{"id":2052,"date":"2019-12-05T08:32:22","date_gmt":"2019-12-05T01:32:22","guid":{"rendered":"https:\/\/www.fiahub.com\/blog\/?p=2052"},"modified":"2025-06-06T20:53:27","modified_gmt":"2025-06-06T13:53:27","slug":"data-scientis-su-dung-deep-learning-de-du-doan-gia-btc-real-time","status":"publish","type":"post","link":"https:\/\/www.fiahub.com\/blog\/data-scientis-su-dung-deep-learning-de-du-doan-gia-btc-real-time\/","title":{"rendered":"Data Scientis S\u1eed D\u1ee5ng Deep Learning \u0110\u1ec3 D\u1ef1 \u0110o\u00e1n Gi\u00e1 BTC"},"content":{"rendered":"\r\n<p>M\u1ed9t nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u t\u1ea1i h\u1ecdc vi\u1ec7n C\u00f4ng ngh\u1ec7 danh ti\u1ebfng \u201cVellore-\u1ea4n \u0110\u1ed9\u201d \u0111\u00e3 ph\u00e1c th\u1ea3o ra ph\u01b0\u01a1ng ph\u00e1p d\u1ef1 \u0111o\u00e1n gi\u00e1 ti\u1ec1n \u0111i\u1ec7n theo th\u1eddi gian th\u1ef1c b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng gi\u00e1 th\u1eddi gian ng\u1eafn h\u1ea1n li\u00ean k\u1ebft nh\u01b0 m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n gi\u00e1, \u0111\u00e2y c\u0169ng l\u00e0 ph\u01b0\u01a1ng ph\u00e1p \u0111ang r\u1ea5t hot trong gi\u1edbi \u201cData Science\u201d \u2013 Neural Network.<\/p>\r\n\r\n\r\n\r\n<p>Trong m\u1ed9t b\u00e0i blog \u0111\u01b0\u1ee3c \u0111\u0103ng t\u1ea3i v\u00e0o ng\u00e0y 02\/12\/2019, nh\u00e0 khoa h\u1ecdc Abinhav Sagar tri\u1ec3n khai 4 b\u01b0\u1edbc \u0111\u1ec3 s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 Machine Learning d\u1ef1 b\u00e1o gi\u00e1, l\u0129nh v\u1ef1c ti\u1ec1n \u0111i\u1ec7n t\u1eed theo \u00f4ng nh\u1eadn \u0111\u1ecbnh l\u00e0 r\u1ea5t kh\u00f3 so v\u1edbi th\u1ecb tr\u01b0\u1eddng truy\u1ec1n th\u1ed1ng nh\u01b0 c\u1ed5 phi\u1ebfu.<\/p>\r\n\r\n\r\n\r\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_83 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">N\u1ed9i dung b\u00e0i vi\u1ebft<\/p>\n<\/div><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.fiahub.com\/blog\/data-scientis-su-dung-deep-learning-de-du-doan-gia-btc-real-time\/#Ung_Dung_Machine_Learning_Cho_Du_Doan_Gia_Tien_Ao_Con_Nhieu_Thach_Thuc\" >\u1ee8ng D\u1ee5ng Machine Learning Cho D\u1ef1 \u0110o\u00e1n Gi\u00e1 Ti\u1ec1n \u1ea2o C\u00f2n Nhi\u1ec1u Th\u00e1ch Th\u1ee9c<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Ung_Dung_Machine_Learning_Cho_Du_Doan_Gia_Tien_Ao_Con_Nhieu_Thach_Thuc\"><\/span>\u1ee8ng D\u1ee5ng Machine Learning Cho D\u1ef1 \u0110o\u00e1n Gi\u00e1 Ti\u1ec1n \u1ea2o C\u00f2n Nhi\u1ec1u Th\u00e1ch Th\u1ee9c<span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<p>Sagar m\u1edf \u0111\u1ea7u b\u1eb1ng nh\u1eefng d\u1eabn ch\u1ee9ng th\u00e0nh c\u00f4ng c\u1ee7a Machine Learning trong d\u1ef1 \u0111o\u00e1n gi\u00e1 ch\u1ee9ng kho\u00e1n, nh\u01b0ng khi chuy\u1ec3n sang l\u0129nh v\u1ef1c ti\u1ec1n \u0111i\u1ec7n t\u1eed th\u00ec n\u00f3 g\u1eb7p ph\u1ea3i nhi\u1ec1u th\u1eed th\u00e1ch h\u01a1n v\u00ec gi\u00e1 ti\u1ec1n \u1ea3o n\u00e0y bi\u1ebfn \u0111\u1ed9ng r\u1ea5t nhanh b\u1edfi t\u1ed1c \u0111\u1ed9 ph\u00e1t tri\u1ec3n c\u00f4ng ngh\u1ec7, t\u00ecnh h\u00ecnh an ninh, v\u00e0 c\u1ea3 ch\u00ednh tr\u1ecb c\u0169ng nh\u01b0 n\u1ec1n kinh t\u1ebf.<\/p>\r\n\r\n\r\n\r\n<p>4 b\u01b0\u1edbc c\u1ee7a ph\u01b0\u01a1ng ph\u00e1p bao g\u1ed3m:<\/p>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li>Thu th\u1eadp d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c c\u1ee7a ti\u1ec1n \u0111i\u1ec7n t\u1eed<\/li>\r\n<li>Chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u cho neural network training (trong gi\u1edbi data quy \u0111\u1ecbnh d\u1eef li\u1ec7u s\u1ebd chia th\u00e0nh hai ph\u1ea7n l\u00e0 training v\u00e0 testing, training s\u1ebd \u0111\u01b0\u1ee3c bi\u1ebfn \u0111\u1ed5i nh\u00e2n r\u1ed9ng \u0111\u1ec3 d\u1ef1 b\u00e1o sau \u0111\u00f3 so s\u00e1nh \u0111\u00e1nh gi\u00e1 k\u1ebft qu\u1ea3 v\u1edbi testing)<\/li>\r\n<li>Testing d\u1ef1 b\u00e1o s\u1eed d\u1ee5ng th\u1eddi gian ng\u1eafn h\u1ea1n c\u1ee7a neural network<\/li>\r\n<li>Bi\u1ec3u di\u1ec5n d\u1ef1 b\u00e1o th\u00e0nh bi\u1ec3u \u0111\u1ed3<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<p>Sagar \u0111\u00e3 s\u1eed d\u1ee5ng c\u00e1c d\u1eef li\u1ec7u t\u1eeb CrytoCompare l\u1ea5y t\u1eeb nh\u1eefng bi\u1ebfn nh\u01b0 gi\u00e1, kh\u1ed5i l\u01b0\u1ee3ng, gi\u00e1 m\u1edf, gi\u00e1 \u0111\u00f3ng, cao nh\u1ea5t v\u00e0 th\u1ea5p nh\u1ea5t.<\/p>\r\n\r\n\r\n\r\n<p>\u00d4ng c\u0169ng cung c\u1ea5p link source code khi d\u1ef1 \u00e1n ho\u00e0n th\u00e0nh tr\u00ean GitHub<\/p>\r\n\r\n\r\n\r\n<p><a href=\"https:\/\/github.com\/abhinavsagar\/Cryptocurrency-Price-Prediction\" target=\"_blank\" rel=\"nofollow\">https:\/\/github.com\/abhinavsagar\/Cryptocurrency-Price-Prediction<\/a><\/p>\r\n\r\n\r\n\r\n<figure class=\"wp-block-image\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1009\" height=\"328\" class=\"wp-image-2054\" src=\"https:\/\/www.fiahub.com\/blog\/wp-content\/uploads\/2019\/12\/2.png\" alt=\"Github d\u1ef1 \u0111o\u00e1n gi\u00e1 ti\u1ec1n \u1ea3o\" srcset=\"https:\/\/www.fiahub.com\/blog\/wp-content\/uploads\/2019\/12\/2.png 1009w, https:\/\/www.fiahub.com\/blog\/wp-content\/uploads\/2019\/12\/2-150x49.png 150w, https:\/\/www.fiahub.com\/blog\/wp-content\/uploads\/2019\/12\/2-300x98.png 300w, https:\/\/www.fiahub.com\/blog\/wp-content\/uploads\/2019\/12\/2-768x250.png 768w, https:\/\/www.fiahub.com\/blog\/wp-content\/uploads\/2019\/12\/2-810x263.png 810w\" sizes=\"(max-width: 1009px) 100vw, 1009px\" \/><\/figure>\r\n\r\n\r\n\r\n<p>Tr\u01b0\u1edbc khi v\u1ebd th\u00e0nh bi\u1ec3u \u0111\u1ed3 v\u00e0 bi\u1ec3u di\u1ec5n k\u1ebft qu\u1ea3 b\u1eb1ng d\u1ef1 b\u00e1o m\u1ea1ng, Sagar l\u01b0u \u00fd r\u1eb1ng \u00f4ng \u1ea5y s\u1eed d\u1ee5ng sai s\u1ed1 trung b\u00ecnh tuy\u1ec7t \u0111\u1ed1i l\u00e0m ch\u1ec9 s\u1ed1 \u0111\u00e1nh gi\u00e1, theo \u0111\u00f3 l\u01b0u \u00fd l\u00e0 \u0111o l\u01b0\u1eddng sai s\u1ed1 trung b\u00ecnh c\u1ee7a c\u00e1c nh\u00f3m d\u1ef1 \u0111o\u00e1n ch\u1ee9 kh\u00f4ng xem x\u00e9t h\u01b0\u1edbng gi\u00e1 c\u1ee7a ch\u00fang.<\/p>\r\n\r\n\r\n\r\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"796\" height=\"411\" class=\"wp-image-2055\" src=\"https:\/\/www.fiahub.com\/blog\/wp-content\/uploads\/2019\/12\/i14.png\" alt=\"Github d\u1ef1 \u0111o\u00e1n gi\u00e1 ti\u1ec1n \u1ea3o\" srcset=\"https:\/\/www.fiahub.com\/blog\/wp-content\/uploads\/2019\/12\/i14.png 796w, https:\/\/www.fiahub.com\/blog\/wp-content\/uploads\/2019\/12\/i14-150x77.png 150w, https:\/\/www.fiahub.com\/blog\/wp-content\/uploads\/2019\/12\/i14-300x155.png 300w, https:\/\/www.fiahub.com\/blog\/wp-content\/uploads\/2019\/12\/i14-768x397.png 768w, https:\/\/www.fiahub.com\/blog\/wp-content\/uploads\/2019\/12\/i14-375x195.png 375w\" sizes=\"(max-width: 796px) 100vw, 796px\" \/><\/figure>\r\n\r\n\r\n\r\n<p>Nh\u00ecn k\u1ebft qu\u1ea3 \u0111\u01b0\u1eddng d\u1ef1 b\u00e1o (cam) v\u00e0 gi\u00e1 th\u1ef1c (xanh) cho th\u1ea5y d\u1ef1 b\u00e1o r\u1ea5t ch\u00ednh x\u00e1c, nh\u01b0ng kh\u00f4ng d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c h\u01b0\u1edbng \u0111i.<\/p>\r\n","protected":false},"excerpt":{"rendered":"<p>M\u1ed9t nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u t\u1ea1i h\u1ecdc vi\u1ec7n C\u00f4ng ngh\u1ec7 danh ti\u1ebfng \u201cVellore-\u1ea4n \u0110\u1ed9\u201d \u0111\u00e3 ph\u00e1c th\u1ea3o ra ph\u01b0\u01a1ng ph\u00e1p d\u1ef1 \u0111o\u00e1n gi\u00e1 ti\u1ec1n \u0111i\u1ec7n theo th\u1eddi gian th\u1ef1c b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng gi\u00e1 th\u1eddi gian ng\u1eafn h\u1ea1n li\u00ean k\u1ebft nh\u01b0 m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n gi\u00e1, \u0111\u00e2y c\u0169ng l\u00e0 ph\u01b0\u01a1ng ph\u00e1p<\/p>\n","protected":false},"author":10,"featured_media":2056,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"elementor_theme","format":"standard","meta":{"footnotes":""},"categories":[21845],"tags":[],"class_list":{"0":"post-2052","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-kinh-nghiem-dau-tu"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.0 (Yoast SEO v27.6) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Data Scientis S\u1eed D\u1ee5ng Deep Learning \u0110\u1ec3 D\u1ef1 \u0110o\u00e1n Gi\u00e1 BTC - Fiahub<\/title>\n<meta name=\"description\" content=\"Trong nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y, l\u00e0n s\u00f3ng v\u1ec1 Khoa H\u1ecdc D\u1eef Li\u1ec7u (Data Science) \u0111\u00e3 d\u1ea7n \u0111\u01b0\u1ee3c h\u00ecnh th\u00e0nh r\u00f5 n\u00e9t t\u1ea1i c\u00e1c th\u1ecb tr\u01b0\u1eddng c\u00f4ng ngh\u1ec7 d\u00f9 c\u00f2n kh\u00e1 non tr\u1ebb nh\u01b0 Vi\u1ec7t Nam. Data Science \u0111\u00e3 m\u1edf ra h\u00e0ng ng\u00e0n c\u01a1 h\u1ed9i ph\u00e1t tri\u1ec3n cho r\u1ea5t nhi\u1ec1u ng\u00e0nh ngh\u1ec1, trong \u0111\u00f3 l\u0129nh v\u1ef1c t\u00e0i ch\u00ednh nh\u01b0 ch\u1ee9ng kho\u00e1n v\u00e0 ti\u1ec1n \u0111i\u1ec7n t\u1eed \u0111\u01b0\u1ee3c xem l\u00e0 m\u1ed9t m\u0169i nh\u1ecdn c\u1ef1c k\u1ef3 quan tr\u1ecdng cho Data Science ph\u00e1t tri\u1ec3n trong th\u1eddi \u0111\u1ea1i 4.0.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.fiahub.com\/blog\/data-scientis-su-dung-deep-learning-de-du-doan-gia-btc-real-time\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data Scientis S\u1eed D\u1ee5ng Deep Learning \u0110\u1ec3 D\u1ef1 \u0110o\u00e1n Gi\u00e1 BTC\" \/>\n<meta property=\"og:description\" content=\"Trong nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y, l\u00e0n s\u00f3ng v\u1ec1 Khoa H\u1ecdc D\u1eef Li\u1ec7u (Data Science) \u0111\u00e3 d\u1ea7n \u0111\u01b0\u1ee3c h\u00ecnh th\u00e0nh r\u00f5 n\u00e9t t\u1ea1i c\u00e1c th\u1ecb tr\u01b0\u1eddng c\u00f4ng ngh\u1ec7 d\u00f9 c\u00f2n kh\u00e1 non tr\u1ebb nh\u01b0 Vi\u1ec7t Nam. 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