{"id":17240,"date":"2025-05-05T14:43:56","date_gmt":"2025-05-05T07:43:56","guid":{"rendered":"https:\/\/base.vn\/blog\/?p=17240"},"modified":"2025-09-05T11:24:00","modified_gmt":"2025-09-05T04:24:00","slug":"deep-learning-la-gi","status":"publish","type":"post","link":"https:\/\/base.vn\/blog\/deep-learning-la-gi\/","title":{"rendered":"Deep Learning l\u00e0 g\u00ec? T\u00ecm hi\u1ec3u c\u00e1ch m\u00e1y h\u1ecdc s\u00e2u ho\u1ea1t \u0111\u1ed9ng"},"content":{"rendered":"\n<p>N\u1ebfu doanh nghi\u1ec7p quan t\u00e2m \u0111\u1ebfn tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI), ch\u1eafc h\u1eb3n kh\u00f4ng th\u1ec3 b\u1ecf qua Deep Learning, hay c\u00f2n g\u1ecdi l\u00e0 H\u1ecdc s\u00e2u, m\u1ed9t c\u00f4ng ngh\u1ec7 cho ph\u00e9p m\u00e1y t\u00ednh h\u1ecdc t\u1eadp, suy lu\u1eadn v\u00e0 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n b\u1eb1ng c\u00e1ch m\u00f4 ph\u1ecfng ho\u1ea1t \u0111\u1ed9ng n\u00e3o ng\u01b0\u1eddi. V\u1eady, Deep\u202fLearning l\u00e0 g\u00ec? C\u01a1 ch\u1ebf ho\u1ea1t \u0111\u1ed9ng ra sao? V\u00e0 n\u00f3 mang \u0111\u1ebfn nh\u1eefng l\u1ee3i \u00edch, \u1ee9ng d\u1ee5ng n\u00e0o cho c\u00f4ng vi\u1ec7c l\u1eabn \u0111\u1eddi s\u1ed1ng? H\u00e3y c\u00f9ng <a href=\"https:\/\/base.vn\/?utm_source=base-blog&amp;utm_content=base.vn\/deep-learning\/\" target=\"_blank\" rel=\"noreferrer noopener\">Base.vn<\/a> kh\u00e1m ph\u00e1 ngay sau \u0111\u00e2y.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-1-deep-learning-la-gi\"><strong>1. Deep learning l\u00e0 g\u00ec?<\/strong><\/h2>\n\n\n\n<p><strong>Deep Learning hay \u0111\u01b0\u1ee3c hi\u1ec3u l\u00e0 \u201cH\u1ecdc s\u00e2u\u201d<\/strong>, l\u00e0 m\u1ed9t nh\u00e1nh nh\u1ecf c\u1ee7a Machine Learning (H\u1ecdc m\u00e1y). N\u1ebfu nh\u01b0 h\u1ecdc m\u00e1y cho ph\u00e9p m\u00e1y t\u00ednh h\u1ecdc h\u1ecfi t\u1eeb d\u1eef li\u1ec7u \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n, th\u00ec h\u1ecdc s\u00e2u l\u00e0 b\u01b0\u1edbc ti\u1ebfn xa h\u01a1n khi n\u00f3 gi\u00fap m\u00e1y t\u00ednh t\u1ef1 h\u1ecdc t\u1eeb c\u00e1c m\u1eabu\/v\u00ed d\u1ee5 v\u00e0 th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5 c\u1ee5 th\u1ec3, t\u01b0\u01a1ng t\u1ef1 nh\u01b0 c\u00e1ch con ng\u01b0\u1eddi t\u01b0 duy t\u1eeb kinh nghi\u1ec7m th\u1ef1c t\u1ebf.<\/p>\n\n\n\n<p>Gi\u1ea3 s\u1eed, ch\u00fang ta mu\u1ed1n d\u1ea1y m\u00e1y t\u00ednh nh\u1eadn di\u1ec7n m\u1ed9t con m\u00e8o. Thay v\u00ec l\u1eadp tr\u00ecnh cho m\u00e1y c\u00e1ch nh\u1eadn bi\u1ebft t\u1eebng \u0111\u1eb7c \u0111i\u1ec3m nh\u01b0 tai nh\u1ecdn, ria m\u00e9p hay \u0111u\u00f4i d\u00e0i, ch\u00fang ta ch\u1ec9 c\u1ea7n cho m\u00e1y xem h\u00e0ng ngh\u00ecn b\u1ee9c \u1ea3nh v\u1ec1 lo\u00e0i m\u00e8o trong th\u1ef1c t\u1ebf. Qua \u0111\u00f3, m\u00e1y t\u00ednh s\u1ebd t\u1ef1 nh\u1eadn ra nh\u1eefng \u0111i\u1ec3m gi\u1ed1ng nhau (m\u1eabu chung) trong c\u00e1c b\u1ee9c \u1ea3nh \u0111\u00f3, v\u00e0 h\u1ecdc c\u00e1ch ph\u00e2n bi\u1ec7t m\u00e8o v\u1edbi c\u00e1c lo\u00e0i v\u1eadt kh\u00e1c. \u0110\u00f3 ch\u00ednh l\u00e0 b\u1ea3n ch\u1ea5t c\u1ee7a Deep Learning.<\/p>\n\n\n\n<p>V\u1ec1 m\u1eb7t k\u1ef9 thu\u1eadt, Deep Learning (DL) s\u1eed d\u1ee5ng m\u1ed9t th\u1ee9 g\u1ecdi l\u00e0 m\u1ea1ng n\u01a1-ron nh\u00e2n t\u1ea1o (Artificial Neural Networks), m\u00f4 ph\u1ecfng c\u1ea5u tr\u00fac n\u00e3o b\u1ed9 con ng\u01b0\u1eddi v\u00e0 c\u0169ng c\u00f3 kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch, x\u1eed l\u00fd v\u00e0 hi\u1ec3u th\u00f4ng tin. C\u1ee5 th\u1ec3, c\u00e1c m\u1ea1ng n\u01a1-ron n\u00e0y \u201cb\u1eaft ch\u01b0\u1edbc\u201d c\u00e1ch ho\u1ea1t \u0111\u1ed9ng c\u1ee7a c\u00e1c t\u1ebf b\u00e0o th\u1ea7n kinh trong b\u1ed9 n\u00e3o, bao g\u1ed3m c\u00e1c l\u1edbp n\u00fat (layers of nodes) \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i v\u1edbi nhau. C\u00e0ng c\u00f3 nhi\u1ec1u l\u1edbp (layers) th\u00ec m\u1ea1ng n\u01a1-ron c\u00e0ng &#8220;s\u00e2u&#8221;, v\u00e0 c\u00e0ng c\u00f3 nhi\u1ec1u kh\u1ea3 n\u0103ng x\u1eed l\u00fd nh\u1eefng d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p, c\u0169ng nh\u01b0 th\u1ef1c hi\u1ec7n nh\u1eefng nhi\u1ec7m v\u1ee5 tinh vi h\u01a1n.<\/p>\n\n\n\n<p>Th\u1eadt ra, \u201cm\u1ea1ng n\u01a1-ron nh\u00e2n t\u1ea1o\u201d v\u00e0 \u201ch\u1ecdc s\u00e2u\u201d kh\u00f4ng ph\u1ea3i l\u00e0 nh\u1eefng \u00fd t\u01b0\u1edfng qu\u00e1 m\u1edbi m\u1ebb, m\u00e0 ch\u00fang \u0111\u00e3 xu\u1ea5t hi\u1ec7n t\u1eeb nh\u1eefng n\u0103m 60 c\u1ee7a th\u1ebf k\u1ef7 tr\u01b0\u1edbc. Tuy nhi\u00ean, m\u00e3i cho \u0111\u1ebfn nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y, nh\u1edd s\u1ef1 b\u00f9ng n\u1ed5 c\u1ee7a Big Data (d\u1eef li\u1ec7u l\u1edbn) v\u00e0 c\u1ea3i ti\u1ebfn trong c\u00f4ng ngh\u1ec7 t\u00ednh to\u00e1n, Deep Learning m\u1edbi th\u1eadt s\u1ef1 c\u1ea5t c\u00e1nh v\u00e0 t\u1ea1o ra nh\u1eefng gi\u00e1 tr\u1ecb \u0111\u1ed9t ph\u00e1 trong nhi\u1ec1u l\u0129nh v\u1ef1c.<\/p>\n\n\n\n<p>C\u00e1c h\u1ec7 th\u1ed1ng DL hi\u1ec7n nay c\u00f3 th\u1ec3 h\u1ecdc t\u1eadp t\u1eeb h\u00e0ng tri\u1ec7u, th\u1eadm ch\u00ed h\u00e0ng t\u1ef7 \u0111i\u1ec3m d\u1eef li\u1ec7u (nh\u01b0 l\u00e0 h\u00ecnh \u1ea3nh, \u00e2m thanh, ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean,&#8230;) \u0111\u1ec3 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c m\u00e0 kh\u00f4ng c\u1ea7n con ng\u01b0\u1eddi ph\u1ea3i t\u1ef1 tay l\u1eadp tr\u00ecnh.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/deep-learning-la-gi-1024x576.webp\" alt=\"Deep Learning l\u00e0 g\u00ec\" class=\"wp-image-17245\" srcset=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/deep-learning-la-gi-1024x576.webp 1024w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/deep-learning-la-gi-300x169.webp 300w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/deep-learning-la-gi-768x432.webp 768w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/deep-learning-la-gi-1536x864.webp 1536w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/deep-learning-la-gi.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-2-vi-sao-deep-learning-ngay-cang-tr\u1edf-nen-quan-tr\u1ecdng\"><strong>2. V\u00ec sao Deep Learning ng\u00e0y c\u00e0ng tr\u1edf n\u00ean quan tr\u1ecdng?<\/strong><\/h2>\n\n\n\n<p>Trong th\u1ebf gi\u1edbi <a href=\"https:\/\/base.vn\/blog\/cong-nghe-ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o AI<\/a>, Deep Learning ng\u00e0y c\u00e0ng ch\u1ee9ng t\u1ecf \u0111\u01b0\u1ee3c s\u1ee9c h\u00fat v\u00e0 t\u1ea7m quan tr\u1ecdng th\u00f4ng qua nh\u1eefng kh\u00eda c\u1ea1nh sau:<\/p>\n\n\n\n<p><strong>\u2013 X\u1eed l\u00fd d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac: <\/strong>C\u00e1c m\u00f4 h\u00ecnh DL c\u00f3&nbsp; kh\u1ea3 n\u0103ng l\u00e0m vi\u1ec7c tr\u1ef1c ti\u1ebfp v\u1edbi d\u1eef li\u1ec7u ch\u01b0a qua chu\u1ea9n h\u00f3a, ch\u1eb3ng h\u1ea1n nh\u01b0 v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh, video ho\u1eb7c \u00e2m thanh. Nh\u1edd \u0111\u00f3, ch\u00fang ta kh\u00f4ng c\u1ea7n ph\u1ea3i t\u1ed1n th\u1eddi gian v\u00e0 ngu\u1ed3n l\u1ef1c cho vi\u1ec7c chu\u1ea9n h\u00f3a d\u1eef li\u1ec7u tr\u01b0\u1edbc khi ph\u00e2n t\u00edch.<\/p>\n\n\n\n<p><strong>\u2013 X\u1eed l\u00fd d\u1eef li\u1ec7u l\u1edbn:<\/strong> Nh\u1edd s\u1ef1 h\u1ed7 tr\u1ee3 c\u1ee7a c\u00e1c \u0111\u01a1n v\u1ecb x\u1eed l\u00fd \u0111\u1ed3 h\u1ecda (GPU), c\u00e1c m\u00f4 h\u00ecnh DL c\u00f3 th\u1ec3 ph\u00e2n t\u00edch v\u00e0 h\u1ecdc t\u1eeb h\u00e0ng tri\u1ec7u d\u00f2ng d\u1eef li\u1ec7u v\u1edbi t\u1ed1c \u0111\u1ed9 c\u1ef1c k\u1ef3 nhanh. \u0110\u00e2y l\u00e0 n\u1ec1n m\u00f3ng quan tr\u1ecdng cho c\u00e1c h\u1ec7 th\u1ed1ng AI c\u1ea7n ph\u1ea3n h\u1ed3i theo th\u1eddi gian th\u1ef1c ho\u1eb7c \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n tr\u00ean quy m\u00f4 l\u1edbn.<\/p>\n\n\n\n<p><strong>\u2013 \u0110\u1ed9 ch\u00ednh x\u00e1c v\u01b0\u1ee3t tr\u1ed9i: <\/strong>Nh\u1edd kh\u1ea3 n\u0103ng h\u1ecdc s\u00e2u t\u1eeb d\u1eef li\u1ec7u, c\u00e1c m\u00f4 h\u00ecnh DL c\u00f3 th\u1ec3 cung c\u1ea5p c\u00e1c k\u1ebft qu\u1ea3 ch\u00ednh x\u00e1c cao trong c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 th\u1ecb gi\u00e1c m\u00e1y t\u00ednh (nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t, v\u1eadt th\u1ec3), x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (d\u1ecbch thu\u1eadt t\u1ef1 \u0111\u1ed9ng, ph\u00e2n t\u00edch c\u1ea3m x\u00fac), x\u1eed l\u00fd \u00e2m thanh (nh\u1eadn bi\u1ebft gi\u1ecdng n\u00f3i, l\u1ecdc ti\u1ebfng \u1ed3n).<\/p>\n\n\n\n<p><strong>\u2013 T\u1ef1 \u0111\u1ed9ng nh\u1eadn d\u1ea1ng m\u1eabu d\u1eef li\u1ec7u: <\/strong>Kh\u00e1c v\u1edbi c\u00e1c m\u00f4 h\u00ecnh truy\u1ec1n th\u1ed1ng c\u1ea7n s\u1ef1 can thi\u1ec7p t\u1eeb k\u1ef9 s\u01b0 d\u1eef li\u1ec7u, DL c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 h\u1ecdc v\u00e0 ph\u00e1t hi\u1ec7n m\u1ecdi lo\u1ea1i m\u1eabu (patterns) trong d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch \u0111\u1ed9c l\u1eadp. Nh\u1edd \u0111i\u1ec1u n\u00e0y m\u00e0 h\u1ec7 th\u1ed1ng th\u00edch nghi t\u1ed1t h\u01a1n v\u1edbi c\u00e1c t\u00ecnh hu\u1ed1ng m\u1edbi.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/vi-sao-deep-learning-lai-quan-trong-1024x576.webp\" alt=\"V\u00ec sao deep learning l\u1ea1i quan tr\u1ecdng\" class=\"wp-image-17249\" srcset=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/vi-sao-deep-learning-lai-quan-trong-1024x576.webp 1024w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/vi-sao-deep-learning-lai-quan-trong-300x169.webp 300w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/vi-sao-deep-learning-lai-quan-trong-768x432.webp 768w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/vi-sao-deep-learning-lai-quan-trong-1536x864.webp 1536w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/vi-sao-deep-learning-lai-quan-trong.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-3-thanh-ph\u1ea7n-c\u1ed1t-loi-c\u1ee7a-deep-learning\"><strong>3. Th\u00e0nh ph\u1ea7n c\u1ed1t l\u00f5i c\u1ee7a Deep Learning<\/strong><\/h2>\n\n\n\n<p>Tr\u01b0\u1edbc khi t\u00ecm hi\u1ec3u s\u00e2u h\u01a1n v\u1ec1 c\u00e1c m\u00f4 h\u00ecnh v\u00e0 \u1ee9ng d\u1ee5ng th\u1ef1c ti\u1ec5n c\u1ee7a Deep Learning, ch\u00fang ta c\u1ea7n n\u1eafm r\u00f5 nh\u1eefng th\u00e0nh ph\u1ea7n c\u01a1 b\u1ea3n t\u1ea1o n\u00ean s\u1ef1 kh\u00e1c bi\u1ec7t v\u00e0 gi\u00e1 tr\u1ecb c\u1ee7a c\u00f4ng ngh\u1ec7 n\u00e0y. V\u1ec1 c\u01a1 b\u1ea3n, h\u1ecdc s\u00e2u \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng d\u1ef1a tr\u00ean 3 y\u1ebfu t\u1ed1 ch\u00ednh: m\u1ea1ng n\u01a1-ron, m\u1ea1ng n\u01a1-ron s\u00e2u v\u00e0 c\u00e1c h\u00e0m k\u00edch ho\u1ea1t.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-1-m\u1ea1ng-n\u01a1-ron-neural-networks\"><strong>3.1 M\u1ea1ng n\u01a1-ron (Neural networks)<\/strong><\/h3>\n\n\n\n<p>\u0110\u00e2y l\u00e0 tr\u1ecdng t\u00e2m c\u1ee7a Deep Learning, l\u00e0 c\u00e1c m\u00f4 h\u00ecnh t\u00ednh to\u00e1n \u0111\u01b0\u1ee3c l\u1ea5y c\u1ea3m h\u1ee9ng t\u1eeb c\u00e1ch b\u1ed9 n\u00e3o con ng\u01b0\u1eddi ho\u1ea1t \u0111\u1ed9ng. C\u00e1c m\u1ea1ng n\u01a1-ron n\u00e0y bao g\u1ed3m c\u00e1c \u201cn\u00fat\u201d (c\u00f2n g\u1ecdi l\u00e0 n\u01a1-ron nh\u00e2n t\u1ea1o) \u0111\u01b0\u1ee3c li\u00ean k\u1ebft v\u1edbi nhau. M\u1ed7i n\u00fat c\u00f3 th\u1ec3 ti\u1ebfp nh\u1eadn th\u00f4ng tin, x\u1eed l\u00fd v\u00e0 truy\u1ec1n t\u00edn hi\u1ec7u sang c\u00e1c n\u00fat kh\u00e1c.<\/p>\n\n\n\n<p>T\u01b0\u01a1ng t\u1ef1 nh\u01b0 b\u1ed9 n\u00e3o c\u00f3 c\u00e1c v\u00f9ng \u0111\u1ea3m nh\u1eadn nh\u1eefng nhi\u1ec7m v\u1ee5 kh\u00e1c nhau, m\u1ea1ng n\u01a1-ron c\u0169ng c\u00f3 c\u00e1c l\u1edbp, m\u1ed7i l\u1edbp ph\u1ee5 tr\u00e1ch m\u1ed9t ch\u1ee9c n\u0103ng ri\u00eang nh\u01b0 x\u1eed l\u00fd h\u00ecnh \u1ea3nh, ph\u00e2n t\u00edch ng\u1eef ngh\u0129a hay ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng. Khi c\u00e1c l\u1edbp n\u00e0y k\u1ebft h\u1ee3p, ch\u00fang gi\u00fap h\u1ec7 th\u1ed1ng h\u1ecdc h\u1ecfi v\u00e0 h\u00e0nh \u0111\u1ed9ng th\u00f4ng minh h\u01a1n.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-2-m\u1ea1ng-n\u01a1-ron-sau-deep-neural-networks\"><strong>3.2 M\u1ea1ng n\u01a1-ron s\u00e2u (Deep neural networks)<\/strong><\/h3>\n\n\n\n<p>\u0110i\u1ec1u l\u00e0m n\u00ean \u201c\u0111\u1ed9 s\u00e2u\u201d cho m\u1ea1ng n\u01a1-ron l\u00e0 s\u1ed1 l\u1edbp n\u1eb1m gi\u1eefa \u0111\u1ea7u v\u00e0o (n\u01a1i nh\u1eadn d\u1eef li\u1ec7u th\u00f4 t\u1eeb b\u00ean ngo\u00e0i) v\u00e0 \u0111\u1ea7u ra (k\u1ebft qu\u1ea3 ho\u1eb7c d\u1ef1 \u0111o\u00e1n). M\u1ea1ng n\u01a1-ron s\u00e2u c\u00e0ng c\u00f3 nhi\u1ec1u l\u1edbp, th\u00ec c\u00e0ng c\u00f3 kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch tinh vi v\u00e0 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c h\u01a1n.<\/p>\n\n\n\n<p>Nh\u1edd c\u1ea5u tr\u00fac \u201cs\u00e2u\u201d n\u00e0y, Deep Learning c\u00f3 th\u1ec3 t\u1ef1 n\u00e2ng cao kh\u1ea3 n\u0103ng nh\u1eadn di\u1ec7n c\u00e1c \u0111i\u1ec3m ph\u1ee9c t\u1ea1p trong d\u1eef li\u1ec7u, t\u1eeb \u0111\u01b0\u1eddng n\u00e9t \u0111\u01a1n gi\u1ea3n \u0111\u1ebfn khu\u00f4n m\u1eb7t, t\u1eeb \u00e2m thanh c\u01a1 b\u1ea3n \u0111\u1ebfn gi\u1ecdng n\u00f3i, t\u1eeb c\u1ee5m t\u1eeb \u0111\u1ebfn \u00fd ngh\u0129a ng\u1eef c\u1ea3nh. Ch\u00ednh \u0111i\u1ec1u n\u00e0y t\u1ea1o n\u00ean s\u1ee9c m\u1ea1nh v\u01b0\u1ee3t tr\u1ed9i c\u1ee7a h\u1ecdc s\u00e2u trong vi\u1ec7c gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 c\u00f3 \u0111\u1ed9 kh\u00f3 cao.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-3-cac-ham-kich-ho\u1ea1t-activation-functions\"><strong>3.3 C\u00e1c h\u00e0m k\u00edch ho\u1ea1t (Activation functions)<\/strong><\/h3>\n\n\n\n<p>Trong m\u1ea1ng n\u01a1-ron, c\u00e1c h\u00e0m k\u00edch ho\u1ea1t ch\u00ednh l\u00e0 \u201cnh\u1eefng ng\u01b0\u1eddi \u0111i\u1ec1u ph\u1ed1i\u201d. Ch\u00fang quy\u1ebft \u0111\u1ecbnh xem th\u00f4ng tin n\u00e0o s\u1ebd \u0111\u01b0\u1ee3c truy\u1ec1n \u0111\u1ebfn l\u1edbp n\u01a1-ron ti\u1ebfp theo. Nh\u1edd nh\u1eefng h\u00e0m n\u00e0y m\u00e0 m\u00f4 h\u00ecnh DL kh\u00f4ng ch\u1ec9 h\u1ecdc thu\u1ed9c m\u00e0 c\u00f2n c\u00f3 kh\u1ea3 n\u0103ng ph\u00e2n bi\u1ec7t v\u00e0 suy lu\u1eadn s\u1eafc th\u00e1i, gi\u00fap DL tr\u1edf n\u00ean linh ho\u1ea1t v\u00e0 th\u00edch \u1ee9ng t\u1ed1t h\u01a1n v\u1edbi d\u1eef li\u1ec7u v\u00e0 m\u00f4i tr\u01b0\u1eddng m\u1edbi.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/thanh-phan-cot-loi-cua-deep-learning-1024x683.webp\" alt=\"Th\u00e0nh ph\u1ea7n c\u00f3t l\u1ed7i c\u1ee7a Deep Learning\" class=\"wp-image-17251\" srcset=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/thanh-phan-cot-loi-cua-deep-learning-1024x683.webp 1024w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/thanh-phan-cot-loi-cua-deep-learning-300x200.webp 300w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/thanh-phan-cot-loi-cua-deep-learning-768x512.webp 768w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/thanh-phan-cot-loi-cua-deep-learning-1536x1024.webp 1536w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/thanh-phan-cot-loi-cua-deep-learning.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-4-thu\u1eadt-toan-deep-learning-ho\u1ea1t-d\u1ed9ng-nh\u01b0-th\u1ebf-nao\"><strong>4. Thu\u1eadt to\u00e1n Deep Learning ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o?<\/strong><\/h2>\n\n\n\n<p>C\u00e1c thu\u1eadt to\u00e1n trong Deep Learning th\u01b0\u1eddng \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n th\u00f4ng qua vi\u1ec7c h\u1ecdc t\u1eeb c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn c\u00f3 g\u00e1n nh\u00e3n s\u1eb5n (Labeled Data), ngh\u0129a l\u00e0 m\u1ed7i d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o \u0111\u1ec1u \u0111i k\u00e8m v\u1edbi th\u00f4ng tin m\u00f4 t\u1ea3 r\u00f5 r\u00e0ng (v\u00ed d\u1ee5: \u0111\u00e2y l\u00e0 \u1ea3nh m\u1ed9t con ch\u00f3, \u0111\u00e2y l\u00e0 \u1ea3nh m\u1ed9t con m\u00e8o).<\/p>\n\n\n\n<p>Trong qu\u00e1 tr\u00ecnh h\u1ecdc t\u1eadp, thu\u1eadt to\u00e1n s\u1ebd t\u1ef1 t\u00ecm ra m\u1ed1i li\u00ean h\u1ec7 gi\u1eefa c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m trong d\u1eef li\u1ec7u v\u00e0 nh\u00e3n t\u01b0\u01a1ng \u1ee9ng. Ch\u1eb3ng h\u1ea1n, v\u1edbi nhi\u1ec7m v\u1ee5 nh\u1eadn di\u1ec7n h\u00ecnh \u1ea3nh, thu\u1eadt to\u00e1n c\u00f3 th\u1ec3 h\u1ecdc \u0111\u01b0\u1ee3c r\u1eb1ng c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m nh\u01b0 k\u1ebft c\u1ea5u m\u1eb7t, m\u00e0u l\u00f4ng ho\u1eb7c d\u00e1ng tai th\u01b0\u1eddng xu\u1ea5t hi\u1ec7n trong h\u00ecnh \u1ea3nh c\u1ee7a m\u1ed9t ch\u00fa ch\u00f3, t\u1eeb \u0111\u00f3 g\u00e1n nh\u00e3n \u201cch\u00f3\u201d cho c\u00e1c h\u00ecnh \u1ea3nh c\u00f3 \u0111\u1eb7c \u0111i\u1ec3m t\u01b0\u01a1ng t\u1ef1.<\/p>\n\n\n\n<p>Khi \u0111\u00e3 \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o \u0111\u1ea7y \u0111\u1ee7, thu\u1eadt to\u00e1n c\u00f3 th\u1ec3 \u00e1p d\u1ee5ng ki\u1ebfn th\u1ee9c \u0111\u00e3 h\u1ecdc \u0111\u1ec3 ph\u00e2n t\u00edch v\u00e0 d\u1ef1 \u0111o\u00e1n v\u1edbi d\u1eef li\u1ec7u m\u1edbi. V\u00ed d\u1ee5, n\u1ebfu ch\u00fang ta \u0111\u01b0a v\u00e0o m\u1ed9t b\u1ee9c \u1ea3nh m\u00e0 thu\u1eadt to\u00e1n ch\u01b0a t\u1eebng th\u1ea5y qua tr\u01b0\u1edbc \u0111\u00f3, d\u1ef1a tr\u00ean nh\u1eefng g\u00ec \u0111\u00e3 h\u1ecdc v\u1ec1 \u0111\u1eb7c tr\u01b0ng c\u1ee7a lo\u00e0i ch\u00f3, n\u00f3 s\u1ebd c\u00f3 th\u1ec3 nh\u1eadn d\u1ea1ng \u0111\u01b0\u1ee3c li\u1ec7u \u0111\u00e2y c\u00f3 ph\u1ea3i l\u00e0 m\u1ed9t ch\u00fa ch\u00f3 hay kh\u00f4ng.<\/p>\n\n\n\n<p class=\"has-background\" style=\"background-color:#ebf6fd\"><strong>\u0110\u1ecdc th\u00eam:<\/strong> <a href=\"https:\/\/base.vn\/blog\/ai-trong-giao-duc\/\" target=\"_blank\" rel=\"noreferrer noopener\">AI trong gi\u00e1o d\u1ee5c l\u00e0 g\u00ec? 7+ \u1ee8ng d\u1ee5ng th\u1ef1c ti\u1ec5n c\u1ee7a AI trong d\u1ea1y v\u00e0 h\u1ecdc<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-5-6-d\u1ea1ng-mo-hinh-tieu-bi\u1ec3u-c\u1ee7a-deep-learning\"><strong>5. 6 d\u1ea1ng m\u00f4 h\u00ecnh ti\u00eau bi\u1ec3u c\u1ee7a Deep Learning<\/strong><\/h2>\n\n\n\n<p>V\u1ec1 b\u1ea3n ch\u1ea5t, c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u l\u00e0 c\u00e1c c\u00f4ng c\u1ee5 t\u00ednh to\u00e1n t\u1eadn d\u1ee5ng s\u1ee9c m\u1ea1nh c\u1ee7a m\u1ea1ng n\u01a1-ron \u0111\u1ec3 x\u1eed l\u00fd th\u00f4ng tin v\u00e0 h\u1ecdc t\u1eeb d\u1eef li\u1ec7u, x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu \u0111\u1ec3 t\u1eeb \u0111\u00f3 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n ho\u1eb7c ph\u00e2n lo\u1ea1i v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c cao cho c\u00e1c t\u00e1c v\u1ee5 nh\u01b0: x\u1eed l\u00fd h\u00ecnh \u1ea3nh, x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean, nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i, v.v\u2026<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5-1-m\u1ea1ng-n\u01a1-ron-tich-ch\u1eadp-convolutional-neural-networks-cnns\"><strong>5.1 M\u1ea1ng n\u01a1-ron t\u00edch ch\u1eadp (Convolutional Neural Networks &#8211; CNNs)<\/strong><\/h3>\n\n\n\n<p>CNNs l\u00e0 m\u1ed9t lo\u1ea1i m\u1ea1ng n\u01a1-ron \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac d\u1ea1ng l\u01b0\u1edbi, \u0111i\u1ec3n h\u00ecnh nh\u01b0 h\u00ecnh \u1ea3nh. CNN n\u1ed5i b\u1eadt nh\u1edd kh\u1ea3 n\u0103ng ph\u00e1t hi\u1ec7n v\u00e0 nh\u1eadn di\u1ec7n c\u00e1c m\u1eabu, \u0111\u01b0\u1eddng n\u00e9t, v\u00e0 h\u00ecnh d\u1ea1ng trong d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh.<\/p>\n\n\n\n<p>C\u1ea5u tr\u00fac c\u1ee7a CNN th\u01b0\u1eddng bao g\u1ed3m:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>L\u1edbp t\u00edch ch\u1eadp (convolution layer):<\/strong> Ph\u00e1t hi\u1ec7n c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m quan tr\u1ecdng nh\u01b0 c\u1ea1nh, \u0111\u01b0\u1eddng cong, k\u1ebft c\u1ea5u,&#8230;<\/li>\n\n\n\n<li><strong>L\u1edbp g\u1ed9p (pooling layer): <\/strong>Gi\u00fap gi\u1ea3m k\u00edch th\u01b0\u1edbc d\u1eef li\u1ec7u trong khi v\u1eabn gi\u1eef l\u1ea1i nh\u1eefng th\u00f4ng tin c\u1ea7n thi\u1ebft.<\/li>\n\n\n\n<li><strong>L\u1edbp k\u1ebft n\u1ed1i \u0111\u1ea7y \u0111\u1ee7 (fully connected layer): <\/strong>T\u1ed5ng h\u1ee3p c\u00e1c th\u00f4ng tin v\u00e0 \u0111\u01b0a ra k\u1ebft qu\u1ea3 d\u1ef1 \u0111o\u00e1n.<\/li>\n<\/ul>\n\n\n\n<p>Th\u00f4ng th\u01b0\u1eddng, c\u00e1c m\u00f4 h\u00ecnh nh\u1eadn di\u1ec7n h\u00ecnh \u1ea3nh c\u00f3 xu h\u01b0\u1edbng s\u1eed d\u1ee5ng nhi\u1ec1u l\u1edbp t\u00edch ch\u1eadp v\u00e0 l\u1edbp g\u1ed9p li\u00ean ti\u1ebfp, nh\u1eb1m c\u1ea3i thi\u1ec7n \u0111\u1ed9 chu\u1ea9n x\u00e1c v\u00e0 kh\u1ea3 n\u0103ng \u201cnh\u00ecn th\u1ea5y\u201d c\u00e1c chi ti\u1ebft tinh vi h\u01a1n trong \u1ea3nh.<\/p>\n\n\n\n<p>CNNs th\u01b0\u1eddng \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong c\u00e1c l\u0129nh v\u1ef1c:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Th\u1ecb gi\u00e1c m\u00e1y t\u00ednh: <\/strong>Nh\u1eadn di\u1ec7n v\u00e0 ph\u00e2n bi\u1ec7t c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng trong \u1ea3nh, k\u1ec3 c\u1ea3 khi ch\u00fang b\u1ecb che khu\u1ea5t ho\u1eb7c m\u00e9o m\u00f3. V\u00ed d\u1ee5: ph\u00e2n bi\u1ec7t m\u00e8o v\u1edbi ch\u00f3 trong \u1ea3nh.<\/li>\n\n\n\n<li><strong>Y t\u1ebf: <\/strong>Ph\u00e2n t\u00edch \u1ea3nh X-quang, MRI ho\u1eb7c c\u00e1c \u1ea3nh ch\u1ea9n \u0111o\u00e1n kh\u00e1c, gi\u00fap b\u00e1c s\u0129 ph\u00e1t hi\u1ec7n s\u1edbm c\u00e1c d\u1ea5u hi\u1ec7u b\u1ec7nh l\u00fd nh\u01b0 kh\u1ed1i u ho\u1eb7c t\u1ed5n th\u01b0\u01a1ng m\u00f4.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5-2-m\u1ea1ng-n\u01a1-ron-h\u1ed3i-ti\u1ebfp-recurrent-neural-networks-rnns\"><strong>5.2 M\u1ea1ng n\u01a1-ron h\u1ed3i ti\u1ebfp (Recurrent Neural Networks &#8211; RNNs)<\/strong><\/h3>\n\n\n\n<p>RNNs \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u c\u00f3 t\u00ednh ch\u1ea5t tu\u1ea7n t\u1ef1, nh\u01b0 v\u0103n b\u1ea3n, \u00e2m thanh, ho\u1eb7c chu\u1ed7i th\u1eddi gian. Kh\u00e1c v\u1edbi m\u1ea1ng truy\u1ec1n th\u1eb3ng, n\u01a1i m\u1ed7i \u0111\u1ea7u ra ch\u1ec9 ph\u1ee5 thu\u1ed9c v\u00e0o \u0111\u1ea7u v\u00e0o hi\u1ec7n t\u1ea1i, RNNs c\u00f3 th\u1ec3 &#8220;ghi nh\u1edb&#8221; th\u00f4ng tin t\u1eeb c\u00e1c b\u01b0\u1edbc tr\u01b0\u1edbc \u0111\u00f3 nh\u1edd vi\u1ec7c \u0111\u01b0a \u0111\u1ea7u ra c\u1ee7a m\u1ed9t l\u1edbp quay tr\u1edf l\u1ea1i l\u00e0m \u0111\u1ea7u v\u00e0o cho l\u1edbp ti\u1ebfp theo. Nh\u1edd v\u1eady m\u00e0 m\u00f4 h\u00ecnh n\u00e0y c\u00f3 th\u1ec3 n\u1eafm b\u1eaft ng\u1eef c\u1ea3nh v\u00e0 m\u1ed1i li\u00ean k\u1ebft gi\u1eefa c\u00e1c ph\u1ea7n t\u1eed trong chu\u1ed7i d\u1eef li\u1ec7u t\u1ed1t h\u01a1n, t\u1eeb \u0111\u00f3 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c h\u01a1n.<\/p>\n\n\n\n<p>\u0110\u1ec3 d\u1ec5 h\u00ecnh dung, khi \u0111\u1ecdc m\u1ed9t c\u00e2u, ch\u00fang ta hi\u1ec3u \u0111\u01b0\u1ee3c \u00fd ngh\u0129a c\u1ee7a c\u00e2u \u0111\u00f3 kh\u00f4ng ph\u1ea3i do m\u1ed9t t\u1eeb \u0111\u01a1n l\u1ebb m\u00e0 c\u00f2n c\u0103n c\u1ee9 v\u00e0o nh\u1eefng t\u1eeb \u0111\u00e3 \u0111\u1ecdc tr\u01b0\u1edbc \u0111\u00f3. T\u01b0\u01a1ng t\u1ef1 nh\u01b0 v\u1eady, RNNs ho\u1ea1t \u0111\u1ed9ng b\u1eb1ng c\u00e1ch d\u00f9ng th\u00f4ng tin tr\u01b0\u1edbc \u0111\u00f3 \u0111\u1ec3 hi\u1ec3u v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u hi\u1ec7n t\u1ea1i.<\/p>\n\n\n\n<p>RNNs th\u01b0\u1eddng \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong c\u00e1c l\u0129nh v\u1ef1c:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean: <\/strong>Hi\u1ec3u ng\u1eef c\u1ea3nh trong c\u00e2u \u0111\u1ec3 t\u1ea1o v\u0103n b\u1ea3n, d\u1ecbch thu\u1eadt t\u1ef1 \u0111\u1ed9ng (nh\u01b0 Google Translate).<\/li>\n\n\n\n<li><strong>Nh\u1eadn di\u1ec7n gi\u1ecdng n\u00f3i: <\/strong>Chuy\u1ec3n gi\u1ecdng n\u00f3i th\u00e0nh v\u0103n b\u1ea3n trong c\u00e1c tr\u1ee3 l\u00fd \u1ea3o nh\u01b0 Siri, Google Assistant.<\/li>\n\n\n\n<li><strong>D\u1ef1 \u0111o\u00e1n chu\u1ed7i: <\/strong>D\u1ef1 \u0111o\u00e1n t\u1eeb ti\u1ebfp theo trong m\u1ed9t c\u00e2u, ho\u1eb7c d\u1ef1 b\u00e1o gi\u00e1 c\u1ed5 phi\u1ebfu d\u1ef1a tr\u00ean d\u1eef li\u1ec7u l\u1ecbch s\u1eed.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5-3-m\u1ea1ng-d\u1ed1i-ngh\u1ecbch-t\u1ea1o-sinh-generative-adversarial-networks-gans\"><strong>5.3 M\u1ea1ng \u0111\u1ed1i ngh\u1ecbch t\u1ea1o sinh (Generative Adversarial Networks &#8211; GANs)<\/strong><\/h3>\n\n\n\n<p>GANs l\u00e0 m\u1ed9t lo\u1ea1i m\u1ea1ng n\u01a1-ron \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng c\u1ea3 trong v\u00e0 ngo\u00e0i tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111\u1ec3 t\u1ea1o d\u1eef li\u1ec7u m\u1edbi gi\u1ed1ng v\u1edbi d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o ban \u0111\u1ea7u. M\u00f4 h\u00ecnh n\u00e0y c\u00f3 kh\u1ea3 n\u0103ng t\u1ea1o ra d\u1eef li\u1ec7u m\u1edbi tr\u00f4ng r\u1ea5t gi\u1ed1ng v\u1edbi d\u1eef li\u1ec7u th\u1eadt, v\u00ed d\u1ee5 nh\u01b0 t\u1ea1o h\u00ecnh \u1ea3nh khu\u00f4n m\u1eb7t ng\u01b0\u1eddi, d\u00f9 ngo\u00e0i \u0111\u1eddi kh\u00f4ng c\u00f3 ai nh\u01b0 v\u1eady c\u1ea3!<\/p>\n\n\n\n<p>\u0110i\u1ec3m \u0111\u1ed9c \u0111\u00e1o c\u1ee7a m\u00f4 h\u00ecnh GANs n\u1eb1m \u1edf c\u01a1 ch\u1ebf \u201c\u0111\u1ed1i ngh\u1ecbch\u201d, bao g\u1ed3m hai m\u1ea1ng n\u01a1-ron ho\u1ea1t \u0111\u1ed9ng c\u1ea1nh tranh v\u1edbi khau:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Tr\u00ecnh t\u1ea1o (Generator): <\/strong>C\u1ed1 g\u1eafng t\u1ea1o ra h\u00ecnh \u1ea3nh, video ho\u1eb7c \u00e2m thanh sao cho gi\u1ed1ng nh\u01b0 th\u1eadt nh\u1ea5t.<\/li>\n\n\n\n<li><strong>B\u1ed9 ph\u00e2n bi\u1ec7t (Discriminator): <\/strong>C\u1ed1 g\u1eafng ph\u00e2n bi\u1ec7t \u0111\u00e2u l\u00e0 th\u1eadt (t\u1eeb d\u1eef li\u1ec7u g\u1ed1c) v\u00e0 \u0111\u00e2u l\u00e0 gi\u1ea3 (do tr\u00ecnh t\u1ea1o sinh ra).<\/li>\n<\/ul>\n\n\n\n<p>Hai b\u00ean s\u1ebd li\u00ean t\u1ee5c \u0111\u1ed1i kh\u00e1ng. Tr\u00ecnh t\u1ea1o c\u00e0ng ng\u00e0y c\u00e0ng kh\u00e9o l\u00e9o h\u01a1n \u0111\u1ec3 \u0111\u00e1nh l\u1eeba b\u1ed9 ph\u00e2n bi\u1ec7t, c\u00f2n b\u1ed9 ph\u00e2n bi\u1ec7t th\u00ec c\u00e0ng ng\u00e0y c\u00e0ng tinh t\u01b0\u1eddng h\u01a1n \u0111\u1ec3 nh\u1eadn ra d\u1eef li\u1ec7u gi\u1ea3. Nh\u1edd v\u1eady, GANs d\u1ea7n d\u1ea7n h\u1ecdc \u0111\u01b0\u1ee3c c\u00e1ch t\u1ea1o ra nh\u1eefng d\u1eef li\u1ec7u m\u1edbi c\u1ef1c k\u1ef3 ch\u00e2n th\u1ef1c.<\/p>\n\n\n\n<p>GANs th\u01b0\u1eddng \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong c\u00e1c l\u0129nh v\u1ef1c:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>T\u1ea1o \u1ea3nh ch\u00e2n dung \u1ea3o: <\/strong>D\u00f9ng \u0111\u1ec3 t\u1ea1o g\u01b0\u01a1ng m\u1eb7t ng\u01b0\u1eddi ch\u01b0a t\u1eebng t\u1ed3n t\u1ea1i.<\/li>\n\n\n\n<li><strong>Ph\u1ee5c h\u1ed3i h\u00ecnh \u1ea3nh:<\/strong> L\u00e0m m\u1edbi nh\u1eefng b\u1ee9c \u1ea3nh c\u0169, m\u1edd ho\u1eb7c b\u1ecb r\u00e1ch.<\/li>\n\n\n\n<li><strong>T\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u: <\/strong>Sinh th\u00eam d\u1eef li\u1ec7u m\u1edbi \u0111\u1ec3 hu\u1ea5n luy\u1ec7n c\u00e1c m\u00f4 h\u00ecnh Deep Learning kh\u00e1c.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5-4-mo-hinh-autoencoders-va-variational-autoencoders\"><strong>5.4 M\u00f4 h\u00ecnh Autoencoders v\u00e0 Variational Autoencoders<\/strong><\/h3>\n\n\n\n<p>Variational Autoencoders (VAEs) l\u00e0 m\u1ed9t trong nh\u1eefng m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u \u0111\u1ea7u ti\u00ean c\u00f3 kh\u1ea3 n\u0103ng t\u1ea1o ra h\u00ecnh \u1ea3nh v\u00e0 \u00e2m thanh ch\u00e2n th\u1ef1c, m\u1edf \u0111\u01b0\u1eddng cho s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a AI t\u1ea1o sinh (Generative AI).<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Autoencoders<\/strong> l\u00e0 m\u00f4 h\u00ecnh h\u1ecdc kh\u00f4ng gi\u00e1m s\u00e1t, c\u00f3 kh\u1ea3 n\u0103ng n\u00e9n d\u1eef li\u1ec7u ch\u01b0a g\u00e1n nh\u00e3n th\u00e0nh d\u1ea1ng bi\u1ec3u di\u1ec5n nh\u1ecf g\u1ecdn (encoding), sau \u0111\u00f3 kh\u00f4i ph\u1ee5c l\u1ea1i d\u1eef li\u1ec7u ban \u0111\u1ea7u (decoding). Ch\u00fang th\u01b0\u1eddng \u0111\u01b0\u1ee3c d\u00f9ng \u0111\u1ec3 t\u00e1i t\u1ea1o h\u00ecnh \u1ea3nh b\u1ecb h\u1ecfng ho\u1eb7c m\u1edd.<\/li>\n\n\n\n<li><strong>Variational Autoencoders (VAEs)<\/strong> m\u1edf r\u1ed9ng ch\u1ee9c n\u0103ng n\u00e0y b\u1eb1ng c\u00e1ch t\u00e1i t\u1ea1o l\u1ea1i d\u1eef li\u1ec7u v\u00e0 t\u1ea1o ra nhi\u1ec1u bi\u1ebfn th\u1ec3 m\u1edbi t\u1eeb d\u1eef li\u1ec7u g\u1ed1c. \u0110\u00e2y ch\u00ednh l\u00e0 b\u1ec7 ph\u00f3ng \u0111\u1ec3 gi\u00fap AI c\u00f3 th\u1ec3 t\u1ea1o n\u1ed9i dung m\u1edbi m\u1ed9t c\u00e1ch t\u1ef1 nhi\u00ean v\u00e0 s\u1eafc s\u1ea3o h\u01a1n.<\/li>\n<\/ul>\n\n\n\n<p>Autoencoders v\u00e0 VAEs th\u01b0\u1eddng \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong c\u00e1c l\u0129nh v\u1ef1c:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Ph\u1ee5c h\u1ed3i v\u00e0 t\u00e1i t\u1ea1o h\u00ecnh \u1ea3nh: <\/strong>L\u00e0m r\u00f5 h\u00ecnh \u1ea3nh m\u1edd, ph\u1ee5c d\u1ef1ng \u1ea3nh c\u0169 ho\u1eb7c \u1ea3nh b\u1ecb m\u1ea5t chi ti\u1ebft.<\/li>\n\n\n\n<li><strong>Ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng:<\/strong> Nh\u1eadn di\u1ec7n l\u1ed7i trong h\u1ec7 th\u1ed1ng s\u1ea3n xu\u1ea5t ho\u1eb7c ph\u00e1t hi\u1ec7n gian l\u1eadn trong d\u1eef li\u1ec7u t\u00e0i ch\u00ednh.<\/li>\n\n\n\n<li><strong>T\u1ea1o d\u1eef li\u1ec7u m\u1edbi: <\/strong>S\u1ea3n xu\u1ea5t \u1ea3nh, v\u0103n b\u1ea3n ho\u1eb7c \u00e2m thanh m\u1edbi \u0111\u1ec3 b\u1ed5 sung d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n cho c\u00e1c m\u00f4 h\u00ecnh AI kh\u00e1c.<\/li>\n\n\n\n<li><strong>N\u00e9n d\u1eef li\u1ec7u: <\/strong>T\u1ed1i \u01b0u truy\u1ec1n t\u1ea3i d\u1eef li\u1ec7u l\u1edbn, \u0111\u1eb7c bi\u1ec7t trong c\u00e1c h\u1ec7 th\u1ed1ng y\u00eau c\u1ea7u hi\u1ec7u su\u1ea5t cao.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5-5-mo-hinh-diffusion\"><strong>5.5 M\u00f4 h\u00ecnh Diffusion<\/strong><\/h3>\n\n\n\n<p>T\u1ea1m d\u1ecbch l\u00e0 M\u00f4 h\u00ecnh Khu\u1ebfch t\u00e1n. \u0110\u00e2y l\u00e0 m\u1ed9t d\u1ea1ng m\u00f4 h\u00ecnh t\u1ea1o sinh ho\u1ea1t \u0111\u1ed9ng d\u1ef1a tr\u00ean qu\u00e1 tr\u00ecnh th\u00eam nhi\u1ec5u v\u00e0 kh\u1eed nhi\u1ec5u (noise-addition and denoising).<\/p>\n\n\n\n<p>C\u1ee5 th\u1ec3, ban \u0111\u1ea7u, m\u00f4 h\u00ecnh s\u1ebd t\u1eeb t\u1eeb th\u00eam nhi\u1ec5u Gaussian v\u00e0o d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n (th\u01b0\u1eddng l\u00e0 h\u00ecnh \u1ea3nh) cho \u0111\u1ebfn khi d\u1eef li\u1ec7u \u0111\u00f3 tr\u1edf n\u00ean kh\u00f4ng th\u1ec3 nh\u1eadn d\u1ea1ng. Sau \u0111\u00f3, n\u00f3 \u0111\u1ea3o ng\u01b0\u1ee3c qu\u00e1 tr\u00ecnh n\u00e0y b\u1eb1ng c\u00e1ch kh\u1eed nhi\u1ec5u, t\u1ee9c l\u00e0 t\u1eebng b\u01b0\u1edbc &#8220;l\u00e0m s\u1ea1ch&#8221; d\u1eef li\u1ec7u \u0111\u1ec3 t\u1ea1o ra h\u00ecnh \u1ea3nh m\u1edbi, ch\u00e2n th\u1ef1c v\u00e0 nhi\u1ec1u chi ti\u1ebft h\u01a1n.<\/p>\n\n\n\n<p>M\u1ee5c ti\u00eau c\u1ee7a Diffusion l\u00e0 t\u1ea1o ra k\u1ebft qu\u1ea3 c\u00e0ng gi\u1ed1ng d\u1eef li\u1ec7u g\u1ed1c c\u00e0ng t\u1ed1t. M\u1ed7i l\u1ea7n m\u00f4 h\u00ecnh n\u00e0y t\u1ea1o ra m\u1eabu m\u1edbi, \u0111\u1ed9 l\u1ec7ch so v\u1edbi m\u1eabu mong mu\u1ed1n s\u1ebd \u0111\u01b0\u1ee3c \u0111o l\u01b0\u1eddng v\u00e0 d\u00f9ng \u0111\u1ec3 \u0111i\u1ec1u ch\u1ec9nh l\u1ea1i c\u00e1c tham s\u1ed1, t\u1eeb \u0111\u00f3 gi\u00fap m\u00f4 h\u00ecnh ng\u00e0y c\u00e0ng t\u1ed1i \u01b0u h\u01a1n.<\/p>\n\n\n\n<p>M\u00f4 h\u00ecnh Diffusion th\u01b0\u1eddng \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong c\u00e1c l\u0129nh v\u1ef1c:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>X\u1eed l\u00fd h\u00ecnh \u1ea3nh: <\/strong>T\u1ea1o \u1ea3nh ch\u1ea5t l\u01b0\u1ee3ng cao t\u1eeb v\u0103n b\u1ea3n, kh\u1eed nhi\u1ec5u, t\u0103ng \u0111\u1ed9 ph\u00e2n gi\u1ea3i, ho\u1eb7c t\u00f4 m\u00e0u \u1ea3nh \u0111en tr\u1eafng.<\/li>\n\n\n\n<li><strong>S\u1ea3n xu\u1ea5t video:<\/strong> D\u1ef1ng video ho\u1eb7c animation t\u1eeb m\u00f4 t\u1ea3 v\u0103n b\u1ea3n, ho\u1eb7c n\u1ed9i suy khung h\u00ecnh (frame interpolation).\u00a0<\/li>\n\n\n\n<li><strong>Thi\u1ebft k\u1ebf \u0111\u1ed3 h\u1ecda 3D:<\/strong> T\u1ea1o c\u00e1c m\u00f4 h\u00ecnh 3D nh\u01b0 \u0111\u1ed3 n\u1ed9i th\u1ea5t, xe h\u01a1i, t\u1eeb m\u00f4 t\u1ea3 v\u0103n b\u1ea3n.<\/li>\n\n\n\n<li><strong>Nghi\u00ean c\u1ee9u d\u01b0\u1ee3c ph\u1ea9m: <\/strong>T\u1ea1o ra c\u00e1c c\u1ea5u tr\u00fac ph\u00e2n t\u1eed m\u1edbi, d\u1ef1 \u0111o\u00e1n t\u01b0\u01a1ng t\u00e1c gi\u1eefa thu\u1ed1c v\u00e0 protein, h\u1ed7 tr\u1ee3 th\u00fac \u0111\u1ea9y qu\u00e1 tr\u00ecnh b\u00e0o ch\u1ebf thu\u1ed1c.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5-6-mo-hinh-transformer\"><strong>5.6 M\u00f4 h\u00ecnh Transformer<\/strong><\/h3>\n\n\n\n<p>Transformer \u0111\u00e3 v\u00e0 \u0111ang l\u00e0m thay \u0111\u1ed5i ho\u00e0n to\u00e0n c\u00e1ch c\u00e1c m\u00f4 h\u00ecnh AI hi\u1ec3u v\u00e0 x\u1eed l\u00fd ng\u00f4n ng\u1eef. N\u00f3 ho\u1ea1t \u0111\u1ed9ng d\u1ef1a tr\u00ean c\u1ea5u tr\u00fac m\u00e3 h\u00f3a \u2013 gi\u1ea3i m\u00e3 (encoder \u2013 decoder), gi\u00fap m\u00e1y t\u00ednh hi\u1ec3u v\u00e0 t\u1ea1o ra v\u0103n b\u1ea3n m\u1ed9t c\u00e1ch v\u00f4 c\u00f9ng t\u1ef1 nhi\u00ean. C\u01a1 ch\u1ebf ho\u1ea1t \u0111\u1ed9ng c\u1ee7a m\u00f4 h\u00ecnh n\u00e0y nh\u01b0 sau:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>B\u1ed9 m\u00e3 h\u00f3a (Encoder): <\/strong>Nh\u1eadn v\u0103n b\u1ea3n th\u00f4 \u0111\u1ea7u v\u00e0o (ch\u01b0a \u0111\u01b0\u1ee3c g\u00e1n nh\u00e3n) v\u00e0 bi\u1ebfn n\u00f3 th\u00e0nh m\u1ed9t d\u1ea1ng bi\u1ec3u di\u1ec5n s\u1ed1 h\u1ecdc g\u1ecdi l\u00e0 \u201cvector nh\u00fang\u201d, m\u1ed9t ki\u1ec3u ng\u00f4n ng\u1eef m\u00e0 m\u00e1y c\u00f3 th\u1ec3 hi\u1ec3u \u0111\u01b0\u1ee3c.<\/li>\n\n\n\n<li><strong>B\u1ed9 gi\u1ea3i m\u00e3 (Decoder):<\/strong> D\u1ef1a tr\u00ean c\u00e1c bi\u1ec3u di\u1ec5n \u0111\u00f3 v\u00e0 c\u00e1c t\u1eeb \u0111\u00e3 t\u1ea1o tr\u01b0\u1edbc \u0111\u00f3 \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n t\u1eebng t\u1eeb ti\u1ebfp theo trong c\u00e2u.<\/li>\n<\/ul>\n\n\n\n<p>Transformer h\u1ecdc t\u1eadp theo ki\u1ec3u \u201c\u0111i\u1ec1n v\u00e0o ch\u1ed7 tr\u1ed1ng\u201d, ngh\u0129a l\u00e0 n\u00f3 \u0111o\u00e1n nh\u1eefng t\u1eeb b\u1ecb \u1ea9n trong c\u00e2u \u0111\u1ec3 n\u1eafm b\u1eaft ng\u1eef c\u1ea3nh m\u00e0 kh\u00f4ng c\u1ea7n g\u00e1n nh\u00e3n d\u1eef li\u1ec7u. Sau khi \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n c\u01a1 b\u1ea3n, n\u00f3 c\u00f3 th\u1ec3 th\u00edch \u1ee9ng linh ho\u1ea1t v\u1edbi nhi\u1ec1u nhi\u1ec7m v\u1ee5 kh\u00e1c nhau ch\u1ec9 v\u1edbi \u00edt d\u1eef li\u1ec7u b\u1ed5 sung.<\/p>\n\n\n\n<p>M\u00f4 h\u00ecnh Transformer th\u01b0\u1eddng \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong c\u00e1c l\u0129nh v\u1ef1c:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean: <\/strong>T\u00f3m t\u1eaft v\u0103n b\u1ea3n, d\u1ecbch thu\u1eadt t\u1ef1 \u0111\u1ed9ng, ph\u00e2n t\u00edch c\u1ea3m x\u00fac c\u1ee7a kh\u00e1ch h\u00e0ng.<\/li>\n\n\n\n<li><strong>S\u00e1ng t\u1ea1o n\u1ed9i dung: <\/strong>T\u1ea1o h\u00ecnh \u1ea3nh, video t\u1eeb m\u00f4 t\u1ea3 v\u0103n b\u1ea3n; x\u00e2y d\u1ef1ng chatbot ho\u1eb7c \u0111\u1ed1i tho\u1ea1i t\u1ef1 \u0111\u1ed9ng.<\/li>\n\n\n\n<li><strong>Ph\u00e2n t\u00edch d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p: <\/strong>T\u1ed5 ch\u1ee9c v\u00e0 x\u1eed l\u00fd c\u00e1c th\u00f4ng tin phi c\u1ea5u tr\u00fac.<\/li>\n\n\n\n<li><strong>Nh\u1eadn di\u1ec7n v\u00e0 ph\u00e2n lo\u1ea1i: <\/strong>X\u00e1c \u0111\u1ecbnh c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng, \u0111\u1eb7c \u0111i\u1ec3m trong v\u0103n b\u1ea3n ho\u1eb7c d\u1eef li\u1ec7u.<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/mo-hinh-deep-learning-1024x576.webp\" alt=\"M\u00f4 h\u00ecnh Deep Learning\" class=\"wp-image-17254\" srcset=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/mo-hinh-deep-learning-1024x576.webp 1024w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/mo-hinh-deep-learning-300x169.webp 300w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/mo-hinh-deep-learning-768x432.webp 768w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/mo-hinh-deep-learning-1536x864.webp 1536w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/mo-hinh-deep-learning.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-6-\u1ee9ng-d\u1ee5ng-c\u1ee7a-deep-learning-trong-th\u1ef1c-t\u1ebf\"><strong>6. \u1ee8ng d\u1ee5ng c\u1ee7a Deep Learning trong th\u1ef1c t\u1ebf<\/strong><\/h2>\n\n\n\n<p>\u2013 <strong>T\u1ed1i \u01b0u h\u00f3a qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m: <\/strong>C\u00e1c thu\u1eadt to\u00e1n h\u1ecdc s\u00e2u v\u00e0 m\u1ea1ng n\u01a1-ron \u0111\u00f3ng vai tr\u00f2 n\u1ec1n t\u1ea3ng cho c\u00e1c c\u00f4ng c\u1ee5 AI t\u1ea1o sinh. Nh\u1eefng c\u00f4ng c\u1ee5 n\u00e0y c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng \u0111\u1ec1 xu\u1ea5t code, g\u1ee3i \u00fd ch\u1ee9c n\u0103ng ho\u00e0n ch\u1ec9nh, v\u00e0 chuy\u1ec3n \u0111\u1ed5i code gi\u1eefa c\u00e1c ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh kh\u00e1c nhau, ch\u1eb3ng h\u1ea1n nh\u01b0 c\u1eadp nh\u1eadt h\u1ec7 th\u1ed1ng c\u0169 b\u1eb1ng c\u00e1ch d\u1ecbch t\u1eeb COBOL sang Java. Nh\u1edd \u0111\u00f3, gi\u00fap l\u1eadp tr\u00ecnh vi\u00ean r\u00fat ng\u1eafn qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n ho\u1eb7c n\u00e2ng c\u1ea5p \u1ee9ng d\u1ee5ng.<\/p>\n\n\n\n<p><strong>\u2013 N\u00e2ng cao hi\u1ec7u qu\u1ea3 ti\u1ebfp th\u1ecb (marketing): <\/strong>C\u00e1c m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u gi\u00fap doanh nghi\u1ec7p ph\u00e2n kh\u00fac kh\u00e1ch h\u00e0ng ch\u00ednh x\u00e1c h\u01a1n d\u1ef1a tr\u00ean h\u00e0nh vi mua s\u1eafm, l\u1ecbch s\u1eed duy\u1ec7t web v\u00e0 t\u01b0\u01a1ng t\u00e1c tr\u00ean m\u1ea1ng x\u00e3 h\u1ed9i. Qua \u0111\u00f3, doanh nghi\u1ec7p c\u00f3 th\u1ec3 hi\u1ec3u r\u00f5 h\u01a1n s\u1edf th\u00edch v\u00e0 m\u1ed1i quan t\u00e2m c\u1ee7a kh\u00e1ch h\u00e0ng, tri\u1ec3n khai c\u00e1c chi\u1ebfn d\u1ecbch qu\u1ea3ng c\u00e1o, \u01b0u \u0111\u00e3i ho\u1eb7c ph\u00e2n ph\u1ed1i n\u1ed9i dung ti\u1ebfp th\u1ecb ph\u00f9 h\u1ee3p, \u0111\u00e1nh tr\u00fang nhu c\u1ea7u v\u00e0 th\u00fac \u0111\u1ea9y doanh s\u1ed1.<\/p>\n\n\n\n<p><strong>\u2013 C\u1ea3i thi\u1ec7n d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng: <\/strong>H\u1ecdc s\u00e2u c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o c\u00e1c chatbot \u0111\u1ec3 t\u1ea1o ra c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng th\u00f4ng minh v\u00e0 linh ho\u1ea1t h\u01a1n. Nh\u1eefng chatbot n\u00e0y kh\u00f4ng ch\u1ec9 hi\u1ec3u \u0111\u01b0\u1ee3c ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean m\u00e0 c\u00f2n c\u00f3 kh\u1ea3 n\u0103ng x\u1eed l\u00fd th\u1ee9c th\u00ec c\u00e1c c\u00e2u h\u1ecfi m\u01a1 h\u1ed3. D\u1ef1a tr\u00ean n\u1ed9i dung c\u00e2u h\u1ecfi, chatbot s\u1ebd c\u1ed1 g\u1eafng \u0111\u01b0a ra c\u00e2u tr\u1ea3 l\u1eddi ch\u00ednh x\u00e1c ho\u1eb7c chuy\u1ec3n cu\u1ed9c tr\u00f2 chuy\u1ec7n \u0111\u1ebfn nh\u00e2n vi\u00ean trong c\u00e1c t\u00ecnh hu\u1ed1ng ph\u1ee9c t\u1ea1p h\u01a1n, t\u1eeb \u0111\u00f3 n\u00e2ng cao tr\u1ea3i nghi\u1ec7m c\u1ee7a kh\u00e1ch h\u00e0ng.<\/p>\n\n\n\n<p><strong>\u2013 Ph\u00e2n t\u00edch d\u1ecbch v\u1ee5 t\u00e0i ch\u00ednh: <\/strong>B\u00ean c\u1ea1nh kh\u1ea3 n\u0103ng d\u1ef1 \u0111o\u00e1n gi\u00e1 c\u1ed5 phi\u1ebfu theo th\u1eddi gian th\u1ef1c, h\u1ecdc s\u00e2u c\u00f2n gi\u00fap c\u00e1c t\u1ed5 ch\u1ee9c t\u00e0i ch\u00ednh ph\u00e2n t\u00edch h\u1ed3 s\u01a1 t\u00edn d\u1ee5ng, thu nh\u1eadp, l\u1ecbch s\u1eed chi ti\u00eau,&#8230; c\u1ee7a ng\u01b0\u1eddi \u0111i vay \u0111\u1ec3 ch\u1ea5m \u0111i\u1ec3m r\u1ee7i ro v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh gi\u1ea3i ng\u00e2n nhanh ch\u00f3ng. Ngo\u00e0i ra, h\u1ecdc s\u00e2u c\u0169ng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 ph\u00e1t hi\u1ec7n giao d\u1ecbch \u0111\u00e1ng ng\u1edd \u0111\u1ec3 ng\u00e2n h\u00e0ng k\u1ecbp th\u1eddi \u0111i\u1ec1u tra v\u00e0 ch\u1eb7n \u0111\u1ee9ng.<\/p>\n\n\n\n<p><strong>\u2013 T\u0103ng kh\u1ea3 n\u0103ng ch\u1ea9n \u0111o\u00e1n b\u1ec7nh: <\/strong>Trong y t\u1ebf, Deep\u202fLearning tr\u1edf th\u00e0nh tr\u1ee3 th\u1ee7 \u0111\u1eafc l\u1ef1c gi\u00fap b\u00e1c s\u0129 ph\u00e1t hi\u1ec7n kh\u1ed1i u, t\u1ed5n th\u01b0\u01a1ng x\u01b0\u01a1ng ho\u1eb7c \u0111i\u1ec3m b\u1ea5t th\u01b0\u1eddng trong \u1ea3nh ch\u1ee5p X\u2011quang, CT, MRI ch\u1ec9 trong v\u00e0i gi\u00e2y, t\u1eeb \u0111\u00f3 gi\u1ea3m nguy c\u01a1 b\u1ecf s\u00f3t d\u1ea5u hi\u1ec7u quan tr\u1ecdng v\u00e0 ch\u1eefa tr\u1ecb k\u1ecbp th\u1eddi cho b\u1ec7nh nh\u00e2n.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-7-so-sanh-gi\u1eefa-deep-learning-va-machine-learning\"><strong>7. So s\u00e1nh gi\u1eefa Deep Learning v\u00e0 Machine Learning<\/strong><\/h2>\n\n\n\n<p>C\u1ea3 Deep Learning (h\u1ecdc s\u00e2u) v\u00e0 <a href=\"https:\/\/base.vn\/blog\/machine-learning-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">Machine Learning (h\u1ecdc m\u00e1y)<\/a> \u0111\u1ec1u l\u00e0 c\u00e1c nh\u00e1nh c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, trong \u0111\u00f3 h\u1ecdc s\u00e2u l\u00e0 m\u1ed9t ph\u1ea7n c\u1ee7a h\u1ecdc m\u00e1y. C\u1ea3 hai thu\u1eadt to\u00e1n n\u00e0y \u0111\u1ec1u c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o d\u1ef1a tr\u00ean d\u1eef li\u1ec7u c\u00f3 g\u00e1n nh\u00e3n ho\u1eb7c kh\u00f4ng g\u00e1n nh\u00e3n, \u0111\u1ec3 h\u1ecdc t\u1eadp v\u00e0 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n cho nh\u1eefng b\u00e0i to\u00e1n c\u1ee5 th\u1ec3. Tuy nhi\u00ean, gi\u1eefa ch\u00fang v\u1eabn t\u1ed3n t\u1ea1i nh\u1eefng \u0111i\u1ec3m kh\u00e1c bi\u1ec7t nh\u1ea5t \u0111\u1ecbnh nh\u01b0 sau:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td><strong>Ti\u00eau ch\u00ed<\/strong><\/td><td><strong>Machine Learning<\/strong><\/td><td><strong>Deep Learning<\/strong><\/td><\/tr><tr><td><strong>V\u1ecb tr\u00ed trong h\u1ec7 sinh th\u00e1i AI<\/strong><\/td><td>L\u00e0 m\u1ed9t nh\u00e1nh c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o.<\/td><td>L\u00e0 t\u1eadp con c\u1ee7a h\u1ecdc m\u00e1y.<\/td><\/tr><tr><td><strong>C\u00e1ch ti\u1ebfp c\u1eadn<\/strong><\/td><td>Cho ph\u00e9p m\u00e1y t\u1ef1 h\u1ecdc t\u1eeb d\u1eef li\u1ec7u v\u00e0 kh\u00f4ng c\u1ea7n l\u1eadp tr\u00ecnh c\u1ee5 th\u1ec3 cho t\u1eebng t\u00e1c v\u1ee5.Tuy nhi\u00ean, n\u00f3 y\u00eau c\u1ea7u chuy\u00ean gia l\u1ef1a ch\u1ecdn th\u1ee7 c\u00f4ng c\u00e1c \u0111\u1eb7c tr\u01b0ng (features) quan tr\u1ecdng t\u1eeb d\u1eef li\u1ec7u.<\/td><td>Cho ph\u00e9p m\u00e1y t\u1ef1 h\u1ecdc t\u1eeb d\u1eef li\u1ec7u qua m\u1ea1ng n\u01a1-ron nhi\u1ec1u l\u1edbp m\u00e0 kh\u00f4ng c\u1ea7n can thi\u1ec7p qu\u00e1 nhi\u1ec1u t\u1eeb con ng\u01b0\u1eddi.C\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng nh\u1eadn bi\u1ebft c\u00e1c \u0111\u1eb7c tr\u01b0ng t\u1eeb d\u1eef li\u1ec7u qua t\u1eebng l\u1edbp m\u1ea1ng n\u01a1-ron, gi\u1ea3m s\u1ef1 ph\u1ee5 thu\u1ed9c v\u00e0o chuy\u00ean gia d\u1eef li\u1ec7u.<\/td><\/tr><tr><td><strong>Hi\u1ec7u su\u1ea5t hu\u1ea5n luy\u1ec7n<\/strong><\/td><td>Nhanh h\u01a1n<\/td><td>T\u1ed1n nhi\u1ec1u th\u1eddi gian h\u01a1n<\/td><\/tr><tr><td><strong>Hi\u1ec7u su\u1ea5t th\u1eed nghi\u1ec7m<\/strong><\/td><td>Ch\u1ea1y ch\u1eadm h\u01a1n tr\u00ean l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn<\/td><td>Ch\u1ea1y nhanh h\u01a1n do kh\u00f4ng ph\u1ea3i x\u1eed l\u00fd theo t\u1eebng \u0111\u1eb7c tr\u01b0ng nh\u01b0 h\u1ecdc m\u00e1y.<\/td><\/tr><tr><td><strong>Y\u00eau c\u1ea7u ph\u1ea7n c\u1ee9ng<\/strong><\/td><td>C\u00f3 th\u1ec3 ho\u1ea1t \u0111\u1ed9ng t\u1ed1t tr\u00ean CPU ph\u1ed5 th\u00f4ng<\/td><td>C\u1ea7n GPU m\u1ea1nh m\u1ebd v\u00e0 h\u1ec7 th\u1ed1ng t\u00ednh to\u00e1n hi\u1ec7u su\u1ea5t cao<\/td><\/tr><tr><td><strong>T\u00ecnh hu\u1ed1ng x\u1eed l\u00fd ph\u00f9 h\u1ee3p<\/strong><\/td><td>C\u00e1c t\u00ecnh hu\u1ed1ng c\u00f3 l\u01b0\u1ee3ng d\u1eef li\u1ec7u nh\u1ecf \u0111\u1ebfn trung b\u00ecnh, ho\u1eb7c khi c\u1ea7n d\u1ef1 b\u00e1o, nh\u1eadn d\u1ea1ng \u0111\u01a1n gi\u1ea3n v\u00e0 ph\u00e1t hi\u1ec7n gian l\u1eadn.<\/td><td>C\u00e1c t\u00ecnh hu\u1ed1ng c\u00f3 kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn, ho\u1eb7c b\u00e0i to\u00e1n c\u00f3 \u0111\u1ed9 ph\u1ee9c t\u1ea1p cao li\u00ean quan \u0111\u1ebfn nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i, ph\u00e2n lo\u1ea1i h\u00ecnh \u1ea3nh ho\u1eb7c x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean.<\/td><\/tr><tr><td><strong>\u0110\u1ea7u ra<\/strong><\/td><td>Th\u01b0\u1eddng l\u00e0 m\u1ed9t gi\u00e1 tr\u1ecb s\u1ed1, nh\u01b0 \u0111i\u1ec3m s\u1ed1 ho\u1eb7c ph\u00e2n lo\u1ea1i.<\/td><td>C\u00f3 th\u1ec3 c\u00f3 nhi\u1ec1u \u0111\u1ecbnh d\u1ea1ng, nh\u01b0 v\u0103n b\u1ea3n, b\u1ea3n nh\u1ea1c ho\u1eb7c \u00e2m thanh.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"819\" src=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/deep-learning-va-machine-learning-1024x819.webp\" alt=\"\" class=\"wp-image-17257\" srcset=\"https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/deep-learning-va-machine-learning-1024x819.webp 1024w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/deep-learning-va-machine-learning-300x240.webp 300w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/deep-learning-va-machine-learning-768x614.webp 768w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/deep-learning-va-machine-learning-1536x1229.webp 1536w, https:\/\/base.vn\/wp-content\/uploads\/2025\/05\/deep-learning-va-machine-learning.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-8-tr\u01b0\u1eddng-h\u1ee3p-nao-doanh-nghi\u1ec7p-nen-\u1ee9ng-d\u1ee5ng-deep-learning\"><strong>8. Tr\u01b0\u1eddng h\u1ee3p n\u00e0o doanh nghi\u1ec7p n\u00ean \u1ee9ng d\u1ee5ng Deep Learning?<\/strong><\/h2>\n\n\n\n<p>M\u00f4 h\u00ecnh Deep Learning th\u01b0\u1eddng l\u00e0 l\u1ef1a ch\u1ecdn ph\u00f9 h\u1ee3p cho c\u00e1c tr\u01b0\u1eddng h\u1ee3p nh\u01b0:<\/p>\n\n\n\n<p><strong>\u2013 Khi doanh nghi\u1ec7p c\u00f3 l\u01b0\u1ee3ng d\u1eef li\u1ec7u c\u1ef1c k\u1ef3 l\u1edbn: <\/strong>H\u1ecdc s\u00e2u ch\u1ec9 c\u00f3 th\u1ec3 ph\u00e1t huy t\u1ed1i \u0111a ti\u1ec1m n\u0103ng d\u1ef1 \u0111o\u00e1n k\u1ebft qu\u1ea3 khi \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n v\u1edbi l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn, \u201cl\u1edbn\u201d \u1edf \u0111\u00e2y c\u00f3 ngh\u0129a l\u00e0 h\u00e0ng tr\u0103m ngh\u00ecn, h\u00e0ng tri\u1ec7u ho\u1eb7c th\u1eadm ch\u00ed h\u00e0ng t\u1ef7 \u0111i\u1ec3m d\u1eef li\u1ec7u. C\u00e0ng nhi\u1ec1u d\u1eef li\u1ec7u, m\u00f4 h\u00ecnh c\u00e0ng c\u00f3 nhi\u1ec1u v\u00ed d\u1ee5 \u0111\u1ec3 h\u1ecdc h\u1ecfi v\u00e0 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c h\u01a1n.<\/p>\n\n\n\n<p><strong>\u2013 Khi v\u1ea5n \u0111\u1ec1 qu\u00e1 ph\u1ee9c t\u1ea1p, kh\u00f4ng th\u1ec3 x\u1eed l\u00fd th\u1ee7 c\u00f4ng: <\/strong>H\u1ecdc s\u00e2u l\u00e0 gi\u1ea3i ph\u00e1p l\u00fd t\u01b0\u1edfng cho nh\u1eefng t\u00e1c v\u1ee5 \u0111\u00f2i h\u1ecfi x\u1eed l\u00fd kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 v\u00e0 \u0111\u1ed9 ph\u1ee9c t\u1ea1p cao, ch\u1eb3ng h\u1ea1n nh\u01b0 nh\u1eadn di\u1ec7n h\u00ecnh \u1ea3nh, d\u1ecbch thu\u1eadt t\u1ef1 \u0111\u1ed9ng hay nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i. Ch\u1eb3ng h\u1ea1n, YouTube s\u1eed d\u1ee5ng Deep Learning \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng nh\u1eadn bi\u1ebft, g\u00e1n nh\u00e3n v\u00e0 \u0111\u1ec1 xu\u1ea5t video &#8220;m\u00e8o&#8221; t\u1eeb h\u00e0ng tri\u1ec7u video cho ng\u01b0\u1eddi d\u00f9ng y\u00eau th\u00edch lo\u00e0i v\u1eadt n\u00e0y, thay v\u00ec ph\u1ea3i thu\u00ea m\u1ed9t \u0111\u1ed9i ng\u0169 nh\u00e2n s\u1ef1 \u0111\u00f4ng \u0111\u1ea3o \u0111\u1ec3 ph\u00e2n lo\u1ea1i th\u1ee7 c\u00f4ng.<\/p>\n\n\n\n<p><strong>\u2013 Khi \u0111\u00e3 c\u00f3 (ho\u1eb7c ti\u1ebfp c\u1eadn \u0111\u01b0\u1ee3c) h\u1ea1 t\u1ea7ng c\u00f4ng ngh\u1ec7 cao: <\/strong>H\u1ecdc s\u00e2u y\u00eau c\u1ea7u h\u1ec7 th\u1ed1ng t\u00ednh to\u00e1n m\u1ea1nh m\u1ebd v\u00e0 th\u01b0\u1eddng c\u1ea7n GPU hi\u1ec7u su\u1ea5t cao \u0111\u1ec3 ho\u1ea1t \u0111\u1ed9ng \u1ed5n \u0111\u1ecbnh. Do \u0111\u00f3, n\u1ebfu doanh nghi\u1ec7p \u0111\u00e3 c\u00f3 s\u1eb5n nh\u1eefng h\u1ec7 th\u1ed1ng c\u00f4ng ngh\u1ec7 n\u00e0y, ho\u1eb7c \u0111ang h\u1ee3p t\u00e1c v\u1edbi m\u1ed9t \u0111\u1ed1i t\u00e1c c\u00f4ng ngh\u1ec7 c\u00f3 \u0111\u1ee7 n\u0103ng l\u1ef1c, th\u00ec \u0111\u00e2y l\u00e0 th\u1eddi \u0111i\u1ec3m th\u00edch h\u1ee3p \u0111\u1ec3 tri\u1ec3n khai h\u1ecdc s\u00e2u.<\/p>\n\n\n\n<p>T\u00f3m l\u1ea1i, Deep Learning l\u00e0 gi\u1ea3i ph\u00e1p l\u00fd t\u01b0\u1edfng n\u1ebfu doanh nghi\u1ec7p c\u00f3 s\u1eb5n l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn, c\u1ea7n gi\u1ea3i quy\u1ebft c\u00e1c b\u00e0i to\u00e1n ph\u1ee9c t\u1ea1p, v\u00e0 c\u00f3 \u0111\u1ee7 h\u1ea1 t\u1ea7ng c\u00f4ng ngh\u1ec7 h\u1ed7 tr\u1ee3. Ng\u01b0\u1ee3c l\u1ea1i, n\u1ebfu d\u1eef li\u1ec7u c\u00f2n h\u1ea1n ch\u1ebf ho\u1eb7c ng\u00e2n s\u00e1ch c\u00f4ng ngh\u1ec7 eo h\u1eb9p th\u00ec n\u00ean c\u00e2n nh\u1eafc c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ph\u00e2n t\u00edch kh\u00e1c d\u1ec5 tri\u1ec3n khai v\u00e0 ti\u1ebft ki\u1ec7m h\u01a1n.<\/p>\n\n\n\n<p class=\"has-background\" style=\"background-color:#ebf6fd\"><strong>\u0110\u1ecdc th\u00eam:<\/strong> <a href=\"https:\/\/base.vn\/blog\/cong-nghe-4-0\/\" target=\"_blank\" rel=\"noreferrer noopener\">C\u00f4ng ngh\u1ec7 4.0 l\u00e0 g\u00ec? T\u00e1c \u0111\u1ed9ng v\u00e0 \u1ee9ng d\u1ee5ng trong doanh nghi\u1ec7p<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-9-h\u1ea1n-ch\u1ebf-c\u1ea7n-l\u01b0u-y-khi-\u1ee9ng-d\u1ee5ng-deep-learning\"><strong>9. H\u1ea1n ch\u1ebf c\u1ea7n l\u01b0u \u00fd khi \u1ee9ng d\u1ee5ng Deep Learning<\/strong><\/h2>\n\n\n\n<p>B\u00ean c\u1ea1nh nh\u1eefng \u1ee9ng d\u1ee5ng h\u1eefu \u00edch m\u00e0 Deep Learning mang \u0111\u1ebfn trong c\u00e1c l\u0129nh v\u1ef1c \u0111\u1eddi s\u1ed1ng, th\u00ec v\u1eabn c\u00f3 m\u1ed9t s\u1ed1 h\u1ea1n ch\u1ebf khi tri\u1ec3n khai c\u00f4ng ngh\u1ec7 n\u00e0y nh\u01b0 sau:<\/p>\n\n\n\n<p><strong>\u2013 Chi ph\u00ed \u0111\u1ea7u t\u01b0 cao:<\/strong> \u0110\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u \u0111\u00f2i h\u1ecfi nhi\u1ec1u t\u00e0i nguy\u00ean t\u00ednh to\u00e1n, bao g\u1ed3m GPU m\u1ea1nh v\u00e0 dung l\u01b0\u1ee3ng b\u1ed9 nh\u1edb l\u1edbn. Do \u0111\u00f3, chi ph\u00ed d\u00e0nh cho ph\u1ea7n c\u1ee9ng l\u1eabn \u0111i\u1ec7n n\u0103ng l\u00e0 kh\u00f4ng nh\u1ecf, h\u01a1n n\u1eefa th\u1eddi gian \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh c\u0169ng kh\u00f4ng ph\u1ea3i l\u00e0 ng\u1eafn.<\/p>\n\n\n\n<p><strong>\u2013 Qu\u00e1 kh\u1edbp (overfitting): <\/strong>Qu\u00e1 kh\u1edbp x\u1ea3y ra khi m\u1ed9t m\u00f4 h\u00ecnh h\u1ecdc thu\u1ed9c d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n nh\u01b0ng l\u1ea1i d\u1ef1 \u0111o\u00e1n sai tr\u00ean d\u1eef li\u1ec7u m\u1edbi. \u0110\u00e2y l\u00e0 m\u1ed9t v\u1ea5n \u0111\u1ec1 kh\u00e1 ph\u1ed5 bi\u1ebfn trong h\u1ecdc s\u00e2u, nh\u1ea5t l\u00e0 v\u1edbi c\u00e1c m\u1ea1ng n\u01a1-ron l\u1edbn, d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o qu\u00e1 \u00edt ho\u1eb7c thi\u1ebfu k\u1ef9 thu\u1eadt ch\u00ednh quy h\u00f3a.<\/p>\n\n\n\n<p><strong>\u2013 H\u1ed9p \u0111en (black box): <\/strong>M\u1ed9t s\u1ed1 m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u \u0111\u01b0\u1ee3c coi l\u00e0 m\u00f4 h\u00ecnh &#8220;h\u1ed9p \u0111en&#8221; v\u00ec ch\u00fang kh\u00f4ng gi\u1ea3i th\u00edch ngu\u1ed3n g\u1ed1c cho c\u00e1c d\u1ef1 \u0111o\u00e1n c\u1ee7a ch\u00fang, khi\u1ebfn vi\u1ec7c ki\u1ec3m ch\u1ee9ng v\u00e0 gi\u1ea3i tr\u00ecnh k\u1ebft qu\u1ea3 cho c\u00e1c b\u00ean li\u00ean quan tr\u1edf n\u00ean kh\u00f3 kh\u0103n.<\/p>\n\n\n\n<p><strong>\u2013 Ph\u1ee5 thu\u1ed9c qu\u00e1 m\u1ee9c v\u00e0o ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u:<\/strong> N\u1ebfu d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o nhi\u1ec5u, thi\u1ebfu, sai l\u1ec7ch ho\u1eb7c thi\u00ean v\u1ecb, m\u00f4 h\u00ecnh s\u1ebd h\u1ecdc sai v\u00e0 cho k\u1ebft qu\u1ea3 k\u00e9m. Do \u0111\u00f3, kh\u00e2u thu th\u1eadp v\u00e0 l\u00e0m s\u1ea1ch d\u1eef li\u1ec7u l\u00e0 t\u1ed1i quan tr\u1ecdng.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-10-t\u1ea1m-k\u1ebft\"><strong>10. T\u1ea1m k\u1ebft<\/strong><\/h2>\n\n\n\n<p>V\u1edbi nh\u1eefng g\u00ec ch\u00fang ta v\u1eeba t\u00ecm hi\u1ec3u Deep Learning l\u00e0 g\u00ec, c\u00f3 th\u1ec3 th\u1ea5y v\u1edbi kh\u1ea3 n\u0103ng t\u1ef1 h\u1ecdc t\u1eeb d\u1eef li\u1ec7u v\u00e0 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n t\u01b0\u01a1ng t\u1ef1 nh\u01b0 c\u00e1ch n\u00e3o ng\u01b0\u1eddi ho\u1ea1t \u0111\u1ed9ng, h\u1ecdc s\u00e2u \u0111ang m\u1edf ra nh\u1eefng ti\u1ec1m n\u0103ng \u1ee9ng d\u1ee5ng v\u00f4 c\u00f9ng gi\u00e1 tr\u1ecb v\u00e0 h\u1ea5p d\u1eabn \u1edf nhi\u1ec1u l\u0129nh v\u1ef1c. V\u00e0 c\u00f4ng ngh\u1ec7 n\u00e0y h\u1ee9a h\u1eb9n s\u1ebd tr\u1edf th\u00e0nh y\u1ebfu t\u1ed1 ch\u1ee7 \u0111\u1ea1o trong chi\u1ebfn l\u01b0\u1ee3c chuy\u1ec3n s\u1ed1 c\u1ee7a c\u00e1c doanh nghi\u1ec7p 4.0.<\/p>\n\n\n\n<p>Ngo\u00e0i ra, tr\u00ean con \u0111\u01b0\u1eddng chuy\u1ec3n \u0111\u1ed5i s\u1ed1 \u1ea5y, \u201cBase.vn \u2013 N\u1ec1n t\u1ea3ng qu\u1ea3n tr\u1ecb doanh nghi\u1ec7p to\u00e0n di\u1ec7n\u201d lu\u00f4n s\u1eb5n s\u00e0ng l\u00e0m ng\u01b0\u1eddi b\u1ea1n \u0111\u1ed3ng h\u00e0nh \u0111\u00e1ng tin c\u1eady cho m\u1ecdi doanh nghi\u1ec7p. H\u00e3y li\u00ean h\u1ec7 v\u1edbi ch\u00fang t\u00f4i ngay h\u00f4m nay \u0111\u1ec3 nh\u1eadn t\u01b0 v\u1ea5n \u0111\u1ed5i m\u1edbi ph\u01b0\u01a1ng th\u1ee9c qu\u1ea3n l\u00fd C\u00f4ng vi\u1ec7c, D\u1ef1 \u00e1n, Nh\u00e2n s\u1ef1, T\u00e0i ch\u00ednh, v.v\u2026 m\u1ed9t c\u00e1ch chuy\u00ean s\u00e2u v\u00e0 khoa h\u1ecdc!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>N\u1ebfu doanh nghi\u1ec7p quan t\u00e2m \u0111\u1ebfn tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI), ch\u1eafc h\u1eb3n kh\u00f4ng th\u1ec3 b\u1ecf qua Deep Learning, hay c\u00f2n g\u1ecdi l\u00e0 H\u1ecdc s\u00e2u, m\u1ed9t c\u00f4ng ngh\u1ec7 cho ph\u00e9p m\u00e1y t\u00ednh h\u1ecdc t\u1eadp, suy lu\u1eadn v\u00e0 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n b\u1eb1ng c\u00e1ch m\u00f4 ph\u1ecfng ho\u1ea1t \u0111\u1ed9ng n\u00e3o ng\u01b0\u1eddi. V\u1eady, Deep\u202fLearning l\u00e0 g\u00ec? C\u01a1 ch\u1ebf [&hellip;]<\/p>\n","protected":false},"author":14,"featured_media":17243,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[65],"tags":[],"ppma_author":[61],"class_list":["post-17240","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-giai-phap-ai"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v24.4 (Yoast SEO v24.4) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Deep Learning l\u00e0 g\u00ec? T\u00ecm hi\u1ec3u c\u00e1ch m\u00e1y h\u1ecdc s\u00e2u ho\u1ea1t \u0111\u1ed9ng<\/title>\n<meta name=\"description\" content=\"Kh\u00e1m ph\u00e1 Deep Learning l\u00e0 g\u00ec? T\u00ecm hi\u1ec3u c\u00e1ch H\u1ecdc s\u00e2u h\u1ecdc t\u1eadp t\u1eeb l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn \u0111\u1ec3 gi\u00fap m\u00e1y t\u00ednh x\u1eed l\u00fd nh\u1eefng b\u00e0i to\u00e1n ph\u1ee9c t\u1ea1p.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/base.vn\/blog\/deep-learning-la-gi\/\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Deep Learning l\u00e0 g\u00ec? T\u00ecm hi\u1ec3u c\u00e1ch m\u00e1y h\u1ecdc s\u00e2u ho\u1ea1t \u0111\u1ed9ng\" \/>\n<meta property=\"og:description\" content=\"Kh\u00e1m ph\u00e1 Deep Learning l\u00e0 g\u00ec? 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