o con ng\u01b0\u1eddi.<\/p>\n<p>Ch\u00fang t\u00f4i t\u1ea1o ra m\u1ed9t m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh g\u1ed3m c\u00e1c tri gi\u00e1c, [ho\u1eb7c] c\u00e1c n\u01a1-ron k\u1ef9 thu\u1eadt s\u1ed1, \u0111\u01b0\u1ee3c s\u1eafp x\u1ebfp th\u00e0nh c\u00e1c l\u1edbp, v\u1edbi c\u00e1c tri gi\u00e1c c\u1ee7a m\u1ed7i l\u1edbp \u0111\u01b0\u1ee3c li\u00ean k\u1ebft v\u1edbi c\u00e1c tri gi\u00e1c c\u1ee7a l\u1edbp ti\u1ebfp theo, Kranc n\u00f3i. Sau \u0111\u00f3, ch\u00fang t\u00f4i cung c\u1ea5p d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n, [ch\u1eb3ng h\u1ea1n nh\u01b0] h\u00ecnh \u1ea3nh c\u1ee7a c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng, cho m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh v\u00e0 \u0111\u1ec3 n\u00f3 c\u1ed1 g\u1eafng \u0111o\u00e1n t\u1eebng \u0111\u1ed1i t\u01b0\u1ee3ng l\u00e0 g\u00ec. T\u1ea5t nhi\u00ean, d\u1ef1 \u0111o\u00e1n ban \u0111\u1ea7u c\u1ee7a n\u00f3 s\u1ebd r\u1ea5t th\u00f4 s\u01a1. Nh\u01b0ng khi ch\u00fang t\u00f4i cung c\u1ea5p th\u00f4ng tin ph\u1ea3n h\u1ed3i, m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh s\u1ebd \u0111i\u1ec1u ch\u1ec9nh c\u00e1ch th\u1ee9c c\u00e1c tri gi\u00e1c c\u1ee7a n\u00f3 \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i cho \u0111\u1ebfn khi n\u00f3 t\u1ea1o ra c\u00e1c d\u1ef1 \u0111o\u00e1n c\u00f3 \u0111\u1ed9 ch\u00ednh x\u00e1c cao. T\u1ea1i th\u1eddi \u0111i\u1ec3m \u0111\u00f3, ch\u00fang t\u00f4i c\u00f3 m\u1ed9t m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o c\u00f3 th\u1ec3 g\u1eafn nh\u00e3n c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c cao.<\/p>\n<p>\u0110\u00f3 l\u00e0 ch\u00eca kh\u00f3a cho ti\u1ec1m n\u0103ng l\u00e2u d\u00e0i v\u00e0 \u0111\u1ea7y h\u1ee9a h\u1eb9n c\u1ee7a Deep Learning: N\u00f3 t\u1ef1 c\u1ea3i thi\u1ec7n theo th\u1eddi gian v\u00e0 kh\u00f4ng c\u00f3 gi\u1edbi h\u1ea1n n\u00e0o cho vi\u1ec7c c\u1ea3i ti\u1ebfn \u0111\u00f3. Nh\u01b0ng gi\u1ed1ng nh\u01b0 v\u1edbi vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh c\u1ee7a con ng\u01b0\u1eddi, c\u00f3 th\u1ec3 c\u00f3 m\u1ed9t s\u1ed1 \u0111i\u1ec1u kh\u00f4ng r\u00f5 r\u00e0ng khi gi\u1ea3i m\u00e3 nh\u1eefng quy\u1ebft \u0111\u1ecbnh \u0111\u00f3 \u1edf c\u1ea5p \u0111\u1ed9 chi ti\u1ebft.<\/p>\n<p>Th\u1eadt kh\u00f4ng may, nh\u01b0 v\u1edbi b\u1ed9 n\u00e3o c\u1ee7a tr\u1ebb em, r\u1ea5t kh\u00f3 \u0111\u1ec3 gi\u1ea3i th\u00edch m\u1ed7i l\u1edbp ho\u1eb7c m\u1ed7i tri gi\u00e1c &#8216;bi\u1ebft&#8217; hay &#8216;\u0111\u1ea1i di\u1ec7n&#8217;, b\u1edfi v\u00ec \u0111i\u1ec1u quan tr\u1ecdng kh\u00f4ng ph\u1ea3i l\u00e0 c\u00e1c tri gi\u00e1c ri\u00eang l\u1ebb m\u00e0 l\u00e0 c\u00e1ch ch\u00fang \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i v\u1edbi nhau, Kranc n\u00f3i.<\/p>\n<h3>Deep Learning v\u00e0 nh\u1eefng \u0111\u1ecbnh ki\u1ebfn: M\u1ed9t khu v\u1ef1c nguy hi\u1ec3m<\/h3>\n<p>Gi\u1ed1ng nh\u01b0 c\u00e1c nh\u00e1nh kh\u00e1c c\u1ee7a AI, Deep Learning kh\u00f4ng ph\u1ea3i kh\u00f4ng c\u00f3 nh\u1eefng v\u1ea7n \u0111\u1ec1 quan tr\u1ecdng c\u1ea7n c\u00e2n nh\u1eafc, ch\u1eb3ng h\u1ea1n nh\u01b0 kh\u1ea3 n\u0103ng thi\u00ean v\u1ecb . N\u1ebfu l\u1eddi gi\u1ea3i th\u00edch r\u1ed9ng nh\u1ea5t v\u1ec1 Deep Learning \u0111\u00f3 l\u00e0 m\u1ed9t n\u1ed7 l\u1ef1c ph\u1ea3n chi\u1ebfu b\u1ed9 n\u00e3o c\u1ee7a con ng\u01b0\u1eddi b\u1eb1ng m\u1ed9t c\u00e1i m\u00e1y, th\u00ec n\u00f3 s\u1ebd d\u1eabn \u0111\u1ebfn r\u1eb1ng c\u00e1i m\u00e1y \u0111\u00f3 d\u1ec5 b\u1ecb cu\u1ed1n theo l\u1ed7i c\u1ee7a con ng\u01b0\u1eddi.<\/p>\n<blockquote><p>\u0110i\u1ec1u \u0111\u00f3 l\u00e0 m\u1ed9t l\u00fd do kh\u00e1c \u0111\u1ec3 nh\u1eefng ng\u01b0\u1eddi kh\u00f4ng chuy\u00ean v\u1ec1 k\u1ef9 thu\u1eadt c\u00f3 \u0111\u01b0\u1ee3c \u00edt nh\u1ea5t l\u00e0 s\u1ef1 hi\u1ec3u bi\u1ebft c\u01a1 b\u1ea3n v\u1ec1 Deep Learning v\u00e0 c\u00e1ch th\u1ee9c n\u00f3 ho\u1ea1t \u0111\u1ed9ng.<\/p><\/blockquote>\n<p>Th\u1eadt d\u1ec5 d\u00e0ng \u0111\u1ec3 tin t\u01b0\u1edfng m\u1ed9t c\u00e1ch m\u00f9 qu\u00e1ng v\u00e0o k\u1ebft qu\u1ea3 c\u1ee7a m\u1ed9t thu\u1eadt to\u00e1n Deep Learning, nh\u01b0ng gi\u1ed1ng nh\u01b0 b\u1ea5t k\u1ef3 thu\u1eadt to\u00e1n Machine Learning n\u00e0o, k\u1ebft qu\u1ea3 ch\u1ec9 t\u1ed1t nh\u01b0 d\u1eef li\u1ec7u m\u00e0 \u0111\u01b0\u1ee3c thu\u1eadt to\u00e1n \u0111\u00e0o t\u1ea1o tr\u00ean \u0111\u00f3, theo Bro Brock n\u00f3i. N\u1ebfu d\u1eef li\u1ec7u ch\u1ee9a s\u1ef1 thi\u00ean v\u1ecb v\u00f4 th\u1ee9c ho\u1eb7c c\u00e1c v\u1ea5n \u0111\u1ec1 v\u1edbi s\u1ef1 c\u00f4ng b\u1eb1ng, Machine Learning c\u00f3 th\u1ec3 sao ch\u00e9p c\u00e1c v\u1ea5n \u0111\u1ec1 \u0111\u00f3. Nh\u1eefng m\u1ed1i quan t\u00e2m v\u1ec1 \u0111\u1ea1o \u0111\u1ee9c n\u00e0y r\u1ea5t quan tr\u1ecdng c\u1ea7n ghi nh\u1edb khi ch\u00fang ta s\u1eed d\u1ee5ng c\u00e1c \u1ee9ng d\u1ee5ng khai th\u00e1c Deep Learning.<\/p>\n<p>\u0110i\u1ec1u \u0111\u00f3 l\u00e0 m\u1ed9t l\u00fd do kh\u00e1c \u0111\u1ec3 nh\u1eefng ng\u01b0\u1eddi kh\u00f4ng chuy\u00ean v\u1ec1 k\u1ef9 thu\u1eadt c\u00f3 \u0111\u01b0\u1ee3c \u00edt nh\u1ea5t l\u00e0 s\u1ef1 hi\u1ec3u bi\u1ebft c\u01a1 b\u1ea3n v\u1ec1 Deep Learning v\u00e0 c\u00e1ch th\u1ee9c n\u00f3 ho\u1ea1t \u0111\u1ed9ng. Tr\u00ean th\u1ef1c t\u1ebf, Brock l\u01b0u \u00fd r\u1eb1ng khi c\u00e1c \u1ee9ng d\u1ee5ng c\u1ee7a h\u1ecdc t\u1eadp s\u00e2u v\u00e0 c\u00e1c m\u00f4n h\u1ecdc AI kh\u00e1c ph\u00e1t tri\u1ec3n trong cu\u1ed9c s\u1ed1ng h\u00e0ng ng\u00e0y c\u1ee7a ch\u00fang ta &#8211; t\u1eeb c\u00e1c t\u01b0\u01a1ng t\u00e1c d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng \u0111\u1ebfn c\u00e1c ch\u1ea9n \u0111o\u00e1n y t\u1ebf, ch\u1eb3ng h\u1ea1n &#8211; s\u1ebd r\u1ea5t quan tr\u1ecdng \u0111\u1ed1i v\u1edbi m\u1ecdi ng\u01b0\u1eddi \u0111\u1ec3 hi\u1ec3u v\u1ec1 c\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a n\u00f3.<\/p>\n<p>T\u01b0\u01a1ng t\u1ef1 nh\u01b0 v\u1eady, gi\u1ed1ng nh\u01b0 v\u1edbi c\u00e1c ph\u00e1t tri\u1ec3n c\u00f4ng ngh\u1ec7 quan tr\u1ecdng kh\u00e1c, kh\u00f4ng ai c\u00f3 th\u1ec3 mong \u0111\u1ee3i n\u00f3 m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng, nh\u01b0 l\u00e0 \u0111i\u1ec1u m\u1eb7c nhi\u00ean.<\/p>\n<p>N\u00f3i m\u1ed9t c\u00e1ch c\u00f4ng b\u1eb1ng, \u0111\u00f3 kh\u00f4ng ph\u1ea3i l\u00e0 m\u1ed9t b\u1eefa tr\u01b0a mi\u1ec5n ph\u00ed. Deep Learning l\u00e0 m\u1ed9t &#8216;ng\u01b0\u1eddi h\u1ecdc&#8217; r\u1ea5t th\u00f4ng minh nh\u01b0ng c\u0169ng l\u00e0 m\u1ed9t &#8216;ng\u01b0\u1eddi h\u1ecdc&#8217; r\u1ea5t ch\u1eadm. N\u00f3 c\u1ea7n h\u00e0ng tr\u0103m ng\u00e0n v\u00ed d\u1ee5 \u0111\u1ec3 t\u00ecm ra gi\u1ea3i ph\u00e1p cho v\u1ea5n \u0111\u1ec1 m\u1eabu m\u00e0 ng\u01b0\u1eddi d\u00f9ng \u0111\u1eb7t ra. Nh\u1eefng \u0111\u1ed9t ph\u00e1 m\u1edbi v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p nh\u01b0 h\u1ecdc chuy\u1ec3n giao cho ph\u00e9p c\u00e1c thu\u1eadt to\u00e1n Deep Learning h\u1ecdc \u0111\u01b0\u1ee3c v\u1edbi m\u1ed9t ph\u1ea7n r\u1ea5t nh\u1ecf trong kh\u1ed1i l\u01b0\u1ee3ng c\u00e1c v\u00ed d\u1ee5 \u0111\u00e0o t\u1ea1o th\u01b0\u1eddng \u0111\u01b0\u1ee3c y\u00eau c\u1ea7u. B\u1ea5t k\u1ec3, l\u1ea7n \u0111\u1ea7u ti\u00ean ch\u00fang ta chuy\u1ec3n t\u1eeb vi\u1ec7c c\u1ea7n ph\u1ea3i h\u1ecdc n\u00f3i ng\u00f4n ng\u1eef c\u1ee7a m\u00e1y t\u00ednh sang vi\u1ec7c h\u1ecdc n\u00f3i ti\u1ebfng c\u1ee7a ch\u00fang ta.<\/p>\n<h3>Transfer Learning l\u00e0 g\u00ec?<\/h3>\n<p>Transfer Learning kh\u00f4ng ph\u1ea3i l\u00e0 m\u1ed9t kh\u00e1i ni\u1ec7m m\u1edbi &#8211; v\u00ed d\u1ee5, c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u c\u1ee7a \u0110\u1ea1i h\u1ecdc Wisconsin \u0111\u00e3 vi\u1ebft v\u1ec1 n\u00f3 v\u00e0o n\u0103m 2009 &#8211; nh\u01b0ng d\u01b0\u1eddng nh\u01b0 n\u00f3 s\u1ebd tr\u1edf th\u00e0nh m\u1ed9t l\u0129nh v\u1ef1c l\u00e0m gia t\u0103ng s\u1ef1 quan t\u00e2m \u0111\u1ebfn Machine Learning. Trong m\u1ed9t b\u00e0i vi\u1ebft tr\u00ean trang <em>Medium<\/em>, ng\u01b0\u1eddi s\u00e1ng l\u1eadp KC AI Lab, Brian Curry \u0111\u1ecbnh ngh\u0129a Transfer Learning l\u00e0 m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p Machine Learning trong \u0111\u00f3 m\u1ed9t m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n cho m\u1ed9t nhi\u1ec7m v\u1ee5 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng l\u1ea1i l\u00e0m \u0111i\u1ec3m kh\u1edfi \u0111\u1ea7u cho m\u1ed9t m\u00f4 h\u00ecnh trong nhi\u1ec7m v\u1ee5 th\u1ee9 hai. H\u1ecdc chuy\u1ec3n giao kh\u00e1c v\u1edbi Machine Learning truy\u1ec1n th\u1ed1ng \u1edf ch\u1ed7 n\u00f3 l\u00e0 vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc \u0111\u00e3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng cho m\u1ed9t nhi\u1ec7m v\u1ee5 kh\u00e1c \u0111\u1ec3 b\u1eaft \u0111\u1ea7u qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n cho m\u1ed9t nhi\u1ec7m v\u1ee5 ho\u1eb7c v\u1ea5n \u0111\u1ec1 m\u1edbi.<\/p>\n<p>N\u00f3i c\u00e1ch kh\u00e1c, \u0111\u00f3 l\u00e0 s\u1ef1 theo \u0111u\u1ed5i \u0111\u1ec3 ti\u1ebfp c\u1eadn Machine Learning &#8211; v\u00e0 sau \u0111\u00f3 l\u00e0 m\u00f4n h\u1ecdc ph\u1ee5 c\u1ee7a Deep Learning &#8211; c\u00f3 th\u1ec3 t\u00e1i s\u1eed d\u1ee5ng nhi\u1ec1u h\u01a1n, tr\u00e1i ng\u01b0\u1ee3c v\u1edbi c\u00e1c m\u00f4 h\u00ecnh s\u1eed d\u1ee5ng m\u1ed9t l\u1ea7n ph\u1ed5 bi\u1ebfn h\u01a1n, kh\u00f4ng r\u00fat ng\u1eafn th\u1eddi gian h\u1ecdc t\u1eadp trong c\u00e1c nhi\u1ec7m v\u1ee5 m\u1edbi.<\/p>\n<p>M\u1ed9t l\u1ea7n n\u1eefa, c\u00f3 r\u1ea5t nhi\u1ec1u thu\u1eadt ng\u1eef AI b\u00ean ngo\u00e0i &#8211; c\u00f3 l\u1ebd nhi\u1ec1u h\u01a1n r\u1ea5t nhi\u1ec1u so v\u1edbi h\u1ea7u h\u1ebft m\u1ecdi ng\u01b0\u1eddi c\u1ea7n bi\u1ebft. Transfer Learning c\u00f3 th\u1ec3 l\u00e0 m\u1ed9t t\u1eadp h\u1ee3p con kh\u00f4ng c\u1ea7n ph\u1ea3i c\u00f3 tr\u00ean &#8220;t\u1ea7m ph\u1ee7 s\u00f3ng&#8221; c\u1ee7a m\u1ecdi ng\u01b0\u1eddi tr\u1eeb khi h\u1ecd th\u1ef1c s\u1ef1 l\u00e0m vi\u1ec7c tr\u00ean Machine Learning ho\u1eb7c c\u00e1c m\u00f4n h\u1ecdc AI kh\u00e1c. Deep Learning, m\u1eb7t kh\u00e1c, \u0111\u00e3 \u0111\u00e1ng \u0111\u1ec3 gi\u1ea3i th\u00edch cho m\u1ed9t \u0111\u1ed1i t\u01b0\u1ee3ng r\u1ed9ng l\u1edbn h\u01a1n nhi\u1ec1u trong t\u1ed5 ch\u1ee9c c\u1ee7a ch\u00fang ta.<\/p>\n<p>Deep Learning ng\u00e0y c\u00e0ng tr\u1edf th\u00e0nh m\u1ed9t ph\u1ea7n trong cu\u1ed9c s\u1ed1ng h\u00e0ng ng\u00e0y c\u1ee7a ch\u00fang ta v\u00e0 \u0111i\u1ec1u quan tr\u1ecdng \u0111\u1ed1i v\u1edbi [m\u1ecdi ng\u01b0\u1eddi] l\u00e0 hi\u1ec3u \u0111\u01b0\u1ee3c nh\u1eefng \u0111i\u1ec1u c\u01a1 b\u1ea3n v\u1ec1 c\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a n\u00f3, theo Bro Brock n\u00f3i.<\/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>Deep Learning l&agrave; g&igrave;? N&oacute; ho&#7841;t &#273;&#7897;ng nh&#432; th&#7871; n&agrave;o? S&#7921; kh&aacute;c bi&#7879;t gi&#7919;a Machine Learning (h&#7885;c m&aacute;y) v&agrave; Deep Learning (h&#7885;c s&acirc;u) l&agrave; g&igrave;? Ch&uacute;ng t&ocirc;i chia nh&#7887; ph&acirc;n nh&aacute;nh c&#7911;a tr&iacute; tu&#7879; nh&acirc;n t&#7841;o n&agrave;y theo c&aacute;ch &#273;&#417;n gi&#7843;n &#273;&#7875; b&#7841;n c&oacute; th&#7875; gi&#7843;i th&iacute;ch n&oacute; &ndash; ngay c&#7843; v&#7899;i nh&#7919;ng ng&#432;&#7901;i kh&ocirc;ng&#8230;<\/p>\n","protected":false},"author":2,"featured_media":2076,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,1],"tags":[7,12],"class_list":["post-2073","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-tong-hop","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 l\u00e0 g\u00ec? L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 gi\u1ea3i th\u00edch n\u00f3 m\u1ed9t c\u00e1ch d\u1ec5 hi\u1ec3u nh\u1ea5t? - 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\/lam-the-nao-de-giai-thich-deep-learning-hoc-sau-mot-cach-de-hieu-nhat-p2073\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Deep Learning l\u00e0 g\u00ec? L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 gi\u1ea3i th\u00edch n\u00f3 m\u1ed9t c\u00e1ch d\u1ec5 hi\u1ec3u nh\u1ea5t? - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"Deep Learning l&agrave; g&igrave;? N&oacute; ho&#7841;t &#273;&#7897;ng nh&#432; th&#7871; n&agrave;o? S&#7921; kh&aacute;c bi&#7879;t gi&#7919;a Machine Learning (h&#7885;c m&aacute;y) v&agrave; Deep Learning (h&#7885;c s&acirc;u) l&agrave; g&igrave;? Ch&uacute;ng t&ocirc;i chia nh&#7887; ph&acirc;n nh&aacute;nh c&#7911;a tr&iacute; tu&#7879; nh&acirc;n t&#7841;o n&agrave;y theo c&aacute;ch &#273;&#417;n gi&#7843;n &#273;&#7875; b&#7841;n c&oacute; th&#7875; gi&#7843;i th&iacute;ch n&oacute; &ndash; ngay c&#7843; v&#7899;i nh&#7919;ng ng&#432;&#7901;i kh&ocirc;ng...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/07\/cio_ai.png\" \/>\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=\"19 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\\\/lam-the-nao-de-giai-thich-deep-learning-hoc-sau-mot-cach-de-hieu-nhat-p2073\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/lam-the-nao-de-giai-thich-deep-learning-hoc-sau-mot-cach-de-hieu-nhat-p2073\\\/\"},\"author\":{\"name\":\"Vanito Hoang\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/feccec179330cfebfaa805639a357d18\"},\"headline\":\"Deep Learning l\u00e0 g\u00ec? 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