{"id":12674,"date":"2023-11-25T08:00:28","date_gmt":"2023-11-25T01:00:28","guid":{"rendered":"https:\/\/vbee.ai\/blog\/?p=12674"},"modified":"2023-11-22T16:20:13","modified_gmt":"2023-11-22T09:20:13","slug":"machine-learning-la-gi","status":"publish","type":"post","link":"https:\/\/vbee.ai\/blog\/machine-learning-la-gi\/","title":{"rendered":"Machine Learning l\u00e0 g\u00ec? \u0110\u1ecbnh ngh\u0129a v\u00e0 c\u00e1ch ho\u1ea1t \u0111\u1ed9ng"},"content":{"rendered":"<p><strong>Machine Learning l\u00e0 m\u1ed9t thu\u1eadt ng\u1eef kh\u00e1 quen thu\u1ed9c trong l\u0129nh v\u1ef1c tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. V\u1eady Machine Learning l\u00e0 g\u00ec? N\u00f3 \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t ch\u1ee7 \u0111\u1ec1 ng\u00e0y c\u00e0ng ph\u1ed5 bi\u1ebfn trong nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y do n\u00f3 c\u00f3 nhi\u1ec1u \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf trong nhi\u1ec1u ng\u00e0nh c\u00f4ng nghi\u1ec7p. Trong blog n\u00e0y, ch\u00fang ta s\u1ebd kh\u00e1m ph\u00e1 nh\u1eefng ki\u1ebfn \u200b\u200bth\u1ee9c c\u01a1 b\u1ea3n v\u1ec1 Machine Learning l\u00e0 g\u00ec, \u0111i s\u00e2u v\u00e0o c\u00e1c ch\u1ee7 \u0111\u1ec1 n\u00e2ng cao h\u01a1n v\u00e0 th\u1ea3o lu\u1eadn v\u1ec1 c\u00e1ch n\u00f3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 trong th\u1ebf gi\u1edbi th\u1ef1c. C\u00f9ng <a href=\"https:\/\/vbee.ai\/\">Vbee AI<\/a> t\u00ecm hi\u1ec3u Machine Learning l\u00e0 g\u00ec nh\u00e9!<\/strong><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_75 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">M\u1ee4C L\u1ee4C<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<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:\/\/vbee.ai\/blog\/machine-learning-la-gi\/#Machine_Learning_la_gi\" >Machine Learning l\u00e0 g\u00ec?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/vbee.ai\/blog\/machine-learning-la-gi\/#Lam_cach_nao_de_bat_dau_voi_Machine_Learning\" >L\u00e0m c\u00e1ch n\u00e0o \u0111\u1ec3 b\u1eaft \u0111\u1ea7u v\u1edbi Machine Learning?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/vbee.ai\/blog\/machine-learning-la-gi\/#Su_khac_biet_giua_AI_Deep_Learning_va_Machine_Learning_la_gi\" >S\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa AI, Deep Learning v\u00e0 Machine Learning l\u00e0 g\u00ec?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/vbee.ai\/blog\/machine-learning-la-gi\/#Cac_truong_hop_su_dung_Machine_Learning_la_gi\" >C\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng Machine Learning l\u00e0 g\u00ec?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/vbee.ai\/blog\/machine-learning-la-gi\/#Phat_hien_gian_lan\" >Ph\u00e1t hi\u1ec7n gian l\u1eadn<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/vbee.ai\/blog\/machine-learning-la-gi\/#Nhan_dang_hinh_anh_va_giong_noi\" >Nh\u1eadn d\u1ea1ng h\u00ecnh \u1ea3nh v\u00e0 gi\u1ecdng n\u00f3i<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/vbee.ai\/blog\/machine-learning-la-gi\/#Bao_tri_du_doan\" >B\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/vbee.ai\/blog\/machine-learning-la-gi\/#Ca_nhan_hoa\" >C\u00e1 nh\u00e2n h\u00f3a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/vbee.ai\/blog\/machine-learning-la-gi\/#Cham_soc_suc_khoe\" >Ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/vbee.ai\/blog\/machine-learning-la-gi\/#Xu_ly_ngon_ngu_tu_nhien\" >X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Machine_Learning_la_gi\"><\/span>Machine Learning l\u00e0 g\u00ec?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0110\u1ec3 hi\u1ec3u Machine Learning l\u00e0 g\u00ec, ch\u00fang ta c\u1ea7n hi\u1ec3u m\u1ed9t c\u00e1ch t\u1ed5ng quan v\u1ec1 Machine Learning l\u00e0 g\u00ec. Machine Learning (h\u1ecdc m\u00e1y) l\u00e0 m\u1ed9t \u1ee9ng d\u1ee5ng c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o s\u1eed d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt th\u1ed1ng k\u00ea cho ph\u00e9p m\u00e1y t\u00ednh h\u1ecdc h\u1ecfi v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh m\u00e0 kh\u00f4ng c\u1ea7n \u0111\u01b0\u1ee3c l\u1eadp tr\u00ecnh r\u00f5 r\u00e0ng. N\u00f3 d\u1ef1a tr\u00ean vi\u1ec7c m\u00e1y t\u00ednh c\u00f3 th\u1ec3 h\u1ecdc t\u1eeb d\u1eef li\u1ec7u, ph\u00e1t hi\u1ec7n c\u00e1c m\u1eabu v\u00e0 \u0111\u01b0a ra ph\u00e1n \u0111o\u00e1n m\u00e0 kh\u00f4ng c\u1ea7n nhi\u1ec1u s\u1ef1 tr\u1ee3 gi\u00fap c\u1ee7a con ng\u01b0\u1eddi.<\/p>\n<figure id=\"attachment_12656\" aria-describedby=\"caption-attachment-12656\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-12656\" src=\"https:\/\/vbee.ai\/blog\/wp-content\/uploads\/2023\/10\/8-4.jpg\" alt=\"Machine learning l\u00e0 m\u1ed9t thu\u1eadt ng\u1eef kh\u00e1 quen thu\u1ed9c trong l\u0129nh v\u1ef1c tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o\" width=\"768\" height=\"428\" srcset=\"https:\/\/vbee.ai\/blog\/wp-content\/uploads\/2023\/10\/8-4.jpg 768w, https:\/\/vbee.ai\/blog\/wp-content\/uploads\/2023\/10\/8-4-718x400.jpg 718w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-12656\" class=\"wp-caption-text\">Machine Learning l\u00e0 m\u1ed9t thu\u1eadt ng\u1eef kh\u00e1 quen thu\u1ed9c trong l\u0129nh v\u1ef1c tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/figcaption><\/figure>\n<p>Machine Learning l\u00e0 g\u00ec th\u00ec \u0111\u00e2y \u0111\u01a1n gi\u1ea3n l\u00e0 m\u1ed9t t\u1eadp h\u1ee3p con c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. \u0110\u00f3 l\u00e0 nghi\u00ean c\u1ee9u l\u00e0m cho m\u00e1y m\u00f3c tr\u1edf n\u00ean gi\u1ed1ng con ng\u01b0\u1eddi h\u01a1n trong h\u00e0nh vi. Cho ch\u00fang h\u1ecdc h\u1ecfi v\u00e0 t\u1eeb \u0111\u00f3 ph\u00e1t tri\u1ec3n l\u00ean c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh c\u1ee7a ri\u00eang ch\u00fang. \u0110i\u1ec1u n\u00e0y \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n v\u1edbi s\u1ef1 can thi\u1ec7p t\u1ed1i thi\u1ec3u c\u1ee7a con ng\u01b0\u1eddi m\u00e0 kh\u00f4ng c\u1ea7n l\u1eadp tr\u00ecnh r\u00f5 r\u00e0ng. Qu\u00e1 tr\u00ecnh h\u1ecdc t\u1eadp \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 c\u1ea3i ti\u1ebfn d\u1ef1a tr\u00ean kinh nghi\u1ec7m c\u1ee7a m\u00e1y m\u00f3c trong su\u1ed1t qu\u00e1 tr\u00ecnh.<\/p>\n<p>D\u1eef li\u1ec7u ch\u1ea5t l\u01b0\u1ee3ng t\u1ed1t s\u1ebd \u0111\u01b0\u1ee3c cung c\u1ea5p cho m\u00e1y v\u00e0 c\u00e1c thu\u1eadt to\u00e1n kh\u00e1c nhau \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh ML. Vi\u1ec7c l\u1ef1a ch\u1ecdn thu\u1eadt to\u00e1n ph\u1ee5 thu\u1ed9c v\u00e0o lo\u1ea1i d\u1eef li\u1ec7u c\u00f3 s\u1eb5n v\u00e0 lo\u1ea1i ho\u1ea1t \u0111\u1ed9ng c\u1ea7n \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng h\u00f3a. V\u1eady c\u00e1ch ho\u1ea1t \u0111\u1ed9ng c\u1ee7a Machine Learning l\u00e0 g\u00ec?<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Lam_cach_nao_de_bat_dau_voi_Machine_Learning\"><\/span>L\u00e0m c\u00e1ch n\u00e0o \u0111\u1ec3 b\u1eaft \u0111\u1ea7u v\u1edbi Machine Learning?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0110\u1ec3 b\u1eaft \u0111\u1ea7u, ch\u00fang ta h\u00e3y xem x\u00e9t m\u1ed9t s\u1ed1 \u0111i\u1ec1u quan tr\u1ecdng thu\u1eadt ng\u1eef c\u1ee7a Machine Learning l\u00e0 g\u00ec nh\u00e9!<\/p>\n<figure id=\"attachment_12657\" aria-describedby=\"caption-attachment-12657\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-12657\" src=\"https:\/\/vbee.ai\/blog\/wp-content\/uploads\/2023\/10\/9-4.jpg\" alt=\"M\u1ed9t s\u1ed1 \u0111i\u1ec1u quan tr\u1ecdng thu\u1eadt ng\u1eef c\u1ee7a machine learning\" width=\"768\" height=\"428\" srcset=\"https:\/\/vbee.ai\/blog\/wp-content\/uploads\/2023\/10\/9-4.jpg 768w, https:\/\/vbee.ai\/blog\/wp-content\/uploads\/2023\/10\/9-4-718x400.jpg 718w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-12657\" class=\"wp-caption-text\">M\u1ed9t s\u1ed1 \u0111i\u1ec1u quan tr\u1ecdng thu\u1eadt ng\u1eef c\u1ee7a Machine Learning<\/figcaption><\/figure>\n<ul>\n<li>M\u00f4 h\u00ecnh: C\u00f2n \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 \u201cgi\u1ea3 thuy\u1ebft\u201d, m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y l\u00e0 bi\u1ec3u di\u1ec5n to\u00e1n h\u1ecdc c\u1ee7a m\u1ed9t quy tr\u00ecnh trong th\u1ebf gi\u1edbi th\u1ef1c. Thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y c\u00f9ng v\u1edbi d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n s\u1ebd x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y.<\/li>\n<li>T\u00ednh n\u0103ng: T\u00ednh n\u0103ng l\u00e0 m\u1ed9t thu\u1ed9c t\u00ednh ho\u1eb7c tham s\u1ed1 c\u00f3 th\u1ec3 \u0111o l\u01b0\u1eddng \u0111\u01b0\u1ee3c c\u1ee7a t\u1eadp d\u1eef li\u1ec7u.<\/li>\n<li>Vector \u0111\u1eb7c t\u00ednh: N\u00f3 l\u00e0 m\u1ed9t t\u1eadp h\u1ee3p nhi\u1ec1u \u0111\u1eb7c \u0111i\u1ec3m s\u1ed1. Ch\u00fang ta s\u1ebd s\u1eed d\u1ee5ng n\u00f3 l\u00e0m \u0111\u1ea7u v\u00e0o cho m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y nh\u1eb1m m\u1ee5c \u0111\u00edch \u0111\u00e0o t\u1ea1o v\u00e0 d\u1ef1 \u0111o\u00e1n.<\/li>\n<li>Hu\u1ea5n luy\u1ec7n: Hu\u1ea5n luy\u1ec7n c\u1ee7a Machine Learning l\u00e0 g\u00ec? \u0110\u00e2y l\u00e0 m\u1ed9t thu\u1eadt to\u00e1n l\u1ea5y t\u1eadp d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 \u201cd\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n\u201d l\u00e0m \u0111\u1ea7u v\u00e0o. Sau \u0111\u00f3 t\u00ecm c\u00e1c m\u1eabu trong d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o v\u00e0 hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c k\u1ebft qu\u1ea3 mong \u0111\u1ee3i (m\u1ee5c ti\u00eau). \u0110\u1ea7u ra c\u1ee7a qu\u00e1 tr\u00ecnh \u0111\u00e0o t\u1ea1o l\u00e0 m\u00f4 h\u00ecnh Machine Learning.<\/li>\n<li>D\u1ef1 \u0111o\u00e1n: Khi m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y \u0111\u00e3 s\u1eb5n s\u00e0ng, n\u00f3 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c cung c\u1ea5p d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o \u0111\u1ec3 cung c\u1ea5p \u0111\u1ea7u ra \u0111\u01b0\u1ee3c d\u1ef1 \u0111o\u00e1n.<\/li>\n<li>M\u1ee5c ti\u00eau (Nh\u00e3n): Gi\u00e1 tr\u1ecb m\u00e0 m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y ph\u1ea3i d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 m\u1ee5c ti\u00eau ho\u1eb7c nh\u00e3n.<\/li>\n<li>Underfitting : \u0110\u00f3 l\u00e0 t\u00ecnh hu\u1ed1ng khi m\u00f4 h\u00ecnh kh\u00f4ng gi\u1ea3i m\u00e3 \u0111\u01b0\u1ee3c \u00fd \u0111\u1ecbnh c\u01a1 b\u1ea3n trong d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o. N\u00f3i m\u1ed9t c\u00e1ch \u0111\u01a1n gi\u1ea3n, m\u00f4 h\u00ecnh ho\u1eb7c thu\u1eadt to\u00e1n kh\u00f4ng \u0111\u1ee7 ph\u00f9 h\u1ee3p v\u1edbi d\u1eef li\u1ec7u.<\/li>\n<\/ul>\n<figure id=\"attachment_12658\" aria-describedby=\"caption-attachment-12658\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-12658\" src=\"https:\/\/vbee.ai\/blog\/wp-content\/uploads\/2023\/10\/10-4.jpg\" alt=\"\u0110\u1ec3 hi\u1ec3u machine learning l\u00e0 g\u00ec, ch\u00fang ta c\u1ea7n hi\u1ec3u m\u1ed9t c\u00e1ch t\u1ed5ng quan v\u1ec1 machine learning\" width=\"768\" height=\"428\" srcset=\"https:\/\/vbee.ai\/blog\/wp-content\/uploads\/2023\/10\/10-4.jpg 768w, https:\/\/vbee.ai\/blog\/wp-content\/uploads\/2023\/10\/10-4-718x400.jpg 718w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-12658\" class=\"wp-caption-text\">\u0110\u1ec3 hi\u1ec3u Machine Learning l\u00e0 g\u00ec, ch\u00fang ta c\u1ea7n hi\u1ec3u m\u1ed9t c\u00e1ch t\u1ed5ng quan v\u1ec1 Machine Learning<\/figcaption><\/figure>\n<h2><span class=\"ez-toc-section\" id=\"Su_khac_biet_giua_AI_Deep_Learning_va_Machine_Learning_la_gi\"><\/span>S\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa AI, Deep Learning v\u00e0 Machine Learning l\u00e0 g\u00ec?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0110\u00e2y \u0111\u1ec1u l\u00e0 ba kh\u00e1i ni\u1ec7m quen thu\u1ed9c trong c\u00f4ng ngh\u1ec7. V\u1eady b\u1ea1n \u0111\u00e3 bi\u1ebft s\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa AI, Deep Learning v\u00e0 Machine Learning l\u00e0 g\u00ec? C\u00f9ng Vbee so s\u00e1nh m\u1ed9t ch\u00fat \u0111\u1ec3 hi\u1ec3u r\u00f5 h\u01a1n nh\u00e9!<\/p>\n<table style=\"height: 84px; width: 100%; border-collapse: collapse; border-color: #000000; border-style: solid;\" border=\"1\">\n<tbody>\n<tr style=\"height: 21px;\">\n<td style=\"width: 10.116%; height: 21px;\"><strong>Kh\u00e1i ni\u1ec7m<\/strong><\/td>\n<td style=\"width: 89.884%; height: 21px;\"><strong>S\u1ef1 \u0111\u1ecbnh ngh\u0129a<\/strong><\/td>\n<\/tr>\n<tr style=\"height: 21px;\">\n<td style=\"width: 10.116%; height: 21px;\">Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/td>\n<td style=\"width: 89.884%; height: 21px;\">L\u0129nh v\u1ef1c khoa h\u1ecdc m\u00e1y t\u00ednh nh\u1eb1m m\u1ee5c \u0111\u00edch t\u1ea1o ra nh\u1eefng c\u1ed7 m\u00e1y th\u00f4ng minh c\u00f3 th\u1ec3 suy ngh\u0129 v\u00e0 ho\u1ea1t \u0111\u1ed9ng nh\u01b0 con ng\u01b0\u1eddi.<\/td>\n<\/tr>\n<tr style=\"height: 21px;\">\n<td style=\"width: 10.116%; height: 21px;\">Machine Learning<\/td>\n<td style=\"width: 89.884%; height: 21px;\">M\u1ed9t tr\u01b0\u1eddng con c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1eadp trung v\u00e0o ph\u00e1t tri\u1ec3n c\u00e1c thu\u1eadt to\u00e1n v\u00e0 m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 h\u1ecdc t\u1eeb d\u1eef li\u1ec7u thay v\u00ec \u0111\u01b0\u1ee3c l\u1eadp tr\u00ecnh r\u00f5 r\u00e0ng.<\/td>\n<\/tr>\n<tr style=\"height: 21px;\">\n<td style=\"width: 10.116%; height: 21px;\">Deep Learning<\/td>\n<td style=\"width: 89.884%; height: 21px;\">M\u1ed9t tr\u01b0\u1eddng con c\u1ee7a h\u1ecdc m\u00e1y s\u1eed d\u1ee5ng m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh nh\u00e2n t\u1ea1o nhi\u1ec1u l\u1edbp \u0111\u1ec3 t\u00ecm hi\u1ec3u c\u00e1c m\u1eabu ph\u1ee9c t\u1ea1p trong d\u1eef li\u1ec7u.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>D\u01b0\u1edbi \u0111\u00e2y l\u00e0 t\u00f3m t\u1eaft ng\u1eafn g\u1ecdn v\u1ec1 s\u1ef1 kh\u00e1c bi\u1ec7t ch\u00ednh gi\u1eefa c\u00e1c kh\u00e1i ni\u1ec7m n\u00e0y:<\/p>\n<ul>\n<li>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 m\u1ed9t l\u0129nh v\u1ef1c r\u1ed9ng l\u1edbn bao g\u1ed3m nhi\u1ec1u k\u1ef9 thu\u1eadt v\u00e0 c\u00e1ch ti\u1ebfp c\u1eadn kh\u00e1c nhau \u0111\u1ec3 t\u1ea1o ra c\u00e1c h\u1ec7 th\u1ed1ng th\u00f4ng minh.<\/li>\n<li>Machine Learning l\u00e0 g\u00ec? Vi\u1ec7c th\u1ef1c h\u00e0nh d\u1ea1y c\u00e1c thu\u1eadt to\u00e1n \u0111\u1ec3 h\u1ecdc t\u1eeb d\u1eef li\u1ec7u thay v\u00ec \u0111\u01b0\u1ee3c l\u1eadp tr\u00ecnh r\u00f5 r\u00e0ng \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 Machine Learning, m\u1ed9t t\u1eadp h\u1ee3p con c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o.<\/li>\n<li>Deep Learning l\u00e0 m\u1ed9t nh\u00e1nh c\u1ee7a h\u1ecdc m\u00e1y s\u1eed d\u1ee5ng nhi\u1ec1u l\u1edbp m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh nh\u00e2n t\u1ea1o \u0111\u1ec3 kh\u00e1m ph\u00e1 c\u00e1c m\u1eabu d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p.<\/li>\n<\/ul>\n<figure id=\"attachment_12659\" aria-describedby=\"caption-attachment-12659\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-12659\" src=\"https:\/\/vbee.ai\/blog\/wp-content\/uploads\/2023\/10\/11-4.jpg\" alt=\"Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 m\u1ed9t l\u0129nh v\u1ef1c r\u1ed9ng l\u1edbn bao g\u1ed3m nhi\u1ec1u k\u1ef9 thu\u1eadt\" width=\"768\" height=\"428\" srcset=\"https:\/\/vbee.ai\/blog\/wp-content\/uploads\/2023\/10\/11-4.jpg 768w, https:\/\/vbee.ai\/blog\/wp-content\/uploads\/2023\/10\/11-4-718x400.jpg 718w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-12659\" class=\"wp-caption-text\">Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 m\u1ed9t l\u0129nh v\u1ef1c r\u1ed9ng l\u1edbn bao g\u1ed3m nhi\u1ec1u k\u1ef9 thu\u1eadt<\/figcaption><\/figure>\n<h2><span class=\"ez-toc-section\" id=\"Cac_truong_hop_su_dung_Machine_Learning_la_gi\"><\/span>C\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng Machine Learning l\u00e0 g\u00ec?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>R\u1ea5t r\u1ea5t nhi\u1ec1u \u1ee9ng d\u1ee5ng c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111ang d\u1ea7n b\u01b0\u1edbc v\u00e0o cu\u1ed9c s\u1ed1ng ch\u00fang ta. V\u1eady \u1ee8ng d\u1ee5ng c\u1ee7a Machine Learning l\u00e0 g\u00ec? C\u00f9ng t\u00ecm hi\u1ec3u ngay nh\u00e9!<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Phat_hien_gian_lan\"><\/span>Ph\u00e1t hi\u1ec7n gian l\u1eadn<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>C\u00e1c thu\u1eadt to\u00e1n Machine Learning c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o \u0111\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c ki\u1ec3u h\u00e0nh vi gian l\u1eadn, ch\u1eb3ng h\u1ea1n nh\u01b0 c\u00e1c giao d\u1ecbch \u0111\u00e1ng ng\u1edd ho\u1eb7c t\u00e0i kho\u1ea3n gi\u1ea3 m\u1ea1o.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Nhan_dang_hinh_anh_va_giong_noi\"><\/span>Nh\u1eadn d\u1ea1ng h\u00ecnh \u1ea3nh v\u00e0 gi\u1ecdng n\u00f3i<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Hi\u1ec3u \u0111\u01b0\u1ee3c thu\u1eadt to\u00e1n Machine Learning l\u00e0 g\u00ec s\u1ebd gi\u00fap b\u1ea1n s\u1eed d\u1ee5ng \u0111\u1ec3 nh\u1eadn d\u1ea1ng v\u00e0 ph\u00e2n lo\u1ea1i \u0111\u1ed1i t\u01b0\u1ee3ng, con ng\u01b0\u1eddi v\u00e0 l\u1eddi n\u00f3i trong h\u00ecnh \u1ea3nh v\u00e0 b\u1ea3n ghi \u00e2m.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Bao_tri_du_doan\"><\/span>B\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Vi\u1ec7c b\u1ea3o tr\u00ec thi\u1ebft b\u1ecb c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c l\u00ean k\u1ebf ho\u1ea1ch tr\u01b0\u1edbc \u0111\u1ec3 ti\u1ebft ki\u1ec7m th\u1eddi gian ng\u1eebng ho\u1ea1t \u0111\u1ed9ng b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng h\u1ecdc m\u00e1y \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n khi n\u00e0o thi\u1ebft b\u1ecb c\u00f3 kh\u1ea3 n\u0103ng b\u1ecb l\u1ed7i.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Ca_nhan_hoa\"><\/span>C\u00e1 nh\u00e2n h\u00f3a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>C\u00e1 nh\u00e2n ho\u00e1 v\u1edbi Machine Learning l\u00e0 g\u00ec? Hi\u1ec3u \u0111\u01a1n gi\u1ea3n l\u00e0 ch\u00fang c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 c\u00e1 nh\u00e2n h\u00f3a c\u00e1c \u0111\u1ec1 xu\u1ea5t v\u00e0 qu\u1ea3ng c\u00e1o. Ch\u1eb3ng h\u1ea1n nh\u01b0 nh\u1eefng \u0111\u1ec1 xu\u1ea5t \u0111\u01b0\u1ee3c th\u1ea5y tr\u00ean c\u00e1c trang web mua s\u1eafm tr\u1ef1c tuy\u1ebfn ho\u1eb7c c\u00e1c d\u1ecbch v\u1ee5 ph\u00e1t tr\u1ef1c tuy\u1ebfn.<\/p>\n<figure id=\"attachment_12660\" aria-describedby=\"caption-attachment-12660\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-12660\" src=\"https:\/\/vbee.ai\/blog\/wp-content\/uploads\/2023\/10\/12-4.jpg\" alt=\"H\u1ecdc m\u00e1y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 hi\u1ec3u v\u00e0 x\u1eed l\u00fd ng\u00f4n ng\u1eef c\u1ee7a con ng\u01b0\u1eddi\" width=\"768\" height=\"428\" srcset=\"https:\/\/vbee.ai\/blog\/wp-content\/uploads\/2023\/10\/12-4.jpg 768w, https:\/\/vbee.ai\/blog\/wp-content\/uploads\/2023\/10\/12-4-718x400.jpg 718w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-12660\" class=\"wp-caption-text\">H\u1ecdc m\u00e1y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 hi\u1ec3u v\u00e0 x\u1eed l\u00fd ng\u00f4n ng\u1eef c\u1ee7a con ng\u01b0\u1eddi<\/figcaption><\/figure>\n<h3><span class=\"ez-toc-section\" id=\"Cham_soc_suc_khoe\"><\/span>Ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>H\u1ecdc m\u00e1y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n k\u1ebft qu\u1ea3 c\u1ee7a b\u1ec7nh nh\u00e2n, x\u00e1c \u0111\u1ecbnh c\u00e1c \u0111\u1ee3t b\u00f9ng ph\u00e1t b\u1ec7nh truy\u1ec1n nhi\u1ec5m ti\u1ec1m \u1ea9n v\u00e0 h\u1ed7 tr\u1ee3 ch\u1ea9n \u0111o\u00e1n v\u00e0 l\u1eadp k\u1ebf ho\u1ea1ch \u0111i\u1ec1u tr\u1ecb.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Xu_ly_ngon_ngu_tu_nhien\"><\/span>X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>H\u1ecdc m\u00e1y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 hi\u1ec3u v\u00e0 x\u1eed l\u00fd ng\u00f4n ng\u1eef c\u1ee7a con ng\u01b0\u1eddi, cho ph\u00e9p c\u00e1c \u1ee9ng d\u1ee5ng nh\u01b0 d\u1ecbch ng\u00f4n ng\u1eef v\u00e0 chatbot.<\/p>\n<p>Qua b\u00e0i ph\u00e2n t\u00edch, ch\u00fang ta \u0111\u00e3 hi\u1ec3u Machine Learning <strong>\u00a0l\u00e0 g\u00ec<\/strong>, \u0111\u00f3 l\u00e0 m\u1ed9t l\u0129nh v\u1ef1c kh\u00f4ng ng\u1eebng ph\u00e1t tri\u1ec3n v\u00e0 ch\u1ecbu \u1ea3nh h\u01b0\u1edfng c\u1ee7a nhi\u1ec1u y\u1ebfu t\u1ed1. Trong t\u01b0\u01a1ng lai, Machine Learning c\u00f3 th\u1ec3 ti\u1ebfp t\u1ee5c tr\u1edf th\u00e0nh nh\u00e2n t\u1ed1 ch\u00ednh trong nhi\u1ec1u l\u0129nh v\u1ef1c khoa h\u1ecdc, c\u00f4ng ngh\u1ec7 v\u00e0 x\u00e3 h\u1ed9i, \u0111\u1ed3ng th\u1eddi l\u00e0 nh\u00e2n t\u1ed1 \u0111\u00f3ng g\u00f3p ch\u00ednh cho ti\u1ebfn b\u1ed9 c\u00f4ng ngh\u1ec7.<\/p>\n<p>Vi\u1ec7c t\u1ea1o ra c\u00e1c tr\u1ee3 l\u00fd th\u00f4ng minh, ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe c\u00e1 nh\u00e2n v\u00e0 \u00f4 t\u00f4 t\u1ef1 l\u00e1i l\u00e0 m\u1ed9t s\u1ed1 \u1ee9ng d\u1ee5ng ti\u1ec1m n\u0103ng trong t\u01b0\u01a1ng lai c\u1ee7a Machine Learning. C\u0169ng c\u00f3 kh\u1ea3 n\u0103ng Machine Learning s\u1ebd ti\u1ebfp t\u1ee5c ph\u00e1t tri\u1ec3n v\u00e0 c\u1ea3i ti\u1ebfn khi c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u ph\u00e1t tri\u1ec3n c\u00e1c thu\u1eadt to\u00e1n v\u00e0 k\u1ef9 thu\u1eadt m\u1edbi \u0111\u1ec3 l\u00e0m cho h\u1ecdc m\u00e1y m\u1ea1nh m\u1ebd v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n.<\/p>\n<p><strong>Ngu\u1ed3n tham kh\u1ea3o:<\/strong><\/p>\n<ul>\n<li>My Great Learning (18\/08\/2023), What is Machine Learning? Defination, Types, Applications, and more, [online] mygreatlearning.com. C\u00f3 t\u1ea1i: https:\/\/www.mygreatlearning.com\/blog\/what-is-machine-learning\/<\/li>\n<\/ul>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-left kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;left&quot;,&quot;id&quot;:&quot;12674&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\u0110\u00e1nh gi\u00e1 b\u00e0i vi\u1ebft&quot;,&quot;legend&quot;:&quot;0\\\/5 - (0 b\u00ecnh ch\u1ecdn)&quot;,&quot;size&quot;:&quot;24&quot;,&quot;title&quot;:&quot;Machine Learning l\u00e0 g\u00ec? \u0110\u1ecbnh ngh\u0129a v\u00e0 c\u00e1ch ho\u1ea1t \u0111\u1ed9ng&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} - ({count} {votes})&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 19.2px;\">\n            <span class=\"kksr-muted\">\u0110\u00e1nh gi\u00e1 b\u00e0i vi\u1ebft<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p>Machine Learning l\u00e0 m\u1ed9t thu\u1eadt ng\u1eef kh\u00e1 quen thu\u1ed9c trong l\u0129nh v\u1ef1c tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. V\u1eady Machine Learning l\u00e0 g\u00ec? N\u00f3 \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t ch\u1ee7 \u0111\u1ec1 ng\u00e0y c\u00e0ng ph\u1ed5 bi\u1ebfn trong nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y do n\u00f3 c\u00f3 nhi\u1ec1u \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf trong nhi\u1ec1u ng\u00e0nh c\u00f4ng nghi\u1ec7p. Trong blog n\u00e0y, ch\u00fang ta [&#8230;]\n","protected":false},"author":5,"featured_media":12655,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[98],"tags":[],"class_list":["post-12674","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tin-cong-nghe"],"_links":{"self":[{"href":"https:\/\/vbee.ai\/blog\/wp-json\/wp\/v2\/posts\/12674","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/vbee.ai\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/vbee.ai\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/vbee.ai\/blog\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/vbee.ai\/blog\/wp-json\/wp\/v2\/comments?post=12674"}],"version-history":[{"count":5,"href":"https:\/\/vbee.ai\/blog\/wp-json\/wp\/v2\/posts\/12674\/revisions"}],"predecessor-version":[{"id":12898,"href":"https:\/\/vbee.ai\/blog\/wp-json\/wp\/v2\/posts\/12674\/revisions\/12898"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/vbee.ai\/blog\/wp-json\/wp\/v2\/media\/12655"}],"wp:attachment":[{"href":"https:\/\/vbee.ai\/blog\/wp-json\/wp\/v2\/media?parent=12674"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/vbee.ai\/blog\/wp-json\/wp\/v2\/categories?post=12674"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/vbee.ai\/blog\/wp-json\/wp\/v2\/tags?post=12674"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}