{"id":9505,"date":"2023-04-30T15:21:00","date_gmt":"2023-04-30T08:21:00","guid":{"rendered":"https:\/\/idconline.vn\/blog\/?p=9505"},"modified":"2023-06-20T15:08:49","modified_gmt":"2023-06-20T08:08:49","slug":"machine-learning-la-gi-moi-thu-ban-can-biet","status":"publish","type":"post","link":"https:\/\/idconline.vn\/blog\/machine-learning-la-gi-moi-thu-ban-can-biet\/","title":{"rendered":"Machine learning l\u00e0 g\u00ec? M\u1ecdi th\u1ee9 b\u1ea1n c\u1ea7n bi\u1ebft"},"content":{"rendered":"\n<p>S\u1ef1 b\u00f9ng n\u1ed5 c\u1ee7a machine learning \u0111\u00e3 c\u00e1ch m\u1ea1ng h\u00f3a th\u1ebf gi\u1edbi c\u00f4ng ngh\u1ec7 b\u1eb1ng c\u00e1ch trao quy\u1ec1n cho c\u00e1c m\u00e1y t\u00ednh th\u1ef1c hi\u1ec7n nh\u1eefng nhi\u1ec7m v\u1ee5 tr\u01b0\u1edbc \u0111\u00e2y \u0111\u01b0\u1ee3c coi l\u00e0 kh\u00f4ng th\u1ec3 \u0111\u1ed1i v\u1edbi m\u00e1y t\u00ednh. C\u00e1c nhi\u1ec7m v\u1ee5 nh\u01b0 nh\u1eadn d\u1ea1ng h\u00ecnh \u1ea3nh v\u00e0 x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean, tr\u01b0\u1edbc kia \u0111\u00f2i h\u1ecfi s\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi. Hi\u1ec7n nay \u0111ang \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n b\u1edfi m\u00e1y t\u00ednh v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 t\u1ed1c \u0111\u1ed9 cao. C\u00e1c thu\u1eadt to\u00e1n machine learning cho ph\u00e9p ph\u1ea7n m\u1ec1m h\u1ecdc t\u1eeb d\u1eef li\u1ec7u v\u00e0 c\u1ea3i ti\u1ebfn theo th\u1eddi gian. \u0110i\u1ec1u \u0111\u00f3 d\u1eabn \u0111\u1ebfn quy\u1ebft \u0111\u1ecbnh ch\u00ednh x\u00e1c v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n. <\/p>\n\n\n\n<div id=\"toc_container\" class=\"toc_white no_bullets\"><p class=\"toc_title\">M\u1ee5c l\u1ee5c<\/p><ul class=\"toc_list\"><li><a href=\"#Machine_learning_la_gi\">Machine learning l\u00e0 g\u00ec?<\/a><\/li><li><a href=\"#Su_khac_biet_giua_AI_va_machine_learning_la_gi\">S\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa AI v\u00e0 machine learning l\u00e0 g\u00ec?<\/a><\/li><li><a href=\"#Cac_loai_may_hoc_chinh_la_gi\">C\u00e1c lo\u1ea1i m\u00e1y h\u1ecdc ch\u00ednh l\u00e0 g\u00ec?<\/a><\/li><li><a href=\"#Supervised_learning_la_gi\">Supervised learning l\u00e0 g\u00ec?<\/a><\/li><li><a href=\"#Unsupervised_learning_la_gi\">Unsupervised learning l\u00e0 g\u00ec?<\/a><\/li><li><a href=\"#Semi-supervised_learning_la_gi\">Semi-supervised learning l\u00e0 g\u00ec?<\/a><\/li><li><a href=\"#Reinforcement_learning_la_gi\">Reinforcement learning l\u00e0 g\u00ec?<\/a><\/li><li><a href=\"#Supervised_machine_learning_hoat_dong_nhu_the_nao\">Supervised machine learning ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o<\/a><ul><li><a href=\"#Diem_can_luu_y_voi_supervised_machine_learning\">\u0110i\u1ec3m c\u1ea7n l\u01b0u \u00fd v\u1edbi supervised machine learning<\/a><\/li><\/ul><\/li><li><a href=\"#Cong_viec_dao_tao_Supervised_machine-learning_dien_ra_nhu_the_nao\">C\u00f4ng vi\u1ec7c \u0111\u00e0o t\u1ea1o Supervised machine-learning di\u1ec5n ra nh\u01b0 th\u1ebf n\u00e0o?<\/a><ul><li><a href=\"#Luu_y_cua_supervised_machine-learning\">L\u01b0u \u00fd c\u1ee7a supervised machine-learning<\/a><\/li><\/ul><\/li><li><a href=\"#Lam_the_nao_de_ban_danh_gia_cac_mo_hinh_machine_learning\">L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 b\u1ea1n \u0111\u00e1nh gi\u00e1 c\u00e1c m\u00f4 h\u00ecnh machine learning?<\/a><\/li><li><a href=\"#Deep_learning_la_gi_va_deep_neural_networks_la_gi\">Deep learning l\u00e0 g\u00ec v\u00e0 deep neural networks l\u00e0 g\u00ec?<\/a><\/li><li><a href=\"#Machine_learning_co_duoc_thuc_hien_chi_bang_neural_networks_khong\">Machine learning c\u00f3 \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n ch\u1ec9 b\u1eb1ng neural networks kh\u00f4ng?<\/a><\/li><li><a href=\"#Tai_sao_machine_learning_lai_thanh_cong_nhu_vay\">T\u1ea1i sao machine learning l\u1ea1i th\u00e0nh c\u00f4ng nh\u01b0 v\u1eady?<\/a><\/li><li><a href=\"#Machine_learning_dung_de_lam_gi\">Machine learning d\u00f9ng \u0111\u1ec3 l\u00e0m g\u00ec?<\/a><ul><li><a href=\"#Dan_chung_cho_ung_dung_thuc_te_cua_hoc_may\">D\u1eabn ch\u1ee9ng cho \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf c\u1ee7a h\u1ecdc m\u00e1y<\/a><\/li><\/ul><\/li><li><a href=\"#Cac_he_thong_machine_learning_co_khach_quan_khong\">C\u00e1c h\u1ec7 th\u1ed1ng machine learning c\u00f3 kh\u00e1ch quan kh\u00f4ng?<\/a><\/li><li><a href=\"#Nhung_dich_vu_nao_co_san_cho_machine_learning\">Nh\u1eefng d\u1ecbch v\u1ee5 n\u00e0o c\u00f3 s\u1eb5n cho machine learning?<\/a><ul><li><a href=\"#Cac_dich_vu_moi_toi_uu_hoa_machine_learning\">C\u00e1c d\u1ecbch v\u1ee5 m\u1edbi t\u1ed1i \u01b0u ho\u00e1 machine learning<\/a><\/li><\/ul><\/li><li><a href=\"#Ket_luan\">K\u1ebft lu\u1eadn<\/a><\/li><\/ul><\/div>\n<h2 class=\"wp-block-heading\"><span id=\"Machine_learning_la_gi\">Machine learning l\u00e0 g\u00ec?<\/span><\/h2>\n\n\n\n<p>Machine learning l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd cho ph\u00e9p m\u00e1y t\u00ednh d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c d\u1ef1a tr\u00ean d\u1eef li\u1ec7u. Nh\u1eefng d\u1ef1 \u0111o\u00e1n n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong nhi\u1ec1u \u1ee9ng d\u1ee5ng kh\u00e1c nhau. T\u1eeb nh\u1eadn d\u1ea1ng c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng trong \u1ea3nh \u0111\u1ebfn ph\u00e1t hi\u1ec7n gian l\u1eadn trong c\u00e1c giao d\u1ecbch t\u00e0i ch\u00ednh. S\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa machine learning v\u00e0 ph\u1ea7n m\u1ec1m truy\u1ec1n th\u1ed1ng l\u00e0 machine learning kh\u00f4ng ph\u1ee5 thu\u1ed9c v\u00e0o c\u00e1c ch\u1ec9 th\u1ecb l\u1eadp tr\u00ecnh r\u00f5 r\u00e0ng t\u1eeb con ng\u01b0\u1eddi. Thay v\u00e0o \u0111\u00f3, c\u00e1c m\u00f4 h\u00ecnh machine learning \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u00ean l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u \u0111\u1ec3 h\u1ecdc c\u00e1ch nh\u1eadn bi\u1ebft m\u1eabu v\u00e0 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n. V\u1edbi s\u1ef1 b\u00f9ng n\u1ed5 c\u1ee7a d\u1eef li\u1ec7u trong nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y. Machine learning \u0111\u00e3 tr\u1edf n\u00ean ng\u00e0y c\u00e0ng m\u1ea1nh m\u1ebd v\u00e0 c\u00f3 ti\u1ec1m n\u0103ng \u0111\u1ec3 thay \u0111\u1ed5i v\u00f4 s\u1ed1 ng\u00e0nh c\u00f4ng nghi\u1ec7p.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"800\" height=\"566\" src=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/machine-learning-fellowship-1515137126617.webp\" alt=\"\" class=\"wp-image-9508\" srcset=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/machine-learning-fellowship-1515137126617.webp 800w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/machine-learning-fellowship-1515137126617-300x212.webp 300w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/machine-learning-fellowship-1515137126617-768x543.webp 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span id=\"Su_khac_biet_giua_AI_va_machine_learning_la_gi\">S\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa AI v\u00e0 machine learning l\u00e0 g\u00ec?<\/span><\/h2>\n\n\n\n<p>M\u1eb7c d\u00f9 machine learning l\u00e0 m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p ph\u1ed5 bi\u1ebfn \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. Nh\u01b0ng n\u00f3 kh\u00f4ng ph\u1ea3i l\u00e0 duy nh\u1ea5t. Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u01b0\u1ee3c \u0111\u1ecbnh ngh\u0129a chung l\u00e0 b\u1ea5t k\u1ef3 m\u00e1y m\u00f3c n\u00e0o c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 \u0111\u00f2i h\u1ecfi tr\u00ed tu\u1ec7 con ng\u01b0\u1eddi. Ch\u1eb3ng h\u1ea1n nh\u01b0 l\u1eadp k\u1ebf ho\u1ea1ch, gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 v\u00e0 nh\u1eadn th\u1ee9c. <\/p>\n\n\n\n<p>Ngo\u00e0i machine learning, c\u00f2n c\u00f3 c\u00e1c ph\u01b0\u01a1ng ph\u00e1p kh\u00e1c \u0111\u1ec3 x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. Trong khi \u0111\u00f3, c\u00e1c h\u1ec7 th\u1ed1ng chuy\u00ean gia \u0111\u01b0\u1ee3c l\u1eadp tr\u00ecnh v\u1edbi c\u00e1c quy t\u1eafc cho ph\u00e9p ch\u00fang b\u1eaft ch\u01b0\u1edbc h\u00e0nh vi c\u1ee7a m\u1ed9t chuy\u00ean gia trong m\u1ed9t l\u0129nh v\u1ef1c c\u1ee5 th\u1ec3. Ch\u1eb3ng h\u1ea1n nh\u01b0 m\u1ed9t h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng l\u00e1i m\u00e1y bay. Nh\u1eefng ph\u01b0\u01a1ng ph\u00e1p kh\u00e1c nhau n\u00e0y cho ph\u00e9p \u00e1p d\u1ee5ng v\u00e0 kh\u1ea3 n\u0103ng ti\u1ebfn b\u1ed9 c\u00f4ng ngh\u1ec7 r\u1ed9ng r\u00e3i.<\/p>\n\n\n\n<p><strong>Xem th\u00eam<\/strong>: <a href=\"https:\/\/idconline.vn\/blog\/trinh-tao-nghe-thuat-ai-tot-nhat-dall-e-2-va-nhung-lua-chon-khac.html\" target=\"_blank\" rel=\"noreferrer noopener\"><strong><em>Tr\u00ecnh t\u1ea1o ngh\u1ec7 thu\u1eadt AI t\u1ed1t nh\u1ea5t: DALL-E 2 v\u00e0 nh\u1eefng l\u1ef1a ch\u1ecdn kh\u00e1c<\/em><\/strong><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span id=\"Cac_loai_may_hoc_chinh_la_gi\">C\u00e1c lo\u1ea1i m\u00e1y h\u1ecdc ch\u00ednh l\u00e0 g\u00ec?<\/span><\/h2>\n\n\n\n<p>Machine learning th\u01b0\u1eddng \u0111\u01b0\u1ee3c chia th\u00e0nh hai lo\u1ea1i ch\u00ednh: Unsupervised learning v\u00e0 supervised learning<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span id=\"Supervised_learning_la_gi\">Supervised learning l\u00e0 g\u00ec?<\/span><\/h2>\n\n\n\n<p>Approach n\u00e0y c\u01a1 b\u1ea3n l\u00e0 d\u1ea1y cho m\u00e1y h\u1ecdc th\u00f4ng qua c\u00e1c v\u00ed d\u1ee5.<\/p>\n\n\n\n<p>Trong qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n cho machine learning. C\u00e1c h\u1ec7 th\u1ed1ng s\u1ebd \u0111\u01b0\u1ee3c ti\u1ebfp c\u1eadn v\u1edbi l\u01b0\u1ee3ng d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c \u0111\u00e1nh d\u1ea5u nh\u00e3n r\u1ea5t l\u1edbn. V\u00ed d\u1ee5 nh\u01b0 c\u00e1c h\u00ecnh \u1ea3nh v\u1ec1 ch\u1eef vi\u1ebft tay \u0111\u01b0\u1ee3c ch\u00fa th\u00edch \u0111\u1ec3 ch\u1ec9 ra s\u1ed1 m\u00e0 ch\u00fang t\u01b0\u01a1ng \u1ee9ng. N\u1ebfu c\u00f3 \u0111\u1ee7 v\u00ed d\u1ee5, h\u1ec7 th\u1ed1ng supervised-learning s\u1ebd h\u1ecdc c\u00e1ch nh\u1eadn d\u1ea1ng c\u00e1c c\u1ee5m pixel v\u00e0 h\u00ecnh d\u1ea1ng li\u00ean quan \u0111\u1ebfn m\u1ed7i s\u1ed1 v\u00e0 cu\u1ed1i c\u00f9ng s\u1ebd c\u00f3 kh\u1ea3 n\u0103ng nh\u1eadn d\u1ea1ng c\u00e1c s\u1ed1 vi\u1ebft tay. \u0110\u1ed3ng th\u1eddi c\u00f3 th\u1ec3 ph\u00e2n bi\u1ec7t gi\u1eefa s\u1ed1 9 v\u00e0 s\u1ed1 4 ho\u1eb7c s\u1ed1 6 v\u00e0 s\u1ed1 8.<\/p>\n\n\n\n<p>Tuy nhi\u00ean, vi\u1ec7c hu\u1ea5n luy\u1ec7n c\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y th\u01b0\u1eddng \u0111\u00f2i h\u1ecfi l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn. V\u1edbi m\u1ed9t s\u1ed1 h\u1ec7 th\u1ed1ng c\u1ea7n \u0111\u01b0\u1ee3c ti\u1ebfp c\u1eadn v\u1edbi h\u00e0ng tri\u1ec7u v\u00ed d\u1ee5 \u0111\u1ec3 ho\u00e0n th\u00e0nh m\u1ed9t nhi\u1ec7m v\u1ee5.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span id=\"Unsupervised_learning_la_gi\">Unsupervised learning l\u00e0 g\u00ec?<\/span><\/h2>\n\n\n\n<p>Ng\u01b0\u1ee3c l\u1ea1i, machine learning kh\u00f4ng gi\u00e1m s\u00e1t giao cho c\u00e1c thu\u1eadt to\u00e1n nhi\u1ec7m v\u1ee5 nh\u1eadn d\u1ea1ng c\u00e1c m\u00f4 h\u00ecnh trong d\u1eef li\u1ec7u. N\u00f3 c\u1ed1 g\u1eafng t\u00ecm c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m gi\u1ed1ng nhau \u0111\u1ec3 chia d\u1eef li\u1ec7u th\u00e0nh c\u00e1c nh\u00f3m. M\u1ed9t v\u00ed d\u1ee5 c\u00f3 th\u1ec3 l\u00e0 Google News nh\u00f3m c\u00e1c b\u00e0i b\u00e1o v\u1ec1 ch\u1ee7 \u0111\u1ec1 t\u01b0\u01a1ng t\u1ef1 h\u00e0ng ng\u00e0y.<\/p>\n\n\n\n<p>C\u00e1c thu\u1eadt to\u00e1n machine learning kh\u00f4ng gi\u00e1m s\u00e1t kh\u00f4ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 t\u00e1ch ri\u00eang c\u00e1c lo\u1ea1i d\u1eef li\u1ec7u c\u1ee5 th\u1ec3, ch\u00fang \u0111\u01a1n gi\u1ea3n t\u00ecm ki\u1ebfm d\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c nh\u00f3m l\u1ea1i b\u1edfi s\u1ef1 t\u01b0\u01a1ng \u0111\u1ed3ng ho\u1eb7c c\u00e1c \u0111i\u1ec3m b\u1ea5t th\u01b0\u1eddng n\u1ed5i b\u1eadt.<\/p>\n\n\n\n<p><strong>Xem th\u00eam<\/strong>: <a href=\"https:\/\/idconline.vn\/blog\/6-dieu-chatgpt-khong-the-lam-va-20-thu-khac-tu-choi-thuc-hien.html\" target=\"_blank\" rel=\"noreferrer noopener\"><strong><em>6 \u0111i\u1ec1u ChatGPT kh\u00f4ng th\u1ec3 l\u00e0m v\u00e0 20 th\u1ee9 kh\u00e1c t\u1eeb ch\u1ed1i th\u1ef1c hi\u1ec7n<\/em><\/strong><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span id=\"Semi-supervised_learning_la_gi\">Semi-supervised learning l\u00e0 g\u00ec?<\/span><\/h2>\n\n\n\n<p>Khi machine learning tr\u1edf n\u00ean ph\u1ed5 bi\u1ebfn trong c\u00e1c \u1ee9ng d\u1ee5ng h\u00e0ng ng\u00e0y. Nhu c\u1ea7u cho l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c g\u00e1n nh\u00e3n c\u00f3 th\u1ec3 tr\u1edf n\u00ean kh\u00f4ng c\u00f2n quan tr\u1ecdng nh\u01b0 tr\u01b0\u1edbc v\u1edbi s\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a c\u00e1c k\u1ef9 thu\u1eadt m\u1edbi nh\u01b0 h\u1ecdc chuy\u1ec3n giao (transfer learning).<\/p>\n\n\n\n<p>H\u1ecdc chuy\u1ec3n giao cho ph\u00e9p c\u00e1c m\u00f4 h\u00ecnh machine learning h\u1ecdc t\u1eeb c\u00e1c m\u00f4 h\u00ecnh \u0111\u00e3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n tr\u01b0\u1edbc \u0111\u00f3. Sau \u0111\u00f3 \u00e1p d\u1ee5ng ki\u1ebfn th\u1ee9c \u0111\u00f3 v\u00e0o d\u1eef li\u1ec7u m\u1edbi, ch\u01b0a \u0111\u01b0\u1ee3c nh\u00ecn th\u1ea5y. B\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng ki\u1ebfn th\u1ee9c t\u1eeb c\u00e1c m\u00f4 h\u00ecnh tr\u01b0\u1edbc \u0111\u00f3. H\u1ecdc chuy\u1ec3n giao c\u00f3 th\u1ec3 gi\u1ea3m \u0111\u00e1ng k\u1ec3 l\u01b0\u1ee3ng d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c g\u00e1n nh\u00e3n c\u1ea7n thi\u1ebft \u0111\u1ec3 hu\u1ea5n luy\u1ec7n m\u1ed9t m\u00f4 h\u00ecnh m\u1edbi.<\/p>\n\n\n\n<p>Ngo\u00e0i ra, h\u1ecdc chuy\u1ec3n giao c\u0169ng c\u00f3 th\u1ec3 cho ph\u00e9p c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc nhanh h\u01a1n v\u00e0 ch\u00ednh x\u00e1c h\u01a1n so v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p h\u1ecdc gi\u00e1m s\u00e1t truy\u1ec1n th\u1ed1ng. \u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 r\u1ea5t h\u1eefu \u00edch trong c\u00e1c t\u00ecnh hu\u1ed1ng m\u00e0 d\u1eef li\u1ec7u \u00edt.<\/p>\n\n\n\n<p>M\u1eb7c d\u00f9 h\u1ecdc chuy\u1ec3n giao v\u1eabn \u0111ang \u1edf giai \u0111o\u1ea1n \u0111\u1ea7u c\u1ee7a n\u00f3. Ti\u1ec1m n\u0103ng c\u1ee7a n\u00f3 \u0111\u1ed1i v\u1edbi machine learning kh\u00f4ng th\u1ec3 b\u1ecb b\u1ecf qua. Khi k\u1ef9 thu\u1eadt n\u00e0y ti\u1ebfp t\u1ee5c ph\u00e1t tri\u1ec3n v\u00e0 c\u1ea3i ti\u1ebfn. N\u00f3 c\u00f3 th\u1ec3 ch\u1ee9ng t\u1ecf m\u00ecnh l\u00e0 m\u1ed9t thay \u0111\u1ed5i l\u1edbn trong l\u0129nh v\u1ef1c machine learning. \u0110i\u1ec1u \u0111\u00f3 cho ph\u00e9p hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh nhanh h\u01a1n v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n m\u00e0 kh\u00f4ng c\u1ea7n \u0111\u1ebfn l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c g\u00e1n nh\u00e3n.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"696\" height=\"365\" src=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/machine-learning-avatar-696x365-1.jpg\" alt=\"\" class=\"wp-image-9509\" srcset=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/machine-learning-avatar-696x365-1.jpg 696w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/machine-learning-avatar-696x365-1-300x157.jpg 300w\" sizes=\"(max-width: 696px) 100vw, 696px\" \/><\/figure><\/div>\n\n\n<p><strong>Xem th\u00eam<\/strong>: <a href=\"https:\/\/idconline.vn\/blog\/toi-da-viet-mot-quy-trinh-bang-12-ngon-ngu-lap-trinh-voi-chatgpt.html\" target=\"_blank\" rel=\"noreferrer noopener\"><strong><em>T\u00f4i \u0111\u00e3 vi\u1ebft m\u1ed9t quy tr\u00ecnh b\u1eb1ng 12 ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh v\u1edbi ChatGPT<\/em><\/strong><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"tw-target-text\"><span id=\"Reinforcement_learning_la_gi\">Reinforcement learning l\u00e0 g\u00ec?<\/span><\/h2>\n\n\n\n<p>M\u1ed9t c\u00e1ch \u0111\u1ec3 hi\u1ec3u v\u1ec1 h\u1ecdc t\u0103ng c\u01b0\u1eddng (reinforcement learning) l\u00e0 ngh\u0129 v\u1ec1 c\u00e1ch m\u00e0 m\u1ed9t ng\u01b0\u1eddi c\u00f3 th\u1ec3 h\u1ecdc c\u00e1ch ch\u01a1i m\u1ed9t tr\u00f2 ch\u01a1i m\u00e1y t\u00ednh c\u1ed5 \u0111i\u1ec3n l\u1ea7n \u0111\u1ea7u ti\u00ean. Khi h\u1ecd kh\u00f4ng quen v\u1edbi c\u00e1c quy t\u1eafc ho\u1eb7c c\u00e1ch \u0111i\u1ec1u khi\u1ec3n tr\u00f2 ch\u01a1i. D\u00f9 h\u1ecd c\u00f3 th\u1ec3 l\u00e0 m\u1ed9t ng\u01b0\u1eddi m\u1edbi ho\u00e0n to\u00e0n. B\u1eb1ng c\u00e1ch quan s\u00e1t m\u1ed1i quan h\u1ec7 gi\u1eefa c\u00e1c n\u00fat h\u1ecd nh\u1ea5n, nh\u1eefng \u0111i\u1ec1u x\u1ea3y ra tr\u00ean m\u00e0n h\u00ecnh v\u00e0 \u0111i\u1ec3m s\u1ed1 trong tr\u00f2 ch\u01a1i. Hi\u1ec7u su\u1ea5t c\u1ee7a h\u1ecd s\u1ebd \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n t\u1eebng ng\u00e0y.<\/p>\n\n\n\n<p>M\u1ed9t v\u00ed d\u1ee5 v\u1ec1 h\u1ecdc t\u0103ng c\u01b0\u1eddng l\u00e0 Deep Q-network c\u1ee7a Google DeepMind. N\u00f3 \u0111\u00e3 \u0111\u00e1nh b\u1ea1i con ng\u01b0\u1eddi trong m\u1ed9t lo\u1ea1t c\u00e1c tr\u00f2 ch\u01a1i video c\u1ed5 \u0111i\u1ec3n. H\u1ec7 th\u1ed1ng n\u00e0y nh\u1eadn d\u1eef li\u1ec7u t\u1eebng pixel t\u1eeb m\u1ed7i tr\u00f2 ch\u01a1i v\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1c th\u00f4ng tin kh\u00e1c nhau v\u1ec1 tr\u1ea1ng th\u00e1i c\u1ee7a tr\u00f2 ch\u01a1i. Ch\u1eb3ng h\u1ea1n nh\u01b0 kho\u1ea3ng c\u00e1ch gi\u1eefa c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng tr\u00ean m\u00e0n h\u00ecnh. Sau \u0111\u00f3, n\u00f3 xem x\u00e9t c\u00e1ch m\u00e0 tr\u1ea1ng th\u00e1i c\u1ee7a tr\u00f2 ch\u01a1i v\u00e0 c\u00e1c h\u00e0nh \u0111\u1ed9ng n\u00f3 th\u1ef1c hi\u1ec7n trong tr\u00f2 ch\u01a1i li\u00ean quan \u0111\u1ebfn \u0111i\u1ec3m s\u1ed1 n\u00f3 \u0111\u1ea1t \u0111\u01b0\u1ee3c.<\/p>\n\n\n\n<p>Qua qu\u00e1 tr\u00ecnh ch\u01a1i nhi\u1ec1u v\u00f2ng c\u1ee7a tr\u00f2 ch\u01a1i. Cu\u1ed1i c\u00f9ng h\u1ec7 th\u1ed1ng s\u1ebd x\u00e2y d\u1ef1ng m\u1ed9t m\u00f4 h\u00ecnh v\u1ec1 nh\u1eefng h\u00e0nh \u0111\u1ed9ng s\u1ebd t\u1ed1i \u0111a h\u00f3a \u0111i\u1ec3m s\u1ed1 trong t\u00ecnh hu\u1ed1ng n\u00e0o. V\u00ed d\u1ee5 nh\u01b0 trong tr\u00f2 ch\u01a1i video Breakout, n\u01a1i thanh ch\u1eafn c\u1ea7n \u0111\u01b0\u1ee3c di chuy\u1ec3n \u0111\u1ebfn \u0111\u1ec3 ch\u1eb7n b\u00f3ng.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span id=\"Supervised_machine_learning_hoat_dong_nhu_the_nao\">Supervised machine learning ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o<\/span><\/h2>\n\n\n\n<p>M\u1ecdi th\u1ee9 b\u1eaft \u0111\u1ea7u v\u1edbi vi\u1ec7c hu\u1ea5n luy\u1ec7n m\u1ed9t m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y. M\u1ed9t h\u00e0m to\u00e1n h\u1ecdc c\u00f3 kh\u1ea3 n\u0103ng l\u1eb7p l\u1ea1i vi\u1ec7c \u0111i\u1ec1u ch\u1ec9nh c\u00e1ch ho\u1ea1t \u0111\u1ed9ng c\u1ee7a n\u00f3. Cho \u0111\u1ebfn khi n\u00f3 c\u00f3 th\u1ec3 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c khi \u0111\u01b0\u1ee3c cung c\u1ea5p d\u1eef li\u1ec7u m\u1edbi.<\/p>\n\n\n\n<p>Tr\u01b0\u1edbc khi b\u1eaft \u0111\u1ea7u hu\u1ea5n luy\u1ec7n, b\u1ea1n ph\u1ea3i ch\u1ecdn d\u1eef li\u1ec7u \u0111\u1ec3 thu th\u1eadp v\u00e0 quy\u1ebft \u0111\u1ecbnh c\u00e1c \u0111\u1eb7c tr\u01b0ng quan tr\u1ecdng c\u1ee7a d\u1eef li\u1ec7u.<\/p>\n\n\n\n<p>M\u1ed9t v\u00ed d\u1ee5 r\u1ea5t \u0111\u01a1n gi\u1ea3n v\u1ec1 c\u00e1c \u0111\u1eb7c tr\u01b0ng d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c \u0111\u01b0a ra trong b\u00e0i gi\u1ea3i th\u00edch c\u1ee7a Google. Trong \u0111\u00f3 m\u1ed9t m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n \u0111\u1ec3 nh\u1eadn bi\u1ebft s\u1ef1 kh\u00e1c nhau gi\u1eefa bia v\u00e0 r\u01b0\u1ee3u. D\u1ef1a tr\u00ean hai \u0111\u1eb7c tr\u01b0ng, m\u00e0u s\u1eafc v\u00e0 n\u1ed3ng \u0111\u1ed9 c\u1ed3n c\u1ee7a c\u00e1c lo\u1ea1i \u0111\u1ed3 u\u1ed1ng \u0111\u00f3 (ABV). M\u1ed7i \u0111\u1ed3 u\u1ed1ng \u0111\u01b0\u1ee3c g\u1eafn nh\u00e3n l\u00e0 bia ho\u1eb7c r\u01b0\u1ee3u. Sau \u0111\u00f3 thu th\u1eadp d\u1eef li\u1ec7u li\u00ean quan. R\u1ed3i s\u1eed d\u1ee5ng m\u1ed9t m\u00e1y quang ph\u1ed5 \u0111\u1ec3 \u0111o m\u00e0u s\u1eafc v\u00e0 m\u1ed9t m\u00e1y \u0111o \u0111\u1ed9 d\u00e0y \u0111\u1ec3 \u0111o n\u1ed3ng \u0111\u1ed9 c\u1ed3n.<\/p>\n\n\n\n<p><strong>Xem th\u00eam<\/strong>: <a href=\"https:\/\/idconline.vn\/blog\/huong-dan-thiet-lap-che-do-kiosk-cho-ios.html\" target=\"_blank\" rel=\"noreferrer noopener\"><strong><em>H\u01b0\u1edbng d\u1eabn thi\u1ebft l\u1eadp ch\u1ebf \u0111\u1ed9 kiosk cho iOS<\/em><\/strong><\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span id=\"Diem_can_luu_y_voi_supervised_machine_learning\">\u0110i\u1ec3m c\u1ea7n l\u01b0u \u00fd v\u1edbi supervised machine learning<\/span><\/h3>\n\n\n\n<p>M\u1ed9t \u0111i\u1ec3m quan tr\u1ecdng c\u1ea7n l\u01b0u \u00fd l\u00e0 d\u1eef li\u1ec7u ph\u1ea3i \u0111\u01b0\u1ee3c c\u00e2n b\u1eb1ng. Trong tr\u01b0\u1eddng h\u1ee3p n\u00e0y \u0111\u1ec3 c\u00f3 s\u1ed1 l\u01b0\u1ee3ng v\u00ed d\u1ee5 bia v\u00e0 r\u01b0\u1ee3u g\u1ea7n b\u1eb1ng nhau.<\/p>\n\n\n\n<p>D\u1eef li\u1ec7u thu th\u1eadp \u0111\u01b0\u1ee3c \u0111\u01b0\u1ee3c chia th\u00e0nh hai ph\u1ea7. M\u1ed9t t\u1ec9 l\u1ec7 l\u1edbn h\u01a1n cho qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n. V\u00ed d\u1ee5 nh\u01b0 kho\u1ea3ng 70%. V\u00e0 m\u1ed9t t\u1ec9 l\u1ec7 nh\u1ecf h\u01a1n cho qu\u00e1 tr\u00ecnh \u0111\u00e1nh gi\u00e1, v\u00ed d\u1ee5 nh\u01b0 30% c\u00f2n l\u1ea1i. D\u1eef li\u1ec7u \u0111\u00e1nh gi\u00e1 n\u00e0y cho ph\u00e9p ki\u1ec3m tra m\u00f4 h\u00ecnh \u0111\u00e3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n \u0111\u1ec3 xem n\u00f3 c\u00f3 kh\u1ea3 n\u0103ng ho\u1ea1t \u0111\u1ed9ng t\u1ed1t tr\u00ean d\u1eef li\u1ec7u th\u1ef1c t\u1ebf hay kh\u00f4ng.<\/p>\n\n\n\n<p>Tr\u01b0\u1edbc khi b\u1eaft \u0111\u1ea7u qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n, th\u01b0\u1eddng s\u1ebd c\u00f3 m\u1ed9t b\u01b0\u1edbc chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u. Trong \u0111\u00f3 s\u1ebd \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n c\u00e1c qu\u00e1 tr\u00ecnh nh\u01b0 lo\u1ea1i b\u1ecf tr\u00f9ng l\u1eb7p, chu\u1ea9n h\u00f3a v\u00e0 s\u1eeda l\u1ed7i.<\/p>\n\n\n\n<p>B\u01b0\u1edbc ti\u1ebfp theo l\u00e0 l\u1ef1a ch\u1ecdn m\u1ed9t m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y ph\u00f9 h\u1ee3p t\u1eeb nh\u1eefng m\u00f4 h\u00ecnh r\u1ed9ng l\u1edbn c\u00f3 s\u1eb5n. M\u1ed7i m\u00f4 h\u00ecnh \u0111\u1ec1u c\u00f3 \u0111i\u1ec3m m\u1ea1nh v\u00e0 \u0111i\u1ec3m y\u1ebfu t\u00f9y thu\u1ed9c v\u00e0o lo\u1ea1i d\u1eef li\u1ec7u. V\u00ed d\u1ee5 nh\u01b0 m\u1ed9t s\u1ed1 ph\u00f9 h\u1ee3p \u0111\u1ec3 x\u1eed l\u00fd h\u00ecnh \u1ea3nh, m\u1ed9t s\u1ed1 ph\u00f9 h\u1ee3p \u0111\u1ec3 x\u1eed l\u00fd v\u0103n b\u1ea3n v\u00e0 m\u1ed9t s\u1ed1 ph\u00f9 h\u1ee3p v\u1edbi d\u1eef li\u1ec7u ch\u1ec9 to\u00e1n h\u1ecdc.<\/p>\n\n\n\n<p>Nh\u1eefng d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n b\u1eb1ng h\u1ecdc c\u00f3 gi\u00e1m s\u00e1t \u0111\u01b0\u1ee3c chia th\u00e0nh hai lo\u1ea1i ch\u00ednh. Trong \u0111\u00f3 m\u00f4 h\u00ecnh \u0111ang g\u00e1n nh\u00e3n d\u1eef li\u1ec7u v\u1edbi c\u00e1c l\u1edbp \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh tr\u01b0\u1edbc. V\u00ed d\u1ee5 nh\u01b0 x\u00e1c \u0111\u1ecbnh email l\u00e0 th\u01b0 r\u00e1c ho\u1eb7c kh\u00f4ng ph\u1ea3i th\u01b0 r\u00e1c, v\u00e0 g\u1eedi tr\u1edf l\u1ea1i. Trong \u0111\u00f3 m\u00f4 h\u00ecnh \u0111ang d\u1ef1 \u0111o\u00e1n m\u1ed9t gi\u00e1 tr\u1ecb li\u00ean t\u1ee5c n\u00e0o \u0111\u00f3, ch\u1eb3ng h\u1ea1n nh\u01b0 gi\u00e1 nh\u00e0.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span id=\"Cong_viec_dao_tao_Supervised_machine-learning_dien_ra_nhu_the_nao\">C\u00f4ng vi\u1ec7c \u0111\u00e0o t\u1ea1o Supervised machine-learning di\u1ec5n ra nh\u01b0 th\u1ebf n\u00e0o?<\/span><\/h2>\n\n\n\n<p>Qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n m\u00e1y h\u1ecdc bao g\u1ed3m \u0111i\u1ec1u ch\u1ec9nh t\u1ef1 \u0111\u1ed9ng c\u00e1c ch\u1ee9c n\u0103ng c\u1ee7a m\u00f4 h\u00ecnh m\u00e1y h\u1ecdc cho \u0111\u1ebfn khi n\u00f3 c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c t\u1eeb d\u1eef li\u1ec7u. M\u1ed9t v\u00ed d\u1ee5 \u0111\u01a1n gi\u1ea3n v\u1ec1 qu\u00e1 tr\u00ecnh n\u00e0y l\u00e0 m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y tuy\u1ebfn t\u00ednh v\u1edbi gradient descent. N\u00f3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 \u01b0\u1edbc t\u00ednh s\u1ed1 kem b\u00e1n \u0111\u01b0\u1ee3c d\u1ef1a tr\u00ean nhi\u1ec7t \u0111\u1ed9 b\u00ean ngo\u00e0i.<\/p>\n\n\n\n<p>\u0110\u1ec3 d\u1ef1 \u0111o\u00e1n s\u1ed1 kem b\u00e1n \u0111\u01b0\u1ee3c trong t\u01b0\u01a1ng lai d\u1ef1a tr\u00ean nhi\u1ec7t \u0111\u1ed9 b\u00ean ngo\u00e0i. Ta c\u00f3 th\u1ec3 v\u1ebd m\u1ed9t \u0111\u01b0\u1eddng th\u1eb3ng \u0111i qua trung t\u00e2m c\u1ee7a t\u1ea5t c\u1ea3 c\u00e1c \u0111i\u1ec3m n\u00e0y, t\u01b0\u01a1ng t\u1ef1 nh\u01b0 h\u00ecnh minh h\u1ecda d\u01b0\u1edbi \u0111\u00e2y.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" loading=\"lazy\" width=\"1165\" height=\"720\" src=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/ice-cream-temperature-1165x720.webp\" alt=\"\" class=\"wp-image-9507\" srcset=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/ice-cream-temperature-1165x720.webp 1165w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/ice-cream-temperature-300x185.webp 300w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/ice-cream-temperature-768x475.webp 768w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/ice-cream-temperature.webp 1280w\" sizes=\"(max-width: 1165px) 100vw, 1165px\" \/><\/figure>\n\n\n\n<p>Sau khi ho\u00e0n th\u00e0nh vi\u1ec7c v\u1ebd \u0111\u01b0\u1eddng. S\u1ed1 l\u01b0\u1ee3ng kem \u0111\u01b0\u1ee3c b\u00e1n c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c d\u1ef1 \u0111o\u00e1n \u1edf b\u1ea5t k\u1ef3 nhi\u1ec7t \u0111\u1ed9 n\u00e0o. B\u1eb1ng c\u00e1ch t\u00ecm \u0111i\u1ec3m m\u00e0 \u0111\u01b0\u1eddng \u0111i qua m\u1ed9t nhi\u1ec7t \u0111\u1ed9 c\u1ee5 th\u1ec3 v\u00e0 \u0111\u1ecdc s\u1ed1 l\u01b0\u1ee3ng t\u01b0\u01a1ng \u1ee9ng t\u1ea1i \u0111i\u1ec3m \u0111\u00f3.<\/p>\n\n\n\n<p>Trong vi\u1ec7c hu\u1ea5n luy\u1ec7n m\u1ed9t m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y, trong tr\u01b0\u1eddng h\u1ee3p n\u00e0y l\u00e0 hu\u1ea5n luy\u1ec7n m\u1ed9t m\u00f4 h\u00ecnh h\u1ed3i quy tuy\u1ebfn t\u00ednh. Vi\u1ec7c \u0111i\u1ec1u ch\u1ec9nh v\u1ecb tr\u00ed v\u00e0 \u0111\u1ed9 d\u1ed1c c\u1ee7a \u0111\u01b0\u1eddng s\u1ebd \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n cho \u0111\u1ebfn khi n\u00f3 n\u1eb1m \u1edf gi\u1eefa c\u1ee7a t\u1ea5t c\u1ea3 c\u00e1c \u0111i\u1ec3m tr\u00ean bi\u1ec3u \u0111\u1ed3 ph\u00e2n t\u00e1n.<\/p>\n\n\n\n<p><strong>Xem th\u00eam<\/strong>: <a href=\"https:\/\/idconline.vn\/blog\/hoc-ngon-ngu-lap-trinh-nao-de-co-muc-luong-10000-thang.html\" target=\"_blank\" rel=\"noreferrer noopener\"><strong><em>H\u1ecdc ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh n\u00e0o \u0111\u1ec3 c\u00f3 m\u1ee9c l\u01b0\u01a1ng 10000$\/th\u00e1ng?<\/em><\/strong><\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span id=\"Luu_y_cua_supervised_machine-learning\"> L\u01b0u \u00fd c\u1ee7a supervised machine-learning <\/span><\/h3>\n\n\n\n<p>\u1ede m\u1ed7i b\u01b0\u1edbc c\u1ee7a qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n. Kho\u1ea3ng c\u00e1ch d\u1ecdc theo ph\u01b0\u01a1ng th\u1eb3ng \u0111\u1ee9ng c\u1ee7a m\u1ed7i \u0111i\u1ec3m so v\u1edbi \u0111\u01b0\u1eddng \u0111\u01b0\u1ee3c \u0111o l\u01b0\u1eddng. N\u1ebfu thay \u0111\u1ed5i \u0111\u1ed9 d\u1ed1c ho\u1eb7c v\u1ecb tr\u00ed c\u1ee7a \u0111\u01b0\u1eddng d\u1eabn \u0111\u1ebfn kho\u1ea3ng c\u00e1ch n\u00e0y t\u0103ng l\u00ean. Th\u00ec \u0111\u1ed9 d\u1ed1c ho\u1eb7c v\u1ecb tr\u00ed c\u1ee7a \u0111\u01b0\u1eddng s\u1ebd \u0111\u01b0\u1ee3c thay \u0111\u1ed5i theo h\u01b0\u1edbng ng\u01b0\u1ee3c l\u1ea1i v\u00e0 \u0111o kho\u1ea3ng c\u00e1ch m\u1edbi.<\/p>\n\n\n\n<p>Theo c\u00e1ch n\u00e0y, th\u00f4ng qua nhi\u1ec1u \u0111i\u1ec1u ch\u1ec9nh nh\u1ecf \u0111\u1ebfn \u0111\u1ed9 d\u1ed1c v\u00e0 v\u1ecb tr\u00ed c\u1ee7a \u0111\u01b0\u1eddng. \u0110\u01b0\u1eddng s\u1ebd ti\u1ebfp t\u1ee5c di chuy\u1ec3n cho \u0111\u1ebfn khi n\u00f3 cu\u1ed1i c\u00f9ng d\u1eebng l\u1ea1i \u1edf v\u1ecb tr\u00ed l\u00e0 ph\u00f9 h\u1ee3p v\u1edbi ph\u00e2n ph\u1ed1i c\u1ee7a t\u1ea5t c\u1ea3 c\u00e1c \u0111i\u1ec3m n\u00e0y. Khi qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n n\u00e0y ho\u00e0n th\u00e0nh. \u0110\u01b0\u1eddng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c v\u1ec1 c\u00e1ch nhi\u1ec7t \u0111\u1ed9 \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn vi\u1ec7c b\u00e1n kem. M\u00f4 h\u00ecnh h\u1ecdc m\u00e1y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c xem l\u00e0 \u0111\u00e3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n.<\/p>\n\n\n\n<p>Trong khi vi\u1ec7c hu\u1ea5n luy\u1ec7n cho c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y ph\u1ee9c t\u1ea1p h\u01a1n. Nh\u01b0 m\u1ea1ng neural kh\u00e1c nhau \u1edf m\u1ed9t s\u1ed1 m\u1eb7t. Nh\u01b0ng n\u00f3 c\u0169ng t\u01b0\u01a1ng t\u1ef1 trong vi\u1ec7c s\u1eed d\u1ee5ng ph\u01b0\u01a1ng ph\u00e1p gradient descent. Trong \u0111\u00f3 gi\u00e1 tr\u1ecb c\u1ee7a c\u00e1c &#8220;tr\u1ecdng s\u1ed1&#8221;, c\u00e1c bi\u1ebfn k\u1ebft h\u1ee3p v\u1edbi d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o \u0111\u1ec3 t\u1ea1o ra gi\u00e1 tr\u1ecb \u0111\u1ea7u ra, \u0111\u01b0\u1ee3c \u0111i\u1ec1u ch\u1ec9nh l\u1eb7p \u0111i l\u1eb7p l\u1ea1i cho \u0111\u1ebfn khi gi\u00e1 tr\u1ecb \u0111\u1ea7u ra \u0111\u01b0\u1ee3c s\u1ea3n xu\u1ea5t b\u1edfi m\u00f4 h\u00ecnh l\u00e0 g\u1ea7n nh\u01b0 mong mu\u1ed1n nh\u1ea5t.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" loading=\"lazy\" width=\"1280\" height=\"720\" src=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/Machine-Learning-1280x720.jpg\" alt=\"\" class=\"wp-image-9510\" srcset=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/Machine-Learning-1280x720.jpg 1280w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/Machine-Learning-300x169.jpg 300w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/Machine-Learning-768x432.jpg 768w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/Machine-Learning-1536x864.jpg 1536w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/Machine-Learning.jpg 1920w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/><\/figure>\n\n\n\n<p><strong>Xem th\u00eam<\/strong>: <a href=\"https:\/\/idconline.vn\/blog\/windows-11s-print-key-co-the-bi-thay-the-bang-chuc-nang-khac.html\" target=\"_blank\" rel=\"noreferrer noopener\"><strong><em>Windows 11 Print-key c\u00f3 th\u1ec3 b\u1ecb thay th\u1ebf b\u1eb1ng ch\u1ee9c n\u0103ng kh\u00e1c<\/em><\/strong><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"tw-target-text\"><span id=\"Lam_the_nao_de_ban_danh_gia_cac_mo_hinh_machine_learning\">L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 b\u1ea1n \u0111\u00e1nh gi\u00e1 c\u00e1c m\u00f4 h\u00ecnh machine learning?<\/span><\/h2>\n\n\n\n<p>Khi vi\u1ec7c hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh ho\u00e0n th\u00e0nh. M\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 b\u1eb1ng vi\u1ec7c s\u1eed d\u1ee5ng d\u1eef li\u1ec7u c\u00f2n l\u1ea1i kh\u00f4ng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n. \u0110i\u1ec1u \u0111\u00f3 gi\u00fap \u0111\u00e1nh gi\u00e1 hi\u1ec7u su\u1ea5t th\u1ef1c t\u1ebf c\u1ee7a n\u00f3.<\/p>\n\n\n\n<p>Khi hu\u1ea5n luy\u1ec7n m\u1ed9t m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y. Th\u01b0\u1eddng kho\u1ea3ng 60% t\u1eadp d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng cho hu\u1ea5n luy\u1ec7n. Ti\u1ebfp theo, 20% d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 x\u00e1c th\u1ef1c c\u00e1c d\u1ef1 \u0111o\u00e1n c\u1ee7a m\u00f4 h\u00ecnh v\u00e0 \u0111i\u1ec1u ch\u1ec9nh c\u00e1c th\u00f4ng s\u1ed1 b\u1ed5 sung \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a \u0111\u1ea7u ra c\u1ee7a m\u00f4 h\u00ecnh. Vi\u1ec7c \u0111i\u1ec1u ch\u1ec9nh n\u00e0y \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 t\u0103ng \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a d\u1ef1 \u0111o\u00e1n c\u1ee7a m\u00f4 h\u00ecnh khi \u0111\u01b0\u1ee3c tr\u00ecnh b\u00e0y v\u1edbi d\u1eef li\u1ec7u m\u1edbi.<\/p>\n\n\n\n<p>V\u1ea5n \u0111\u1ec1 n\u00e0y l\u00e0 do m\u00f4 h\u00ecnh \u0111\u00e3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n \u0111\u1ec3 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n qu\u00e1 ch\u1eb7t ch\u1ebd v\u1edbi c\u00e1c m\u1eabu trong d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n ban \u0111\u1ea7u. \u0110i\u1ec1u n\u00e0y \u0111\u00e3 gi\u1edbi h\u1ea1n kh\u1ea3 n\u0103ng t\u1ed5ng qu\u00e1t h\u00f3a c\u1ee7a m\u00f4 h\u00ecnh. V\u1ea5n \u0111\u1ec1 ng\u01b0\u1ee3c l\u1ea1i l\u00e0 kh\u00f4ng kh\u1edbp. Khi m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y kh\u00f4ng th\u1ec3 n\u1eafm b\u1eaft \u0111\u01b0\u1ee3c c\u00e1c m\u1eabu \u0111\u01b0\u1ee3c t\u00ecm th\u1ea5y trong d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n m\u1ed9t c\u00e1ch \u0111\u1ea7y \u0111\u1ee7. i\u1edbi h\u1ea1n \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a n\u00f3 n\u00f3i chung.<\/p>\n\n\n\n<p>20% cu\u1ed1i c\u00f9ng c\u1ee7a b\u1ed9 d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 ki\u1ec3m tra \u0111\u1ea7u ra c\u1ee7a m\u00f4 h\u00ecnh \u0111\u00e3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n v\u00e0 \u0111i\u1ec1u ch\u1ec9nh. Vi\u1ec7c n\u00e0y \u0111\u1ec3 ki\u1ec3m tra xem c\u00e1c d\u1ef1 \u0111o\u00e1n c\u1ee7a m\u00f4 h\u00ecnh v\u1eabn ch\u00ednh x\u00e1c khi \u0111\u01b0a v\u00e0o d\u1eef li\u1ec7u m\u1edbi.<\/p>\n\n\n\n<p><strong>Xem th\u00eam<\/strong>: <a href=\"https:\/\/idconline.vn\/blog\/s-gpt-loi-tat-de-ket-noi-chatgpt-voi-he-dieu-hanh-apple.html\" target=\"_blank\" rel=\"noreferrer noopener\"><strong><em>S-GPT, L\u1ed1i t\u1eaft \u0111\u1ec3 k\u1ebft n\u1ed1i ChatGPT v\u1edbi H\u1ec7 \u0111i\u1ec1u h\u00e0nh Apple<\/em><\/strong><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"tw-target-text\"><span id=\"Deep_learning_la_gi_va_deep_neural_networks_la_gi\">Deep learning l\u00e0 g\u00ec v\u00e0 deep neural networks l\u00e0 g\u00ec?<\/span><\/h2>\n\n\n\n<p>M\u1ed9t ph\u1ea7n c\u1ee7a h\u1ecdc m\u00e1y l\u00e0 h\u1ecdc s\u00e2u (deep learning). Trong \u0111\u00f3 c\u00e1c m\u1ea1ng neural \u0111\u01b0\u1ee3c m\u1edf r\u1ed9ng th\u00e0nh c\u00e1c m\u1ea1ng ph\u1ee9c t\u1ea1p v\u1edbi m\u1ed9t s\u1ed1 l\u1edbp \u0111a d\u1ea1ng ch\u1ee9a nhi\u1ec1u \u0111\u01a1n v\u1ecb \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n b\u1eb1ng l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3. \u0110\u00f3 ch\u00ednh l\u00e0 nh\u1eefng m\u1ea1ng neural s\u00e2u \u0111\u00e3 \u0111\u01b0a m\u00e1y t\u00ednh l\u00ean m\u1ed9t t\u1ea7m cao m\u1edbi trong vi\u1ec7c th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 nh\u01b0 nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i v\u00e0 th\u1ecb gi\u00e1c m\u00e1y t\u00ednh.<\/p>\n\n\n\n<p>C\u00f3 nhi\u1ec1u lo\u1ea1i m\u1ea1ng neural kh\u00e1c nhau, v\u1edbi nh\u1eefng \u01b0u \u0111i\u1ec3m v\u00e0 nh\u01b0\u1ee3c \u0111i\u1ec3m kh\u00e1c nhau. M\u1ea1ng neural tu\u1ea7n ho\u00e0n l\u00e0 m\u1ed9t lo\u1ea1i m\u1ea1ng neural \u0111\u1eb7c bi\u1ec7t th\u00edch h\u1ee3p cho x\u1eed l\u00fd ng\u00f4n ng\u1eef v\u00e0 nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i. Trong khi m\u1ea1ng neural t\u00edch ch\u1eadp th\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng nhi\u1ec1u h\u01a1n trong nh\u1eadn d\u1ea1ng h\u00ecnh \u1ea3nh. Thi\u1ebft k\u1ebf c\u1ee7a c\u00e1c m\u1ea1ng neural c\u0169ng \u0111ang ti\u1ebfn h\u00f3a. V\u1edbi c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u g\u1ea7n \u0111\u00e2y \u0111\u00e3 thi\u1ebft k\u1ebf m\u1ed9t thi\u1ebft k\u1ebf hi\u1ec7u qu\u1ea3 h\u01a1n cho m\u1ed9t lo\u1ea1i m\u1ea1ng neural s\u00e2u \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 b\u1ed9 nh\u1edb ng\u1eafn h\u1ea1n d\u00e0i (LSTM), gi\u00fap cho n\u00f3 ho\u1ea1t \u0111\u1ed9ng \u0111\u1ee7 nhanh \u0111\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong c\u00e1c h\u1ec7 th\u1ed1ng on-demand nh\u01b0 Google Translate.<\/p>\n\n\n\n<p>C\u00e1c thu\u1eadt to\u00e1n ti\u1ebfn h\u00f3a c\u1ee7a AI c\u0169ng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a c\u00e1c m\u1ea1ng neural. Nh\u1edd m\u1ed9t quy tr\u00ecnh g\u1ecdi l\u00e0 ti\u1ebfn h\u00f3a th\u1ea7n kinh (neuroevolution). Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y \u0111\u00e3 \u0111\u01b0\u1ee3c Uber AI Labs tr\u00ecnh b\u00e0y. Trong \u0111\u00f3 h\u1ecd \u0111\u00e3 xu\u1ea5t b\u1ea3n c\u00e1c b\u00e0i b\u00e1o v\u1ec1 vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n di truy\u1ec1n \u0111\u1ec3 hu\u1ea5n luy\u1ec7n c\u00e1c m\u1ea1ng neural s\u00e2u cho c\u00e1c v\u1ea5n \u0111\u1ec1 h\u1ecdc t\u0103ng c\u01b0\u1eddng.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"736\" height=\"415\" src=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/anh-whitehat-vn-1.png\" alt=\"\" class=\"wp-image-9511\" srcset=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/anh-whitehat-vn-1.png 736w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/anh-whitehat-vn-1-300x169.png 300w\" sizes=\"(max-width: 736px) 100vw, 736px\" \/><\/figure><\/div>\n\n\n<p><strong>Xem th\u00eam<\/strong>: <a href=\"https:\/\/idconline.vn\/blog\/virus-may-tinh-la-gi-dinh-nghia-cac-loai-va-cach-chung-hoat-dong.html\" target=\"_blank\" rel=\"noreferrer noopener\"><strong><em>Virus m\u00e1y t\u00ednh l\u00e0 g\u00ec? \u0110\u1ecbnh ngh\u0129a, c\u00e1c lo\u1ea1i v\u00e0 c\u00e1ch ch\u00fang ho\u1ea1t \u0111\u1ed9ng<\/em><\/strong><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"tw-target-text\"><span id=\"Machine_learning_co_duoc_thuc_hien_chi_bang_neural_networks_khong\">Machine learning c\u00f3 \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n ch\u1ec9 b\u1eb1ng neural networks kh\u00f4ng?<\/span><\/h2>\n\n\n\n<p>Kh\u00f4ng h\u1eb3n l\u00e0 v\u1eady. C\u00f3 m\u1ed9t lo\u1ea1t c\u00e1c m\u00f4 h\u00ecnh to\u00e1n h\u1ecdc c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 hu\u1ea5n luy\u1ec7n h\u1ec7 th\u1ed1ng \u0111\u1ec3 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n.<\/p>\n\n\n\n<p>M\u1ed9t m\u00f4 h\u00ecnh \u0111\u01a1n gi\u1ea3n l\u00e0 logistic regression. M\u1eb7c d\u00f9 t\u00ean g\u1ecdi c\u1ee7a n\u00f3 th\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 ph\u00e2n lo\u1ea1i d\u1eef li\u1ec7u. V\u00ed d\u1ee5 nh\u01b0 th\u01b0 r\u00e1c v\u00e0 kh\u00f4ng ph\u1ea3i th\u01b0 r\u00e1c. Logistic regression d\u1ec5 d\u00e0ng \u0111\u1ec3 th\u1ef1c hi\u1ec7n v\u00e0 hu\u1ea5n luy\u1ec7n khi th\u1ef1c hi\u1ec7n ph\u00e2n lo\u1ea1i nh\u1ecb ph\u00e2n \u0111\u01a1n gi\u1ea3n. N\u00f3 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c m\u1edf r\u1ed9ng \u0111\u1ec3 g\u00e1n nh\u00e3n cho nhi\u1ec1u h\u01a1n hai l\u1edbp.<\/p>\n\n\n\n<p>M\u1ed9t lo\u1ea1i m\u00f4 h\u00ecnh th\u00f4ng d\u1ee5ng kh\u00e1c l\u00e0 M\u00e1y vector h\u1ed7 tr\u1ee3 (SVMs). N\u00f3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i \u0111\u1ec3 ph\u00e2n lo\u1ea1i d\u1eef li\u1ec7u v\u00e0 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n th\u00f4ng qua h\u1ed3i quy. SVM c\u00f3 th\u1ec3 ph\u00e2n chia d\u1eef li\u1ec7u th\u00e0nh c\u00e1c l\u1edbp. Ngay c\u1ea3 khi d\u1eef li\u1ec7u tr\u1ed9n l\u1eabn v\u1edbi nhau \u0111\u1ebfn n\u1ed7i kh\u00f3 ph\u00e2n t\u00e1ch th\u00e0nh c\u00e1c l\u1edbp ri\u00eang bi\u1ec7t. \u0110\u1ec3 l\u00e0m \u0111\u01b0\u1ee3c \u0111i\u1ec1u n\u00e0y, SVM th\u1ef1c hi\u1ec7n m\u1ed9t thao t\u00e1c to\u00e1n h\u1ecdc \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 kernel trick. N\u00f3 \u00e1nh x\u1ea1 c\u00e1c \u0111i\u1ec3m d\u1eef li\u1ec7u sang c\u00e1c gi\u00e1 tr\u1ecb m\u1edbi, \u0111\u1ec3 ch\u00fang c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c ph\u00e2n chia th\u00e0nh c\u00e1c l\u1edbp.<\/p>\n\n\n\n<p>S\u1ef1 l\u1ef1a ch\u1ecdn m\u00f4 h\u00ecnh m\u00e1y h\u1ecdc \u0111\u1ec3 s\u1eed d\u1ee5ng th\u01b0\u1eddng \u0111\u01b0\u1ee3c d\u1ef1a tr\u00ean nhi\u1ec1u y\u1ebfu t\u1ed1. Ch\u1eb3ng h\u1ea1n nh\u01b0 k\u00edch th\u01b0\u1edbc v\u00e0 s\u1ed1 t\u00ednh n\u0103ng trong b\u1ed9 d\u1eef li\u1ec7u. V\u1edbi m\u1ed7i m\u00f4 h\u00ecnh c\u00f3 nh\u1eefng \u01b0u v\u00e0 nh\u01b0\u1ee3c \u0111i\u1ec3m ri\u00eang.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"tw-target-text\"><span id=\"Tai_sao_machine_learning_lai_thanh_cong_nhu_vay\">T\u1ea1i sao machine learning l\u1ea1i th\u00e0nh c\u00f4ng nh\u01b0 v\u1eady?<\/span><\/h2>\n\n\n\n<p>M\u1eb7c d\u00f9 h\u1ecdc m\u00e1y kh\u00f4ng ph\u1ea3i l\u00e0 m\u1ed9t k\u1ef9 thu\u1eadt m\u1edbi. Nh\u01b0ng s\u1ef1 quan t\u00e2m \u0111\u1ebfn l\u0129nh v\u1ef1c n\u00e0y \u0111\u00e3 b\u00f9ng n\u1ed5 trong nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y.<\/p>\n\n\n\n<p>S\u1ef1 ph\u1ee5c h\u1ed3i n\u00e0y \u0111\u1ebfn sau m\u1ed9t lo\u1ea1t c\u00e1c \u0111\u1ed9t ph\u00e1. V\u1edbi h\u1ecdc s\u00e2u thi\u1ebft l\u1eadp c\u00e1c k\u1ef7 l\u1ee5c m\u1edbi v\u1ec1 \u0111\u1ed9 ch\u00ednh x\u00e1c trong c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i v\u00e0 ng\u00f4n ng\u1eef v\u00e0 th\u1ecb gi\u00e1c m\u00e1y t\u00ednh.<\/p>\n\n\n\n<p>Nh\u01b0ng \u0111i\u1ec1u quan tr\u1ecdng h\u01a1n c\u1ea3 l\u00e0 s\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn n\u0103ng l\u01b0\u1ee3ng x\u1eed l\u00fd song song. Nh\u1edd c\u00e1c \u0111\u01a1n v\u1ecb x\u1eed l\u00fd \u0111\u1ed3 h\u1ecda (GPU) hi\u1ec7n \u0111\u1ea1i, c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c gh\u00e9p n\u1ed1i v\u1edbi nhau \u0111\u1ec3 t\u1ea1o ra c\u00e1c trung t\u00e2m n\u0103ng l\u01b0\u1ee3ng x\u1eed l\u00fd h\u1ecdc m\u00e1y.<\/p>\n\n\n\n<p>Ng\u00e0y nay, b\u1ea5t c\u1ee9 ai c\u00f3 k\u1ebft n\u1ed1i internet \u0111\u1ec1u c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng \u0111\u1ec3 hu\u1ea5n luy\u1ec7n c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y. H\u1ecd l\u00e0m \u0111i\u1ec1u \u0111\u00f3 th\u00f4ng qua c\u00e1c d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y c\u1ee7a Amazon, Google v\u00e0 Microsoft cung c\u1ea5p.<\/p>\n\n\n\n<p>Khi vi\u1ec7c s\u1eed d\u1ee5ng h\u1ecdc m\u00e1y \u0111\u00e3 ph\u00e1t tri\u1ec3n. C\u00e1c c\u00f4ng ty hi\u1ec7n nay \u0111ang t\u1ea1o ra ph\u1ea7n c\u1ee9ng chuy\u00ean d\u1ee5ng ph\u00f9 h\u1ee3p \u0111\u1ec3 ch\u1ea1y v\u00e0 hu\u1ea5n luy\u1ec7n c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y. M\u1ed9t v\u00ed d\u1ee5 v\u1ec1 m\u1ed9t trong nh\u1eefng chip t\u00f9y ch\u1ec9nh n\u00e0y l\u00e0 Tensor Processing Unit (TPU) c\u1ee7a Google. N\u00f3 gi\u00fap t\u0103ng t\u1ed1c \u0111\u1ed9 m\u00e0 c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng b\u1eb1ng th\u01b0 vi\u1ec7n ph\u1ea7n m\u1ec1m TensorFlow c\u1ee7a Google. Qua \u0111\u00f3 c\u00f3 th\u1ec3 suy lu\u1eadn th\u00f4ng tin t\u1eeb d\u1eef li\u1ec7u, c\u0169ng nh\u01b0 t\u1ed1c \u0111\u1ed9 m\u00e0 c\u00e1c m\u00f4 h\u00ecnh n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"696\" height=\"492\" src=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/ML.jpg\" alt=\"\" class=\"wp-image-9512\" srcset=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/ML.jpg 696w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/ML-300x212.jpg 300w\" sizes=\"(max-width: 696px) 100vw, 696px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\"><span id=\"Machine_learning_dung_de_lam_gi\">Machine learning d\u00f9ng \u0111\u1ec3 l\u00e0m g\u00ec?<\/span><\/h2>\n\n\n\n<p>C\u00e1c h\u1ec7 th\u1ed1ng h\u1ecdc m\u00e1y \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng kh\u1eafp n\u01a1i xung quanh ch\u00fang ta. Ng\u00e0y nay n\u00f3 l\u00e0 m\u1ed9t trong nh\u1eefng n\u1ec1n t\u1ea3ng c\u1ed1t l\u00f5i c\u1ee7a internet hi\u1ec7n \u0111\u1ea1i.<\/p>\n\n\n\n<p>C\u00e1c h\u1ec7 th\u1ed1ng h\u1ecdc m\u00e1y \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111\u1ec1 xu\u1ea5t s\u1ea3n ph\u1ea9m b\u1ea1n c\u00f3 th\u1ec3 mu\u1ed1n mua ti\u1ebfp theo tr\u00ean Amazon ho\u1eb7c video m\u00e0 b\u1ea1n c\u00f3 th\u1ec3 mu\u1ed1n xem tr\u00ean Netflix.<\/p>\n\n\n\n<p>M\u1ed7i l\u1ea7n t\u00ecm ki\u1ebfm tr\u00ean Google \u0111\u1ec1u s\u1eed d\u1ee5ng nhi\u1ec1u h\u1ec7 th\u1ed1ng h\u1ecdc m\u00e1y. T\u1eeb vi\u1ec7c hi\u1ec3u ng\u00f4n ng\u1eef trong c\u00e2u truy v\u1ea5n c\u1ee7a b\u1ea1n \u0111\u1ebfn vi\u1ec7c c\u00e1 nh\u00e2n h\u00f3a k\u1ebft qu\u1ea3 t\u00ecm ki\u1ebfm c\u1ee7a b\u1ea1n. \u0110\u1ec3 ng\u01b0\u1eddi \u0111am m\u00ea c\u00e2u c\u00e1 t\u00ecm ki\u1ebfm &#8220;bass&#8221; kh\u00f4ng b\u1ecb qu\u00e1 t\u1ea3i v\u1edbi c\u00e1c k\u1ebft qu\u1ea3 v\u1ec1 \u0111\u00e0n guitar. T\u01b0\u01a1ng t\u1ef1, c\u00e1c h\u1ec7 th\u1ed1ng nh\u1eadn di\u1ec7n th\u01b0 r\u00e1c v\u00e0 l\u1eeba \u0111\u1ea3o c\u1ee7a Gmail c\u0169ng s\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o b\u1eb1ng h\u1ecdc m\u00e1y \u0111\u1ec3 gi\u1eef h\u1ed9p th\u01b0 \u0111\u1ebfn c\u1ee7a b\u1ea1n s\u1ea1ch s\u1ebd.<\/p>\n\n\n\n<p>M\u1ed9t trong nh\u1eefng minh ch\u1ee9ng r\u00f5 r\u00e0ng nh\u1ea5t v\u1ec1 s\u1ee9c m\u1ea1nh c\u1ee7a h\u1ecdc m\u00e1y l\u00e0 c\u00e1c tr\u1ee3 l\u00fd \u1ea3o. Ch\u1eb3ng h\u1ea1n nh\u01b0 Siri c\u1ee7a Apple, Alexa c\u1ee7a Amazon, Google Assistant v\u00e0 Microsoft Cortana.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span id=\"Dan_chung_cho_ung_dung_thuc_te_cua_hoc_may\">D\u1eabn ch\u1ee9ng cho \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf c\u1ee7a h\u1ecdc m\u00e1y<\/span><\/h3>\n\n\n\n<p>M\u1ed7i \u1ee9ng d\u1ee5ng tr\u00ean ph\u1ee5 thu\u1ed9c m\u1ea1nh v\u00e0o h\u1ecdc m\u00e1y \u0111\u1ec3 h\u1ed7 tr\u1ee3 nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i v\u00e0 kh\u1ea3 n\u0103ng hi\u1ec3u ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean. C\u0169ng nh\u01b0 n\u00f3 c\u1ea7n m\u1ed9t ngu\u1ed3n t\u00e0i li\u1ec7u kh\u1ed5ng l\u1ed3 \u0111\u1ec3 tr\u1ea3 l\u1eddi c\u00e1c truy v\u1ea5n.<\/p>\n\n\n\n<p>Tuy nhi\u00ean, ngo\u00e0i nh\u1eefng b\u1ed9 m\u1eb7t r\u00f5 r\u00e0ng n\u00e0y c\u1ee7a h\u1ecdc m\u00e1y. C\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y \u0111ang b\u1eaft \u0111\u1ea7u t\u00ecm th\u1ea5y \u1ee9ng d\u1ee5ng trong h\u1ea7u h\u1ebft c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p kh\u00e1c nhau. C\u00e1c \u1ee9ng d\u1ee5ng n\u00e0y bao g\u1ed3m: <\/p>\n\n\n\n<ul>\n<li>Th\u1ecb gi\u00e1c m\u00e1y t\u00ednh cho xe t\u1ef1 l\u00e1i, <\/li>\n\n\n\n<li>M\u00e1y bay kh\u00f4ng ng\u01b0\u1eddi l\u00e1i v\u00e0 robot giao h\u00e0ng; <\/li>\n\n\n\n<li>Nh\u1eadn d\u1ea1ng v\u00e0 t\u1ed5ng h\u1ee3p ti\u1ebfng n\u00f3i v\u00e0 ng\u00f4n ng\u1eef cho c\u00e1c tr\u00f2 chuy\u1ec7n v\u00e0 robot d\u1ecbch v\u1ee5; <\/li>\n\n\n\n<li>Nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t cho gi\u00e1m s\u00e1t \u1edf c\u00e1c qu\u1ed1c gia nh\u01b0 Trung Qu\u1ed1c; <\/li>\n\n\n\n<li>Gi\u00fap c\u00e1c b\u00e1c s\u0129 ch\u1ea9n \u0111o\u00e1n u x\u01a1 trong tia X, <\/li>\n\n\n\n<li>H\u1ed7 tr\u1ee3 nh\u00e0 nghi\u00ean c\u1ee9u t\u00ecm th\u1ea5y c\u00e1c chu\u1ed7i gen li\u00ean quan \u0111\u1ebfn c\u00e1c b\u1ec7nh, x\u00e1c \u0111\u1ecbnh ph\u00e2n t\u1eed c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn thu\u1ed1c hi\u1ec7u qu\u1ea3 h\u01a1n trong l\u0129nh v\u1ef1c ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe; <\/li>\n\n\n\n<li>Cho ph\u00e9p b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n tr\u00ean c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng b\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u1ea3m bi\u1ebfn IoT; <\/li>\n\n\n\n<li>L\u00e0 n\u1ec1n t\u1ea3ng cho th\u1ecb gi\u00e1c m\u00e1y t\u00ednh gi\u00fap si\u00eau th\u1ecb Amazon Go kh\u00f4ng c\u1ea7n thu ng\u00e2n, <\/li>\n\n\n\n<li>ung c\u1ea5p vi\u1ec7c chuy\u1ec3n \u0111\u1ed5i v\u00e0 d\u1ecbch ti\u1ebfng n\u00f3i kh\u00e1 ch\u00ednh x\u00e1c cho c\u00e1c cu\u1ed9c h\u1ecdp kinh doanh &#8211; danh s\u00e1ch c\u00f2n d\u00e0i.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"tw-target-text\"><span id=\"Cac_he_thong_machine_learning_co_khach_quan_khong\">C\u00e1c h\u1ec7 th\u1ed1ng machine learning c\u00f3 kh\u00e1ch quan kh\u00f4ng?<\/span><\/h2>\n\n\n\n<p>Nh\u01b0 b\u1ea1n \u0111\u00e3 mong \u0111\u1ee3i, s\u1ef1 l\u1ef1a ch\u1ecdn v\u00e0 ph\u1ea1m vi d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 hu\u1ea5n luy\u1ec7n c\u00e1c h\u1ec7 th\u1ed1ng s\u1ebd \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn c\u00e1c nhi\u1ec7m v\u1ee5 m\u00e0 ch\u00fang ph\u00f9 h\u1ee3p. Hi\u1ec7n c\u00f3 nhi\u1ec1u lo ng\u1ea1i v\u1ec1 c\u00e1ch c\u00e1c h\u1ec7 th\u1ed1ng h\u1ecdc m\u00e1y m\u00e3 h\u00f3a c\u00e1c \u0111\u1ecbnh ki\u1ebfn v\u00e0 b\u1ea5t b\u00ecnh \u0111\u1eb3ng x\u00e3 h\u1ed9i \u0111\u01b0\u1ee3c ph\u1ea3n \u00e1nh trong d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n c\u1ee7a ch\u00fang.<\/p>\n\n\n\n<p>Khi c\u00e1c h\u1ec7 th\u1ed1ng m\u00e1y h\u1ecdc m\u1edf r\u1ed9ng v\u00e0o c\u00e1c l\u0129nh v\u1ef1c m\u1edbi. Ch\u1eb3ng h\u1ea1n nh\u01b0 h\u1ed7 tr\u1ee3 ch\u1ea9n \u0111o\u00e1n y t\u1ebf, kh\u1ea3 n\u0103ng c\u00e1c h\u1ec7 th\u1ed1ng b\u1ecb nghi\u00eang v\u1ec1 vi\u1ec7c cung c\u1ea5p d\u1ecbch v\u1ee5 t\u1ed1t h\u01a1n ho\u1eb7c \u0111\u1ed1i x\u1eed c\u00f4ng b\u1eb1ng h\u01a1n v\u1edbi m\u1ed9t s\u1ed1 nh\u00f3m ng\u01b0\u1eddi c\u1ee5 th\u1ec3 \u0111ang tr\u1edf n\u00ean \u0111\u00e1ng lo ng\u1ea1i h\u01a1n. Hi\u1ec7n nay, nghi\u00ean c\u1ee9u \u0111ang ti\u1ebfp t\u1ee5c \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n \u0111\u1ec3 t\u00ecm c\u00e1ch b\u00f9 \u0111\u1eafp s\u1ef1 thi\u00ean v\u1ecb trong c\u00e1c h\u1ec7 th\u1ed1ng t\u1ef1 h\u1ecdc.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/images.jpeg\" alt=\"\" class=\"wp-image-9513\" width=\"470\" height=\"247\" srcset=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/images.jpeg 310w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/images-300x158.jpeg 300w\" sizes=\"(max-width: 470px) 100vw, 470px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"tw-target-text\"><span id=\"Nhung_dich_vu_nao_co_san_cho_machine_learning\">Nh\u1eefng d\u1ecbch v\u1ee5 n\u00e0o c\u00f3 s\u1eb5n cho machine learning?<\/span><\/h2>\n\n\n\n<p>T\u1ea5t c\u1ea3 c\u00e1c n\u1ec1n t\u1ea3ng \u0111\u00e1m m\u00e2y l\u1edbn &#8211; Amazon Web Services, Microsoft Azure v\u00e0 Google Cloud Platform &#8211; cung c\u1ea5p truy c\u1eadp v\u00e0o ph\u1ea7n c\u1ee9ng c\u1ea7n thi\u1ebft \u0111\u1ec3 hu\u1ea5n luy\u1ec7n v\u00e0 ch\u1ea1y c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y. V\u1edbi Google cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng Cloud Platform th\u1eed nghi\u1ec7m c\u00e1c \u0111\u01a1n v\u1ecb x\u1eed l\u00fd Tensor c\u1ee7a n\u00f3. C\u00e1c chip t\u00f9y ch\u1ec9nh \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a cho vi\u1ec7c hu\u1ea5n luy\u1ec7n v\u00e0 ch\u1ea1y c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y.<\/p>\n\n\n\n<p>C\u01a1 s\u1edf h\u1ea1 t\u1ea7ng d\u1ef1a tr\u00ean \u0111\u00e1m m\u00e2y n\u00e0y bao g\u1ed3m:<\/p>\n\n\n\n<ul>\n<li>C\u00e1c kho d\u1eef li\u1ec7u c\u1ea7n thi\u1ebft \u0111\u1ec3 ch\u1ee9a l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n, <\/li>\n\n\n\n<li>C\u00e1c d\u1ecbch v\u1ee5 \u0111\u1ec3 chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u \u0111\u00f3 cho ph\u00e2n t\u00edch <\/li>\n\n\n\n<li>C\u00e1c c\u00f4ng c\u1ee5 tr\u1ef1c quan \u0111\u1ec3 hi\u1ec3n th\u1ecb k\u1ebft qu\u1ea3 m\u1ed9t c\u00e1ch r\u00f5 r\u00e0ng.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span id=\"Cac_dich_vu_moi_toi_uu_hoa_machine_learning\">C\u00e1c d\u1ecbch v\u1ee5 m\u1edbi t\u1ed1i \u01b0u ho\u00e1 machine learning<\/span><\/h3>\n\n\n\n<p>C\u00e1c d\u1ecbch v\u1ee5 m\u1edbi h\u01a1n th\u1eadm ch\u00ed c\u00f2n t\u1ed1i \u01b0u h\u00f3a qu\u00e1 tr\u00ecnh t\u1ea1o ra c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y t\u00f9y ch\u1ec9nh. V\u1edbi Google cung c\u1ea5p d\u1ecbch v\u1ee5 t\u1ef1 \u0111\u1ed9ng t\u1ea1o ra c\u00e1c m\u00f4 h\u00ecnh AI, g\u1ecdi l\u00e0 Cloud AutoML. D\u1ecbch v\u1ee5 k\u00e9o v\u00e0 th\u1ea3 n\u00e0y x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh nh\u1eadn d\u1ea1ng h\u00ecnh \u1ea3nh t\u00f9y ch\u1ec9nh v\u00e0 kh\u00f4ng \u0111\u00f2i h\u1ecfi ng\u01b0\u1eddi d\u00f9ng c\u00f3 b\u1ea5t k\u1ef3 k\u1ef9 n\u0103ng h\u1ecdc m\u00e1y n\u00e0o. T\u01b0\u01a1ng t\u1ef1 nh\u01b0 Azure Machine Learning Studio c\u1ee7a Microsoft. C\u00f9ng m\u1ed9t chi\u1ec1u h\u01b0\u1edbng, Amazon c\u0169ng c\u00f3 c\u00e1c d\u1ecbch v\u1ee5 AWS ri\u00eang c\u1ee7a m\u00ecnh \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 t\u0103ng t\u1ed1c qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y.<\/p>\n\n\n\n<p>\u0110\u1ed1i v\u1edbi c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u. N\u1ec1n t\u1ea3ng AI c\u1ee7a Google Cloud l\u00e0 m\u1ed9t d\u1ecbch v\u1ee5 qu\u1ea3n l\u00fd m\u00e1y h\u1ecdc cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng hu\u1ea5n luy\u1ec7n. N\u00f3 tri\u1ec3n khai v\u00e0 xu\u1ea5t kh\u1ea9u c\u00e1c m\u00f4 h\u00ecnh m\u00e1y h\u1ecdc t\u00f9y ch\u1ec9nh d\u1ef1a tr\u00ean framework TensorFlow ML c\u1ee7a Google ho\u1eb7c framework m\u1ea1ng neural m\u1edf Keras. V\u00e0 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng v\u1edbi th\u01b0 vi\u1ec7n Python sci-kit learn v\u00e0 XGBoost.<\/p>\n\n\n\n<p>C\u00e1c qu\u1ea3n tr\u1ecb c\u01a1 s\u1edf d\u1eef li\u1ec7u kh\u00f4ng c\u00f3 l\u00fd l\u1ecbch d\u1eef li\u1ec7u khoa h\u1ecdc c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng BigQueryML c\u1ee7a Google. M\u1ed9t d\u1ecbch v\u1ee5 beta cho ph\u00e9p qu\u1ea3n tr\u1ecb vi\u00ean g\u1ecdi c\u00e1c m\u00f4 h\u00ecnh m\u00e1y h\u1ecdc \u0111\u00e3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n b\u1eb1ng c\u00e1c l\u1ec7nh SQL. N\u00f3 cho ph\u00e9p d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n trong c\u01a1 s\u1edf d\u1eef li\u1ec7u. \u0110i\u1ec1u n\u00e0y \u0111\u01a1n gi\u1ea3n h\u01a1n so v\u1edbi vi\u1ec7c xu\u1ea5t d\u1eef li\u1ec7u sang m\u1ed9t m\u00f4i tr\u01b0\u1eddng m\u00e1y h\u1ecdc v\u00e0 ph\u00e2n t\u00edch ri\u00eang bi\u1ec7t.<\/p>\n\n\n\n<p><strong>Xem th\u00eam<\/strong>: <em><a href=\"https:\/\/idconline.vn\/blog\/google-search-console-phan-tich-giam-luong-truy-cap.html\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Google Search Console: Ph\u00e2n t\u00edch gi\u1ea3m l\u01b0\u1ee3ng truy c\u1eadp<\/strong><\/a><\/em><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1000\" height=\"647\" src=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/speeding-up-deep-learning-inference-on-edge-devices-featured.jpg\" alt=\"\" class=\"wp-image-9514\" srcset=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/speeding-up-deep-learning-inference-on-edge-devices-featured.jpg 1000w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/speeding-up-deep-learning-inference-on-edge-devices-featured-300x194.jpg 300w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/speeding-up-deep-learning-inference-on-edge-devices-featured-768x497.jpg 768w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span id=\"Ket_luan\">K\u1ebft lu\u1eadn<\/span><\/h2>\n\n\n\n<p>T\u1ed5ng k\u1ebft l\u1ea1i, Machine learning l\u00e0 m\u1ed9t l\u0129nh v\u1ef1c c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 h\u1ecdc v\u00e0 c\u1ea3i thi\u1ec7n theo th\u1eddi gian. N\u00f3 \u0111\u00e3 c\u00f3 s\u1ef1 \u1ee9ng d\u1ee5ng r\u1ed9ng r\u00e3i trong c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p v\u00e0 \u0111ang ph\u00e1t tri\u1ec3n m\u1ea1nh m\u1ebd. Machine learning c\u00f3 th\u1ec3 gi\u00fap gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 ph\u1ee9c t\u1ea1p. N\u00f3 c\u00f2n cung c\u1ea5p nh\u1eefng gi\u1ea3i ph\u00e1p \u0111\u1ed9t ph\u00e1 trong nhi\u1ec1u l\u0129nh v\u1ef1c, t\u1eeb y t\u1ebf \u0111\u1ebfn kinh doanh. \u0110\u1ec3 ti\u1ebfp t\u1ee5c ph\u00e1t tri\u1ec3n, ng\u01b0\u1eddi ta c\u1ea7n c\u00f3 ki\u1ebfn th\u1ee9c v\u1ec1 c\u00e1c thu\u1eadt to\u00e1n v\u00e0 c\u00f4ng c\u1ee5. Ngo\u00e0i ra c\u1ea7n l\u00e0m vi\u1ec7c ch\u1eb7t ch\u1ebd v\u1edbi c\u00e1c chuy\u00ean gia trong l\u0129nh v\u1ef1c t\u01b0\u01a1ng \u1ee9ng. N\u1ebfu b\u1ea1n mu\u1ed1n b\u1eaft \u0111\u1ea7u h\u1ecdc machine learning. B\u1ea1n c\u00f3 th\u1ec3 t\u00ecm ki\u1ebfm c\u00e1c kh\u00f3a h\u1ecdc tr\u1ef1c tuy\u1ebfn v\u00e0 t\u00e0i li\u1ec7u mi\u1ec5n ph\u00ed \u0111\u1ec3 b\u1eaft \u0111\u1ea7u h\u1ecdc t\u1eadp.<\/p>\n\n\n\n<p>N\u1ebfu b\u1ea1n \u0111ang t\u00ecm ki\u1ebfm m\u1ed9t \u0111\u1ed1i t\u00e1c tri\u1ec3n khai c\u00e1c gi\u1ea3i ph\u00e1p c\u00f4ng ngh\u1ec7 cho doanh nghi\u1ec7p c\u1ee7a b\u1ea1n, h\u00e3y \u0111\u1ebfn v\u1edbi IDC Online. IDC Online cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p c\u00f4ng ngh\u1ec7 th\u00f4ng tin v\u00e0 \u0111\u00e1m m\u00e2y cho doanh nghi\u1ec7p. Bao g\u1ed3m c\u1ea3 c\u00e1c gi\u1ea3i ph\u00e1p tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u v\u00e0 c\u00e1c gi\u1ea3i ph\u00e1p kh\u00e1c. V\u1edbi \u0111\u1ed9i ng\u0169 chuy\u00ean gia gi\u00e0u kinh nghi\u1ec7m, IDC Online \u0111em l\u1ea1i cho b\u1ea1n nh\u1eefng tr\u1ea3i nghi\u1ec7m tuy\u1ec7t v\u1eddi.<\/p>\n\n\n\n<p>H\u00e3y truy c\u1eadp v\u00e0o trang web <a href=\"https:\/\/idconline.vn\/\">https:\/\/idconline.vn\/<\/a> c\u1ee7a IDC Online \u0111\u1ec3 bi\u1ebft th\u00eam th\u00f4ng tin chi ti\u1ebft. Ho\u1eb7c n\u1ebfu b\u1ea1n c\u00f3 v\u1ea5n \u0111\u1ec1 g\u00ec c\u1ea7n gi\u1ea3i \u0111\u00e1p h\u00e3y li\u00ean h\u1ec7 v\u1edbi ch\u00fang t\u00f4i qua <strong>hotline<\/strong>: 19006452. IDC Online lu\u00f4n \u1edf \u0111\u00e2y \u0111\u1ec3 \u0111\u01b0\u1ee3c \u0111\u1ed3ng h\u00e0nh c\u00f9ng b\u1ea1n<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-2\">\n<div class=\"wp-block-column is-layout-flow\" style=\"flex-basis:100%\">\n<!--more-->\n\n\n<ul class=\"wp-block-latest-posts__list wp-block-latest-posts\"><li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/idconline.vn\/blog\/vps-la-gi-top-7-vps-tot-nhat-nen-mua-2024\/\">VPS l\u00e0 g\u00ec? Top 7 VPS t\u1ed1t nh\u1ea5t n\u00ean mua 2024<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/idconline.vn\/blog\/vps-server-va-nhung-kien-thuc-can-biet-ve-vps\/\">VPS Server v\u00e0 nh\u1eefng \u0111i\u1ec1u b\u1ea1n c\u1ea7n bi\u1ebft!<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/idconline.vn\/blog\/nhung-dieu-ban-can-biet-ve-he-dieu-hanh-linux\/\">Nh\u1eefng \u0111i\u1ec1u b\u1ea1n c\u1ea7n bi\u1ebft v\u1ec1 h\u1ec7 \u0111i\u1ec1u h\u00e0nh Linux<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/idconline.vn\/blog\/nhung-noi-cho-thue-may-chu-vps-chat-luong\/\">Nh\u1eefng n\u01a1i cho thu\u00ea m\u00e1y ch\u1ee7 VPS ch\u1ea5t l\u01b0\u1ee3ng<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/idconline.vn\/blog\/gioi-thieu-ve-vps-va-4-dich-vu-vps-free-viet-nam-ban-nen-tham-khao\/\">Gi\u1edbi thi\u1ec7u v\u1ec1 VPS v\u00e0 4 d\u1ecbch v\u1ee5 d\u00f9ng th\u1eed VPS Vi\u1ec7t Nam b\u1ea1n n\u00ean tham kh\u1ea3o<\/a><\/li>\n<\/ul><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>S\u1ef1 b\u00f9ng n\u1ed5 c\u1ee7a machine learning \u0111\u00e3 c\u00e1ch m\u1ea1ng h\u00f3a th\u1ebf gi\u1edbi c\u00f4ng ngh\u1ec7 b\u1eb1ng c\u00e1ch trao quy\u1ec1n cho c\u00e1c m\u00e1y t\u00ednh th\u1ef1c hi\u1ec7n nh\u1eefng nhi\u1ec7m v\u1ee5 tr\u01b0\u1edbc \u0111\u00e2y \u0111\u01b0\u1ee3c coi l\u00e0 kh\u00f4ng th\u1ec3 \u0111\u1ed1i v\u1edbi m\u00e1y t\u00ednh. C\u00e1c nhi\u1ec7m v\u1ee5 nh\u01b0 nh\u1eadn d\u1ea1ng h\u00ecnh \u1ea3nh v\u00e0 x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean, tr\u01b0\u1edbc kia [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":9508,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[2920,14,2949],"tags":[2906,2971,2903,21,37,3074,3077,2911,2913,3072,3075,2946,2857,2910,28],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.10 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Machine learning l\u00e0 g\u00ec? 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