{"id":2667,"date":"2023-03-28T12:34:29","date_gmt":"2023-03-28T11:34:29","guid":{"rendered":"https:\/\/cafe2sach.com\/?p=2667"},"modified":"2024-10-03T19:08:11","modified_gmt":"2024-10-03T18:08:11","slug":"sach-hoc-may-cua-tac-gia-tom-m-mithchell","status":"publish","type":"post","link":"https:\/\/cafe2sach.com\/index.php\/2023\/03\/28\/sach-hoc-may-cua-tac-gia-tom-m-mithchell\/","title":{"rendered":"S\u00e1ch h\u1ecdc m\u00e1y c\u1ee7a t\u00e1c gi\u1ea3 Tom M.Mithchell"},"content":{"rendered":"\r\n<p>Cu\u1ed1n s\u00e1ch <em>Machine Learning<\/em> (t\u1ea1m d\u1ecbch: <em>H\u1ecdc M\u00e1y<\/em>) c\u1ee7a t\u00e1c gi\u1ea3 Tom M. Mitchell l\u00e0 m\u1ed9t t\u00e1c ph\u1ea9m kinh \u0111i\u1ec3n trong l\u0129nh v\u1ef1c h\u1ecdc m\u00e1y v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. Xu\u1ea5t b\u1ea3n l\u1ea7n \u0111\u1ea7u v\u00e0o n\u0103m 1997, cu\u1ed1n s\u00e1ch n\u00e0y \u0111\u00e3 tr\u1edf th\u00e0nh t\u00e0i li\u1ec7u h\u1ecdc thu\u1eadt v\u00e0 tham kh\u1ea3o quan tr\u1ecdng cho sinh vi\u00ean, nh\u00e0 nghi\u00ean c\u1ee9u v\u00e0 k\u1ef9 s\u01b0 trong l\u0129nh v\u1ef1c tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u.<\/p>\r\n<p>Tom M. Mitchell, gi\u00e1o s\u01b0 t\u1ea1i \u0110\u1ea1i h\u1ecdc Carnegie Mellon, l\u00e0 m\u1ed9t trong nh\u1eefng chuy\u00ean gia h\u00e0ng \u0111\u1ea7u trong l\u0129nh v\u1ef1c h\u1ecdc m\u00e1y. Cu\u1ed1n s\u00e1ch c\u1ee7a \u00f4ng \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean n\u1ec1n t\u1ea3ng l\u00fd thuy\u1ebft v\u1eefng ch\u1eafc, \u0111\u1ed3ng th\u1eddi cung c\u1ea5p c\u00e1c ph\u01b0\u01a1ng ph\u00e1p v\u00e0 k\u1ef9 thu\u1eadt th\u1ef1c ti\u1ec5n \u0111\u1ec3 \u00e1p d\u1ee5ng v\u00e0o c\u00e1c b\u00e0i to\u00e1n c\u1ee5 th\u1ec3 trong h\u1ecdc m\u00e1y.<\/p>\r\n<p>Cu\u1ed1n s\u00e1ch tr\u00ecnh b\u00e0y m\u1ed9t c\u00e1ch c\u00f3 h\u1ec7 th\u1ed1ng c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y, bao g\u1ed3m:<\/p>\r\n<ul>\r\n<li>C\u00e1c ph\u01b0\u01a1ng ph\u00e1p h\u1ecdc gi\u00e1m s\u00e1t (supervised learning) nh\u01b0 h\u1ed3i quy tuy\u1ebfn t\u00ednh (linear regression), h\u1ed3i quy logistic (logistic regression), v\u00e0 c\u00e2y quy\u1ebft \u0111\u1ecbnh (decision trees).<\/li>\r\n<li>H\u1ecdc kh\u00f4ng gi\u00e1m s\u00e1t (unsupervised learning) nh\u01b0 ph\u00e2n c\u1ee5m (clustering) v\u00e0 h\u1ecdc t\u0103ng c\u01b0\u1eddng (reinforcement learning).<\/li>\r\n<li>H\u1ecdc m\u00e1y d\u1ef1a tr\u00ean l\u00fd thuy\u1ebft x\u00e1c su\u1ea5t v\u00e0 th\u1ed1ng k\u00ea, bao g\u1ed3m c\u1ea3 ph\u01b0\u01a1ng ph\u00e1p Bayes v\u00e0 c\u00e1c m\u00f4 h\u00ecnh Markov.<\/li>\r\n<\/ul>\r\n<p>Ngo\u00e0i ra, cu\u1ed1n s\u00e1ch c\u00f2n gi\u1edbi thi\u1ec7u chi ti\u1ebft v\u1ec1 c\u00e1c ch\u1ee7 \u0111\u1ec1 nh\u01b0 t\u1ed1i \u01b0u h\u00f3a m\u00f4 h\u00ecnh, h\u1ecdc v\u1edbi d\u1eef li\u1ec7u ti\u1ebfng \u1ed3n, c\u0169ng nh\u01b0 c\u00e1c k\u1ef9 thu\u1eadt \u0111\u00e1nh gi\u00e1 v\u00e0 ki\u1ec3m \u0111\u1ecbnh hi\u1ec7u su\u1ea5t c\u1ee7a m\u00f4 h\u00ecnh. M\u1ed9t \u0111i\u1ec3m \u0111\u00e1ng ch\u00fa \u00fd kh\u00e1c c\u1ee7a <em>Machine Learning<\/em> l\u00e0 s\u1ef1 r\u00f5 r\u00e0ng trong c\u00e1ch gi\u1ea3i th\u00edch c\u00e1c kh\u00e1i ni\u1ec7m ph\u1ee9c t\u1ea1p, gi\u00fap ng\u01b0\u1eddi \u0111\u1ecdc n\u1eafm b\u1eaft ki\u1ebfn th\u1ee9c m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng.<\/p>\r\n<p>M\u1eb7c d\u00f9 \u0111\u00e3 \u0111\u01b0\u1ee3c xu\u1ea5t b\u1ea3n kh\u00e1 l\u00e2u, n\u1ed9i dung c\u1ee7a cu\u1ed1n s\u00e1ch v\u1eabn gi\u1eef nguy\u00ean gi\u00e1 tr\u1ecb nh\u1edd c\u00e1ch ti\u1ebfp c\u1eadn c\u01a1 b\u1ea3n v\u00e0 to\u00e0n di\u1ec7n \u0111\u1ed1i v\u1edbi h\u1ecdc m\u00e1y. \u0110\u00e2y l\u00e0 cu\u1ed1n s\u00e1ch g\u1ed1i \u0111\u1ea7u gi\u01b0\u1eddng cho nh\u1eefng ai mu\u1ed1n hi\u1ec3u s\u00e2u h\u01a1n v\u1ec1 h\u1ecdc m\u00e1y t\u1eeb n\u1ec1n t\u1ea3ng l\u00fd thuy\u1ebft \u0111\u1ebfn \u1ee9ng d\u1ee5ng th\u1ef1c ti\u1ec5n.<\/p>\r\n<p>N\u1ed9i dung cu\u1ed1n s\u00e1ch g\u1ed3m c\u00e1c ch\u01b0\u01a1ng sau:<\/p>\r\n\r\n\r\n\r\n<div id=\"toc_container\" class=\"no_bullets\"><p class=\"toc_title\">N\u1ed9i dung ch&iacute;nh<\/p><ul class=\"toc_list\"><li><a href=\"#Gioi_thieu\"><span class=\"toc_number toc_depth_1\">1<\/span> Gi\u1edbi thi\u1ec7u<\/a><\/li><li><a href=\"#Mo_hinh_hoc_tap\"><span class=\"toc_number toc_depth_1\">2<\/span> M\u00f4 h\u00ecnh h\u1ecdc t\u1eadp<\/a><\/li><li><a href=\"#Cay_quyet_dinh\"><span class=\"toc_number toc_depth_1\">3<\/span> C\u00e2y quy\u1ebft \u0111\u1ecbnh<\/a><\/li><li><a href=\"#ANN-_mang_than_kinh_don_gian\"><span class=\"toc_number toc_depth_1\">4<\/span> ANN- m\u1ea1ng th\u1ea7n kinh \u0111\u01a1n gi\u1ea3n<\/a><\/li><li><a href=\"#Danh_gia_mo_hinh_hoc_may\"><span class=\"toc_number toc_depth_1\">5<\/span> \u0110\u00e1nh gi\u00e1 m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y<\/a><\/li><li><a href=\"#Phuong_phap_hoc_Bayesian\"><span class=\"toc_number toc_depth_1\">6<\/span> Ph\u01b0\u01a1ng ph\u00e1p h\u1ecdc Bayesian<\/a><\/li><li><a href=\"#Ly_thuyet_tinh_toan_may_tinh\"><span class=\"toc_number toc_depth_1\">7<\/span> L\u00fd thuy\u1ebft t\u00ednh to\u00e1n m\u00e1y t\u00ednh<\/a><\/li><\/ul><\/div>\n<h2 class=\"wp-block-heading\"><span id=\"Gioi_thieu\">Gi\u1edbi thi\u1ec7u<\/span><\/h2>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\"><span id=\"Mo_hinh_hoc_tap\">M\u00f4 h\u00ecnh h\u1ecdc t\u1eadp<\/span><\/h2>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\"><span id=\"Cay_quyet_dinh\">C\u00e2y quy\u1ebft \u0111\u1ecbnh<\/span><\/h2>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\"><span id=\"ANN-_mang_than_kinh_don_gian\">ANN- m\u1ea1ng th\u1ea7n kinh \u0111\u01a1n gi\u1ea3n<\/span><\/h2>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\"><span id=\"Danh_gia_mo_hinh_hoc_may\">\u0110\u00e1nh gi\u00e1 m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y<\/span><\/h2>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\"><span id=\"Phuong_phap_hoc_Bayesian\">Ph\u01b0\u01a1ng ph\u00e1p h\u1ecdc Bayesian<\/span><\/h2>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\"><span id=\"Ly_thuyet_tinh_toan_may_tinh\">L\u00fd thuy\u1ebft t\u00ednh to\u00e1n m\u00e1y t\u00ednh<\/span><\/h2>\r\n\r\n\r\n\r\n<p>&nbsp;<\/p>\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n<p>&nbsp;<\/p>\r\n\r\n\r\n\r\n<div class=\"wp-block-algori-pdf-viewer-block-algori-pdf-viewer\"><iframe class=\"wp-block-algori-pdf-viewer-block-algori-pdf-viewer-iframe\" style=\"width: 800px; height: 800px;\" src=\"https:\/\/cafe2sach.com\/wp-content\/plugins\/algori-pdf-viewer\/dist\/web\/viewer.html?file=https%3A%2F%2Fcafe2sach.com%2Fwp-content%2Fuploads%2F2023%2F03%2FMachine-Learning-Tom-Mitchell.pdf\"><\/iframe><\/div>\r\n","protected":false},"excerpt":{"rendered":"<p>Cu\u1ed1n s\u00e1ch Machine Learning (t\u1ea1m d\u1ecbch: H\u1ecdc M\u00e1y) c\u1ee7a t\u00e1c gi\u1ea3 Tom M. Mitchell l\u00e0 m\u1ed9t t\u00e1c ph\u1ea9m kinh \u0111i\u1ec3n [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[250,233],"tags":[],"class_list":["post-2667","post","type-post","status-publish","format-standard","hentry","category-deep-learning","category-tri-tue-nhan-tao"],"_links":{"self":[{"href":"https:\/\/cafe2sach.com\/index.php\/wp-json\/wp\/v2\/posts\/2667","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cafe2sach.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cafe2sach.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cafe2sach.com\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/cafe2sach.com\/index.php\/wp-json\/wp\/v2\/comments?post=2667"}],"version-history":[{"count":2,"href":"https:\/\/cafe2sach.com\/index.php\/wp-json\/wp\/v2\/posts\/2667\/revisions"}],"predecessor-version":[{"id":4071,"href":"https:\/\/cafe2sach.com\/index.php\/wp-json\/wp\/v2\/posts\/2667\/revisions\/4071"}],"wp:attachment":[{"href":"https:\/\/cafe2sach.com\/index.php\/wp-json\/wp\/v2\/media?parent=2667"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cafe2sach.com\/index.php\/wp-json\/wp\/v2\/categories?post=2667"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cafe2sach.com\/index.php\/wp-json\/wp\/v2\/tags?post=2667"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}