{"id":11355,"date":"2022-11-30T11:40:09","date_gmt":"2022-11-30T04:40:09","guid":{"rendered":"https:\/\/iti.vnu.edu.vn\/daotao\/?post_type=chuong-trinh-dao-tao&#038;p=11355"},"modified":"2022-12-08T15:19:34","modified_gmt":"2022-12-08T08:19:34","slug":"khai-pha-du-lieu-va-ung-dung-co-ban","status":"publish","type":"chuong-trinh-dao-tao","link":"https:\/\/iti.vnu.edu.vn\/daotao\/chuong-trinh-dao-tao\/khai-pha-du-lieu-va-ung-dung-co-ban","title":{"rendered":"Khai ph\u00e1 d\u1eef li\u1ec7u v\u00e0 \u1ee9ng d\u1ee5ng c\u01a1 b\u1ea3n"},"content":{"rendered":"\t<section class=\"section\" id=\"section_71140270\">\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-203104625\">\n\n\t<div id=\"col-1809470551\" class=\"col large-12\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n<div style=\"background: white;\">\n<h3>\u0110\u1ec0 C\u01af\u01a0NG KH\u00d3A H\u1eccC<\/h3>\n<h2 style=\"color: #ac050f;\"><strong>KHAI PH\u00c1 D\u1eee LI\u1ec6U V\u00c0 \u1ee8NG D\u1ee4NG C\u01a0 B\u1ea2N<\/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 s\u1ebd cung c\u1ea5p c\u00e1c ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n v\u1ec1 ch\u1ee7 \u0111\u1ec1 khai ph\u00e1 d\u1eef li\u1ec7u, \u0111\u1ea5y l\u00e0 ph\u1ea7n l\u00f5i quan tr\u1ecdng c\u1ee7a c\u00e1c h\u1ec7 th\u1ed1ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u th\u00f4ng minh. \u0110\u1eb7c bi\u1ec7t kh\u00f3a h\u1ecdc th\u00f4ng qua c\u00e1c ch\u1ee7 \u0111\u1ec1 v\u1edbi c\u00e1c b\u00e0i to\u00e0n c\u1ee5 th\u1ec3 trong c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 x\u1eed l\u00ed \u1ea3nh, x\u1eed l\u00ed Video, x\u1eed l\u00ed v\u0103n b\u1ea3n \u0111\u1ec3 h\u1ecdc vi\u00ean th\u1ef1c h\u00e0nh ngay v\u1edbi c\u00e1c s\u1ea3n ph\u1ea9m th\u1ef1c t\u1ebf. C\u00e1c ki\u1ebfn th\u1ee9c v\u1ec1 khai ph\u00e1 d\u1eef li\u1ec7u ti\u00ean ti\u1ebfn nh\u01b0 h\u1ecdc s\u00e2u, c\u00e1c c\u00f4ng c\u1ee5 ph\u1ed5 bi\u1ebfn \u0111\u1ec3 th\u1ef1c h\u00e0nh nh\u01b0 Tensorflow, Keras s\u1ebd \u0111\u01b0\u1ee3c h\u00f5 tr\u1ee3 v\u00e0 HDSD trong qu\u00e1 tr\u00ecnh l\u00e0m c\u00e1c \u0111\u1ec1 \u00e1n v\u00e0 th\u1ef1c h\u00e0nh.<\/p>\n<p style=\" text-align: justify;\"><strong style=\"color: #ac050f;\">2. Th\u1eddi l\u01b0\u1ee3ng kh\u00f3a h\u1ecdc: <\/strong>40 ti\u1ebft.<\/p>\n<p style=\" text-align: justify;\"><strong style=\"color: #ac050f;\">3. M\u1ee5c ti\u00eau kh\u00f3a h\u1ecdc: <\/strong>Cung c\u1ea5p ki\u1ebfn th\u1ee9c v\u00e0 k\u0129 n\u0103ng cho ng\u01b0\u1eddi h\u1ecdc trong l\u0129nh v\u1ef1c Khai ph\u00e1 d\u1eef li\u1ec7u v\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng c\u01a1 b\u1ea3n.<\/p>\n<p style=\" text-align: justify;\"><strong style=\"color: #ac050f;\">4. \u0110\u1ed1i t\u01b0\u1ee3ng tham gia kh\u00f3a h\u1ecdc: <\/strong>\u0110\u1ed1i t\u01b0\u1ee3ng tham gia kh\u00f3a h\u1ecdc l\u00e0 c\u00e1c l\u1eadp tr\u00ecnh vi\u00ean, sinh vi\u00ean, gi\u1ea3ng vi\u00ean, nghi\u00ean c\u1ee9u tr\u1ebb.<\/p>\n<p style=\" text-align: justify;\"><strong style=\"color: #ac050f;\">5. Y\u00eau c\u1ea7u ki\u1ebfn th\u1ee9c: <\/strong> Ho\u00e0n th\u00e0nh kh\u00f3a h\u1ecdc h\u1ecdc vi\u00ean s\u1ebd c\u00f3 ki\u1ebfn th\u1ee9c v\u1ec1 khai ph\u00e1 d\u1eef li\u1ec7u, n\u1eafm \u0111\u01b0\u1ee3c c\u00e1c c\u00f4ng c\u1ee5 \u0111\u1ec3 khai ph\u00e1 d\u1eef li\u1ec7u, hi\u1ec3u bi\u1ebft v\u1ec1 c\u00e1c lo\u1ea1i d\u1eef li\u1ec7u nh\u01b0 v\u0103n b\u1ea3n, \u1ea3nh, video v\u00e0 c\u00f3 kh\u1ea3 n\u1eafng th\u1ef1c hi\u1ec7n c\u00e1c d\u1ef1 \u1ea3n khai ph\u00e1 d\u1eef li\u1ec7u m\u1ed9t c\u00e1c to\u00e0n di\u1ec7n.<\/p>\n<p style=\" 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 tham gia kh\u00f3a h\u1ecdc h\u1ecdc vi\u00ean s\u1ebd c\u00f3 k\u1ef9 n\u0103ng ph\u00e1t hi\u1ec7n, \u0111\u1ec1 xu\u1ea5t c\u00e1c b\u00e0i to\u00e1n v\u00e0 gi\u1ea3i quy\u1ebft ch\u1ee9ng trong l\u0129nh v\u1ef1c khai ph\u00e1 d\u1eef li\u1ec7u.<\/p>\n<\/p>\n<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n<\/div>\n\t\t<\/div>\n\n\t\t\n<style>\n#section_71140270 {\n  padding-top: 30px;\n  padding-bottom: 30px;\n}\n#section_71140270 .ux-shape-divider--top svg {\n  height: 150px;\n  --divider-top-width: 100%;\n}\n#section_71140270 .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_903222457\">\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-1198346240\">\n\n\t<div id=\"col-1029606677\" class=\"col 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<table>\n<caption style=\"text-align: left;\">\n<h2 style=\"color: #ac050f;\">CH\u01af\u01a0NG TR\u00ccNH KHUNG<\/h2>\n<\/caption>\n<tbody>\n<tr>\n<th style=\"width: 10%; text-align: center; \">STT<\/th>\n<th style=\"width: 25%; text-align: center; \">T\u00caN CHUY\u00caN \u0110\u1ec0<\/th>\n<th style=\"width: 50%; 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 t\u1ed5ng quan v\u1ec1 Khai ph\u00e1 d\u1eef li\u1ec7u v\u00e0 \u1ee9ng d\u1ee5ng<\/td>\n<td style=\"vertical-align: top; \">\n<ul>\n<li>Kh\u00e1i ni\u1ec7m v\u1ec1 khai ph\u00e1 d\u1eef li\u1ec7u, so s\u00e1nh khai ph\u00e1 d\u1eef li\u1ec7u v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng x\u1eed l\u00fd d\u1eef li\u1ec7u truy\u1ec1n th\u1ed1ng<\/li>\n<li>Khai ph\u00e1 d\u1eef li\u1ec7u v\u00e0 c\u00e1c l\u0129nh v\u1ef1c li\u00ean quan.<\/li>\n<li>\u1ee8ng d\u1ee5ng khai ph\u00e1 d\u1eef li\u1ec7u<\/li>\n<li>C\u00e1c c\u00f4ng c\u1ee5 ph\u1ea7n m\u1ec1m ch\u00ednh d\u00f9ng trong khai ph\u00e1 d\u1eef li\u1ec7u.<\/li>\n<li>Ti\u1ec1n x\u1eed l\u00ed d\u1eef li\u1ec7u.<\/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; \">Khai ph\u00e1 d\u1eef li\u1ec7u d\u1ea1ng b\u1ea3ng<\/td>\n<td style=\"vertical-align: top; \">\n<ul>\n<li>Kh\u00e1i ni\u1ec7m d\u1eef li\u1ec7u d\u1ea1ng b\u1ea3ng.<\/li>\n<li>C\u00e1c b\u00e0i to\u00e0n s\u1eed d\u1ee5ng d\u1eef li\u1ec7u d\u1ea1ng b\u1ea3ng.<\/li>\n<li>M\u1ed9t s\u1ed1 v\u00ed d\u1ee5.<\/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; \">Khai ph\u00e1 d\u1eef li\u1ec7u d\u1ea1ng v\u0103n b\u1ea3n<\/td>\n<td style=\"vertical-align: top; \">\n<ul>\n<li>D\u1eef li\u1ec7u d\u1ea1ng v\u0103n b\u1ea3n v\u00e0 c\u00e1ch bi\u1ec3u di\u1ec5n.<\/li>\n<li>Ph\u01b0\u01a1ng ph\u00e1p bi\u1ec3u di\u1ec5n Word2vec, Fas-text v\u00e0 Glove.<\/li>\n<li>Khai ph\u00e1 d\u1eef li\u1ec7u s\u1eed d\u1ee5ng h\u1ecdc s\u00e2u: CNN, LSTM, BiLSTM.<\/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; \">Khai ph\u00e1 d\u1eef li\u1ec7u d\u1ea1ng \u1ea3nh<\/td>\n<td style=\"vertical-align: top; \">\n<ul>\n<li>D\u1eef li\u1ec7u d\u1ea1ng \u1ea3nh v\u00e0 c\u00e1ch bi\u1ec3u di\u1ec5n.<\/li>\n<li>Ph\u01b0\u01a1ng ph\u00e1p ph\u00e2n lo\u1ea1i \u1ea3nh.<\/li>\n<li>Ph\u01b0\u01a1ng ph\u00e1p ph\u00e1t hi\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng trong \u1ea3nh.<\/li>\n<li>\u1ee8ng d\u1ee5ng cho d\u1eef li\u1ec7u \u1ea3nh y t\u1ebf.<\/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; \">5<\/td>\n<td style=\"vertical-align: top; \">Khai ph\u00e1 d\u1eef li\u1ec7u d\u1ea1ng Video<\/td>\n<td style=\"vertical-align: top; \">\n<ul>\n<li>D\u1eef li\u1ec7u d\u1ea1ng video v\u00e0 c\u00e1ch bi\u1ec3u di\u1ec5n.<\/li>\n<li>Ph\u00e1t hi\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng trong video.<\/li>\n<li>Ph\u00e1t hi\u1ec7n h\u00e0nh \u0111\u1ed9ng b\u1ea5t th\u01b0\u1eddng trong Video.<\/li>\n<li>\u1ee8ng d\u1ee5ng trong l\u0129nh v\u1ef1c c\u1ee5 th\u1ec3.<\/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; \">6<\/td>\n<td style=\"vertical-align: top; \">Khai ph\u00e1 d\u1eef li\u1ec7u l\u1edbn<\/td>\n<td style=\"vertical-align: top; \">\n<ul>\n<li>Kh\u00e1i ni\u1ec7m d\u1eef li\u1ec7u l\u1edbn.<\/li>\n<li>M\u00f4t s\u1ed1 c\u00f4ng c\u1ee5 d\u00f9ng trong khai ph\u00e1 d\u1eef li\u1ec7u l\u1edbn.<\/li>\n<li>M\u1ed9t s\u1ed1 v\u00ed d\u1ee5.<\/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; \">7<\/td>\n<td style=\"vertical-align: top; \">Th\u1ef1c hi\u1ec7n d\u1ef1 \u00e1n<\/td>\n<td style=\"vertical-align: top; \">\n<ul>\n<li>H\u1ecdc vi\u00ean ch\u1ecdn ch\u1ee7 \u0111\u1ec1 th\u1ef1c t\u1ebf, ti\u1ebfn h\u00e0nh th\u1ea3o lu\u1eadn v\u00e0 x\u00e1c \u0111\u1ecbnh b\u00e0i to\u00e0n th\u1ef1c t\u1ebf v\u1edbi gi\u1ea3ng vi\u00ean.<\/li>\n<li>Quy tr\u00ecnh x\u00e2y d\u1ef1ng ho\u00e0n thi\u1ec7n s\u1ebd \u0111\u01b0\u1ee3c gi\u1ea3ng vi\u00ean h\u01b0\u1edbng d\u1eabn v\u00e0 h\u1ecdc vi\u00ean th\u1ef1c hi\u1ec7n.<\/li>\n<li>L\u1eadp t\u00ecnh, vi\u1ebft b\u00e1o c\u00e1o v\u00e0 chu\u1ea9n b\u1ecb tr\u00ecnh b\u00e0y k\u1ebft qu\u1ea3.<\/li>\n<\/ul>\n<\/td>\n<td style=\"vertical-align: top; text-align: center; \">10<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n<\/div>\n\t\t<\/div>\n\n\t\t\n<style>\n#section_903222457 {\n  padding-top: 0px;\n  padding-bottom: 0px;\n}\n#section_903222457 .ux-shape-divider--top svg {\n  height: 150px;\n  --divider-top-width: 100%;\n}\n#section_903222457 .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":11356,"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>Khai ph\u00e1 d\u1eef li\u1ec7u v\u00e0 \u1ee9ng d\u1ee5ng c\u01a1 b\u1ea3n | 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\" href=\"https:\/\/iti.vnu.edu.vn\/daotao\/chuong-trinh-dao-tao\/khai-pha-du-lieu-va-ung-dung-co-ban\" \/>\n<meta name=\"twitter:label1\" content=\"\u01af\u1edbc t\u00ednh th\u1eddi gian \u0111\u1ecdc\" \/>\n\t<meta name=\"twitter:data1\" content=\"5 ph\u00fat\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/iti.vnu.edu.vn\/daotao\/chuong-trinh-dao-tao\/khai-pha-du-lieu-va-ung-dung-co-ban\",\"url\":\"https:\/\/iti.vnu.edu.vn\/daotao\/chuong-trinh-dao-tao\/khai-pha-du-lieu-va-ung-dung-co-ban\",\"name\":\"Khai ph\u00e1 d\u1eef li\u1ec7u v\u00e0 \u1ee9ng d\u1ee5ng c\u01a1 b\u1ea3n | C\u00e1c Ch\u01b0\u01a1ng tr\u00ecnh 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