{"id":11364,"date":"2022-11-30T12:34:13","date_gmt":"2022-11-30T05:34:13","guid":{"rendered":"https:\/\/iti.vnu.edu.vn\/daotao\/?post_type=chuong-trinh-dao-tao&#038;p=11364"},"modified":"2022-12-08T16:26:32","modified_gmt":"2022-12-08T09:26:32","slug":"tri-tue-nhan-tao-chuyen-nganh","status":"publish","type":"chuong-trinh-dao-tao","link":"https:\/\/iti.vnu.edu.vn\/daotao\/chuong-trinh-dao-tao\/tri-tue-nhan-tao-chuyen-nganh","title":{"rendered":"Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o chuy\u00ean ng\u00e0nh"},"content":{"rendered":"\t<section class=\"section\" id=\"section_833831603\">\n\t\t<div class=\"bg section-bg fill bg-fill  bg-loaded\" >\n\n\t\t\t\n\t\t\t\n\t\t\t\n\n\t\t<\/div>\n\n\t\t\n\n\t\t<div class=\"section-content relative\">\n\t\t\t\n<div class=\"row row-small\"  id=\"row-1052448978\">\n\n\t<div id=\"col-670917040\" class=\"col small-12 large-12\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n<h3>\u0110\u1ec0 C\u01af\u01a0NG KH\u00d3A H\u1eccC<\/h3>\n<h2 style=\"color: #ac050f;\"><strong>TR\u00cd TU\u1ec6 NH\u00c2N T\u1ea0O CHUY\u00caN NG\u00c0NH<\/strong><\/h2>\n<div class=\"is-divider divider \" style=\"max-width: 65px; background-color: #ac050f;\"><\/div>\n<p style=\" text-align: justify;\"><strong style=\"color: #ac050f;\">1. T\u1ed5ng quan n\u1ed9i d\u1ee5ng: <\/strong>Kh\u00f3a h\u1ecdc tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o chuy\u00ean ng\u00e0nh cung c\u1ea5p cho h\u1ecdc vi\u00ean ki\u1ebfn th\u1ee9c v\u1ec1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o chuy\u00ean ng\u00e0nh v\u00e0 c\u00e1c ph\u01b0\u01a1ng ph\u00e1p m\u1edbi nh\u1ea5t trong tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o hi\u1ec7n \u0111\u1ea1i v\u00e0 \u1ee9ng d\u1ee5ng trong c\u00e1c b\u00e0i to\u00e1n h\u1ed7 tr\u1ee3 ra quy\u1ebft \u0111\u1ecbnh, b\u00e0i to\u00e0n nh\u1eadn d\u1ea1ng, b\u00e0i to\u00e1n ph\u00e1t hi\u1ec7n tri th\u1ee9c t\u1ef1 \u0111\u1ed9ng t\u1eeb d\u1eef li\u1ec7u, v.v. B\u00ean c\u1ea1nh \u0111\u00f3, ch\u01b0\u01a1ng tr\u00ecnh c\u0169ng gi\u1edbi thi\u1ec7u m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p n\u00e2ng cao c\u1ea3i ti\u1ebfn \u0111\u1ec3 ph\u00f9 h\u1ee3p v\u1edbi b\u00e0i to\u00e1n th\u1ef1c t\u1ebf c\u0169ng nh\u01b0 n\u00e2ng cao t\u00ednh hi\u1ec7u qu\u1ea3 c\u1ee7a ph\u01b0\u01a1ng ph\u00e1p. Kh\u00f3a h\u1ecdc cung c\u1ea5p th\u1ef1c h\u00e0nh m\u00f4n h\u1ecdc tr\u00ean Python\/ scikit learn.<\/p>\n<p style=\" text-align: justify;\"><strong style=\"color: #ac050f;\">2. Th\u1eddi l\u01b0\u1ee3ng kh\u00f3a h\u1ecdc: <\/strong>20 ti\u1ebft.<\/p>\n<p style=\" text-align: justify;\"><strong style=\"color: #ac050f;\">3. M\u1ee5c ti\u00eau kh\u00f3a h\u1ecdc: <\/strong>Sau khi h\u1ecdc xong kh\u00f3a h\u1ecdc, h\u1ecdc vi\u00ean c\u00f3 th\u1ec3 l\u00e0m ch\u1ee7 ki\u1ebfn th\u1ee9c v\u1ec1 h\u1ecdc m\u00e1y n\u00e2ng cao, x\u1eed l\u00fd \u1ea3nh v\u00e0 th\u1ecb gi\u00e1c m\u00e1y t\u00ednh, \u1ee9ng d\u1ef1ng m\u1ea1ng neural v\u00e0 deep learning \u0111\u1ec3 x\u1eed l\u00fd c\u00e1c b\u00e0i to\u00e1n trong nhi\u1ec1u l\u0129nh v\u1ef1c \u1ee9ng d\u1ee5ng.<\/p>\n<p style=\" text-align: justify;\"><strong style=\"color: #ac050f;\">4. \u0110\u1ed1i t\u01b0\u1ee3ng tham gia kh\u00f3a h\u1ecdc: <\/strong>Kh\u00f3a h\u1ecdc d\u00e0nh cho nghi\u00ean c\u1ee9u vi\u00ean, l\u1eadp tr\u00ecnh vi\u00ean v\u00e0 c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng li\u00ean quan.<\/p>\n<p style=\" text-align: justify;\"><strong style=\"color: #ac050f;\">5. Y\u00eau c\u1ea7u ki\u1ebfn th\u1ee9c: <\/strong>Sau khi k\u1ebft th\u00fac kh\u00f3a h\u1ecdc, h\u1ecdc vi\u00ean c\u00f3 \u0111\u01b0\u1ee3c c\u00e1c ki\u1ebfn th\u1ee9c chuy\u00ean ng\u00e0nh v\u1ec1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1eadp trung v\u00e0o h\u1ecdc m\u00e1y n\u00e2ng cao, x\u1eed l\u00fd \u1ea3nh v\u1edbi m\u1ea1ng Neural v\u00e0 Deep Learning.<\/p>\n<p style=\"font-size: 94%; text-align: justify;\"><strong style=\"color: #ac050f;\">6. K\u1ef9 n\u0103ng \u0111\u1ea1t \u0111\u01b0\u1ee3c sau kh\u00f3a h\u1ecdc: <\/strong> Sau khi k\u1ebft th\u00fac kh\u00f3a h\u1ecdc, h\u1ecdc vi\u00ean c\u00f3 th\u1ec3 \u1ee9ng d\u1ee5ng c\u00e1c ki\u1ebfn th\u1ee9c tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o chuy\u00ean ng\u00e0nh \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c b\u00e0i to\u00e1n v\u1ec1 t\u00e0i ch\u00ednh, y t\u1ebf, khoa h\u1ecdc tr\u00e1i \u0111\u1ea5t, v.v.<\/p>\n<\/p>\n\t\t<\/div>\n\t\t\t\t\n<style>\n#col-670917040 > .col-inner {\n  padding: 0px 10px 0px 10px;\n}\n<\/style>\n\t<\/div>\n\n\t\n\n<style>\n#row-1052448978 > .col > .col-inner {\n  background-color: rgb(255, 255, 255);\n}\n<\/style>\n<\/div>\n\t\t<\/div>\n\n\t\t\n<style>\n#section_833831603 {\n  padding-top: 0px;\n  padding-bottom: 0px;\n}\n#section_833831603 .ux-shape-divider--top svg {\n  height: 150px;\n  --divider-top-width: 100%;\n}\n#section_833831603 .ux-shape-divider--bottom svg {\n  height: 150px;\n  --divider-width: 100%;\n}\n<\/style>\n\t<\/section>\n\t\n\t<section class=\"section\" id=\"section_2098627350\">\n\t\t<div class=\"bg section-bg fill bg-fill  bg-loaded\" >\n\n\t\t\t\n\t\t\t\n\t\t\t\n\n\t\t<\/div>\n\n\t\t\n\n\t\t<div class=\"section-content relative\">\n\t\t\t\n<div class=\"row row-small\"  id=\"row-767196014\">\n\n\t<div id=\"col-428407560\" class=\"col small-12 large-12\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n\n<style>\n    table tr:nth-child(odd){background-color:#fbedec;}<\/style>\n<h2 style=\"color: #ac050f;\">CH\u01af\u01a0NG TR\u00ccNH KHUNG<\/h2>\n<table style=\"padding-top: 50px;\">\n<tbody>\n<tr>\n<th style=\"width: 10%; text-align: center; \">STT<\/th>\n<th style=\"width: 20%; text-align: center; \">T\u00caN CHUY\u00caN \u0110\u1ec0<\/th>\n<th style=\"width: 55%; text-align: center; \">N\u1ed8I DUNG<\/th>\n<th style=\"width: 15%; text-align: center; \">S\u1ed0 TI\u1ebeT<\/th>\n<\/tr>\n<tr>\n<td style=\"vertical-align: top; text-align: center; \">1<\/td>\n<td style=\"vertical-align: top; \">Gi\u1edbi thi\u1ec7u v\u1ec1 Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/td>\n<td style=\"vertical-align: top; \">\n<ul>\n<li>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/li>\n<li>C\u00e1c chi\u1ebfn l\u01b0\u1ee3c t\u00ecm ki\u1ebfm &amp; heuristics<\/li>\n<li>Bi\u1ec3u di\u1ec5n v\u00e0 x\u1eed l\u00fd tri th\u1ee9c<\/li>\n<li>\u1ee8ng d\u1ee5ng c\u1ee7a Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/li>\n<\/ul>\n<\/td>\n<td style=\"vertical-align: top; text-align: center; \">5<\/td>\n<\/tr>\n<tr>\n<td style=\"vertical-align: top; text-align: center; \">2<\/td>\n<td style=\"vertical-align: top; \">H\u1ecdc m\u00e1y n\u00e2ng cao<\/td>\n<td style=\"vertical-align: top; \">\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li>Khai ph\u00e1 d\u1eef li\u1ec7u<\/li>\n<li>H\u1ecdc m\u00e1y<\/li>\n<li>C\u00e1c k\u0129 thu\u1eadt h\u1ecdc m\u00e1y<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>    &#8211; Ph\u00e2n l\u1edbp v\u00e0 d\u1ef1 b\u00e1o<\/p>\n<p>    &#8211; M\u00f4 h\u00ecnh h\u1ecdc kh\u00f4ng gi\u00e1m s\u00e1t<\/p>\n<p>    &#8211; Tr\u1ef1c quan h\u00f3a<\/p>\n<ul>\n<li>M\u1ed9t s\u1ed1 v\u00ed d\u1ee5 tr\u00ean SKlearn<\/li>\n<\/ul>\n<\/td>\n<td style=\"vertical-align: top; text-align: center; \">5<\/td>\n<\/tr>\n<tr>\n<td style=\"vertical-align: top; text-align: center; \">3<\/td>\n<td style=\"vertical-align: top; \">X\u1eed l\u00ed \u1ea3nh v\u00e0 Th\u1ecb gi\u00e1c m\u00e1y t\u00ednh<\/td>\n<td style=\"vertical-align: top; \">\n<ul>\n<li>Chuy\u1ec3n \u0111\u1ed5i s\u1ed1 \u0111em l\u1ea1i l\u1ee3i \u00edch g\u00ec cho ng\u01b0\u1eddi d\u00e2n v\u00e0 doanh nghi\u1ec7p<\/li>\n<li>H\u00ecnh th\u00e0nh v\u00e0 bi\u1ec3u di\u1ec5n \u1ea3nh<\/li>\n<li>Thu nh\u1eadn v\u00e0 s\u1ed1 h\u00f3a<\/li>\n<li>Ph\u00e1t hi\u1ec7n v\u00e0 t\u00e1ch bi\u00ean \u1ea3nh<\/li>\n<li>Ph\u00e2n v\u00f9ng \u1ea3nh<\/li>\n<li>\u0110\u1eb7c tr\u01b0ng \u1ea3nh SIFT, SURF, ORB v\u00e0 c\u00e1c ph\u01b0\u01a1ng ph\u00e1p tr\u00edch xu\u1ea5t \u0111\u1eb7c tr\u01b0ng \u1ea3nh<\/li>\n<li>Nh\u1eadn d\u1ea1ng \u1ea3nh v\u1edbi k\u1ef9 thu\u1eadt Bag of Features<\/li>\n<li>Camera v\u00e0 chu\u1ed7i \u1ea3nh<\/li>\n<li>M\u1ed9t s\u1ed1 v\u00ed d\u1ee5 tr\u00ean SKlearn<\/li>\n<\/ul>\n<\/td>\n<td style=\"vertical-align: top; text-align: center; \">5<\/td>\n<\/tr>\n<tr>\n<td style=\"vertical-align: top; text-align: center; \">4<\/td>\n<td style=\"vertical-align: top; \">M\u1ea1ng Neural v\u00e0 Deep Learning<\/td>\n<td style=\"vertical-align: top; \">\n<ul>\n<li>B\u00e0i to\u00e1n nh\u1eadn d\u1ea1ng \u0111\u1ed1i t\u01b0\u1ee3ng<\/li>\n<li>Deep Learning<\/li>\n<li>V\u00ed d\u1ee5 trong b\u00e0i to\u00e1n nh\u1eadn d\u1ea1ng m\u1eb7t ng\u01b0\u1eddi<\/li>\n<\/ul>\n<\/td>\n<td style=\"vertical-align: top; text-align: center; \">5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\n\t\t<\/div>\n\t\t\t\t\n<style>\n#col-428407560 > .col-inner {\n  padding: 0px 10px 0px 10px;\n}\n<\/style>\n\t<\/div>\n\n\t\n\n<style>\n#row-767196014 > .col > .col-inner {\n  background-color: rgb(255, 255, 255);\n}\n<\/style>\n<\/div>\n\t\t<\/div>\n\n\t\t\n<style>\n#section_2098627350 {\n  padding-top: 0px;\n  padding-bottom: 0px;\n}\n#section_2098627350 .ux-shape-divider--top svg {\n  height: 150px;\n  --divider-top-width: 100%;\n}\n#section_2098627350 .ux-shape-divider--bottom svg {\n  height: 150px;\n  --divider-width: 100%;\n}\n<\/style>\n\t<\/section>\n\t\n","protected":false},"featured_media":11365,"template":"","dao_tao_category":[205],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.13 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o chuy\u00ean ng\u00e0nh | C\u00e1c Ch\u01b0\u01a1ng tr\u00ecnh \u0110\u00e0o t\u1ea1o ng\u1eafn h\u1ea1n - Vi\u1ec7n C\u00f4ng ngh\u1ec7 Th\u00f4ng tin, \u0110HQG H\u00e0 N\u1ed9i<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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