{"id":4723,"date":"2023-03-20T10:39:18","date_gmt":"2023-03-20T10:39:18","guid":{"rendered":"https:\/\/topviecit.vn\/blog\/?p=4723"},"modified":"2023-11-03T04:05:30","modified_gmt":"2023-11-03T04:05:30","slug":"lap-trinh-ai","status":"publish","type":"post","link":"https:\/\/topviecit.vn\/blog\/lap-trinh-ai\/","title":{"rendered":"L\u1eadp tr\u00ecnh AI l\u00e0 g\u00ec? L\u1ed9 tr\u00ecnh h\u1ecdc l\u1eadp tr\u00ecnh AI cho ng\u01b0\u1eddi m\u1edbi?"},"content":{"rendered":"\n<p>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111ang d\u1ea7n tr\u1edf n\u00ean ph\u1ed5 bi\u1ebfn trong cu\u1ed9c s\u1ed1ng con ng\u01b0\u1eddi. Do \u0111\u00f3, <strong><a href=\"https:\/\/topviecit.vn\/blog\/lap-trinh-ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">l\u1eadp tr\u00ecnh AI<\/a><\/strong> l\u00e0 m\u1ed9t \u0111\u1ecbnh h\u01b0\u1edbng ngh\u1ec1 nghi\u1ec7p ti\u1ec1m n\u0103ng cho nhi\u1ec1u b\u1ea1n tr\u1ebb. V\u1eady, L\u1eadp tr\u00ecnh AI l\u00e0 g\u00ec v\u00e0 c\u00f3 L\u1ed9 tr\u00ecnh h\u1ecdc ra sao? C\u00f9ng <a href=\"https:\/\/topviecit.vn\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>TopviecIT<\/strong><\/a> gi\u1ea3i \u0111\u00e1p c\u1ee5 th\u1ec3 qua b\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y.<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_63 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 \" >Table of Contents<\/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:\/\/topviecit.vn\/blog\/lap-trinh-ai\/#Lap_trinh_AI_la_gi\" title=\"L\u1eadp tr\u00ecnh AI l\u00e0 g\u00ec?\">L\u1eadp tr\u00ecnh AI 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:\/\/topviecit.vn\/blog\/lap-trinh-ai\/#Lo_trinh_hoc_lap_trinh_AI_cho_nguoi_moi\" title=\"L\u1ed9 tr\u00ecnh h\u1ecdc l\u1eadp tr\u00ecnh AI cho ng\u01b0\u1eddi m\u1edbi\">L\u1ed9 tr\u00ecnh h\u1ecdc l\u1eadp tr\u00ecnh AI cho ng\u01b0\u1eddi m\u1edbi<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/topviecit.vn\/blog\/lap-trinh-ai\/#Chuan_bi_nhung_kien_thuc_toan_hoc_va_kien_thuc_co_ban_ve_lap_trinh\" title=\"Chu\u1ea9n b\u1ecb nh\u1eefng ki\u1ebfn th\u1ee9c to\u00e1n h\u1ecdc v\u00e0 ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n v\u1ec1 l\u1eadp tr\u00ecnh\">Chu\u1ea9n b\u1ecb nh\u1eefng ki\u1ebfn th\u1ee9c to\u00e1n h\u1ecdc v\u00e0 ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n v\u1ec1 l\u1eadp tr\u00ecnh<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/topviecit.vn\/blog\/lap-trinh-ai\/#Hoc_ve_Machine_Learning\" title=\"H\u1ecdc v\u1ec1 Machine Learning\">H\u1ecdc v\u1ec1 Machine Learning<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/topviecit.vn\/blog\/lap-trinh-ai\/#Hoc_ve_Deep_Learning\" title=\"H\u1ecdc v\u1ec1 Deep Learning\">H\u1ecdc v\u1ec1 Deep Learning<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/topviecit.vn\/blog\/lap-trinh-ai\/#Hoc_ve_cac_thu_vien_va_framework_AI\" title=\"H\u1ecdc v\u1ec1 c\u00e1c th\u01b0 vi\u1ec7n v\u00e0 framework AI\">H\u1ecdc v\u1ec1 c\u00e1c th\u01b0 vi\u1ec7n v\u00e0 framework AI<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/topviecit.vn\/blog\/lap-trinh-ai\/#Thuc_hanh_va_xay_dung_cac_du_an_thuc_te\" title=\"Th\u1ef1c h\u00e0nh v\u00e0 x\u00e2y d\u1ef1ng c\u00e1c d\u1ef1 \u00e1n th\u1ef1c t\u1ebf\">Th\u1ef1c h\u00e0nh v\u00e0 x\u00e2y d\u1ef1ng c\u00e1c d\u1ef1 \u00e1n th\u1ef1c t\u1ebf<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Lap_trinh_AI_la_gi\"><\/span><strong>L\u1eadp tr\u00ecnh AI l\u00e0 g\u00ec?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>L\u1eadp tr\u00ecnh AI (Artificial Intelligence) l\u00e0 qu\u00e1 tr\u00ecnh thi\u1ebft k\u1ebf, x\u00e2y d\u1ef1ng v\u00e0 tri\u1ec3n khai c\u00e1c h\u1ec7 th\u1ed1ng m\u00e1y t\u00ednh c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 h\u1ecdc v\u00e0 t\u1ef1 th\u00edch nghi \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5 th\u00f4ng minh. C\u00e1c thu\u1eadt to\u00e1n v\u00e0 m\u00f4 h\u00ecnh AI \u0111\u01b0\u1ee3c l\u1eadp tr\u00ecnh vi\u00ean t\u1ea1o ra th\u00f4ng qua vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh v\u00e0 c\u00e1c framework, th\u01b0 vi\u1ec7n AI nh\u01b0 TensorFlow, PyTorch, Scikit-learn.<\/p>\n\n\n\n<p>C\u00e1c \u1ee9ng d\u1ee5ng c\u1ee7a l\u1eadp tr\u00ecnh AI r\u1ea5t \u0111a d\u1ea1ng, t\u1eeb vi\u1ec7c t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c quy tr\u00ecnh s\u1ea3n xu\u1ea5t, \u0111i\u1ec1u khi\u1ec3n robot, ph\u00e1t hi\u1ec7n gian l\u1eadn t\u00e0i kho\u1ea3n, h\u1ed7 tr\u1ee3 ch\u1ea9n \u0111o\u00e1n y t\u1ebf, d\u1ef1 b\u00e1o th\u1eddi ti\u1ebft, t\u00ecm ki\u1ebfm th\u00f4ng tin, cho \u0111\u1ebfn vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c tr\u00f2 ch\u01a1i ho\u1eb7c tr\u1ee3 l\u00fd \u1ea3o.<\/p>\n\n\n\n<p>Xem th\u00eam: <strong><a href=\"https:\/\/topviecit.vn\/blog\/tong-quan-ve-tri-tue-nhan-tao\/\" target=\"_blank\" rel=\"noreferrer noopener\">T\u1ed5ng Quan V\u1ec1 Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o V\u00e0 Nh\u1eefng \u1ee8ng D\u1ee5ng Ph\u1ed5 Bi\u1ebfn<\/a><\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"500\" src=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/03\/lap-trinh-ai-topcv-1.jpg\" alt=\"lap-trinh-ai-topcv-1\" class=\"wp-image-4724\" srcset=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/03\/lap-trinh-ai-topcv-1.jpg 800w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/03\/lap-trinh-ai-topcv-1-640x400.jpg 640w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/03\/lap-trinh-ai-topcv-1-768x480.jpg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\"><em>C\u00e1c \u1ee9ng d\u1ee5ng c\u1ee7a l\u1eadp tr\u00ecnh AI r\u1ea5t \u0111a d\u1ea1ng<\/em><\/figcaption><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Lo_trinh_hoc_lap_trinh_AI_cho_nguoi_moi\"><\/span><strong>L\u1ed9 tr\u00ecnh h\u1ecdc l\u1eadp tr\u00ecnh AI cho ng\u01b0\u1eddi m\u1edbi<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u0110\u1ec3 tr\u1edf th\u00e0nh l\u1eadp tr\u00ecnh vi\u00ean AI b\u1ea1n c\u1ea7n tr\u1ea3i qua l\u1ed9 tr\u00ecnh h\u1ecdc th\u1ebf n\u00e0o? D\u01b0\u1edbi \u0111\u00e2y l\u00e0 6 b\u01b0\u1edbc c\u01a1 b\u1ea3n.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Chuan_bi_nhung_kien_thuc_toan_hoc_va_kien_thuc_co_ban_ve_lap_trinh\"><\/span><strong>Chu\u1ea9n b\u1ecb nh\u1eefng ki\u1ebfn th\u1ee9c to\u00e1n h\u1ecdc v\u00e0 ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n v\u1ec1 l\u1eadp tr\u00ecnh<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Nh\u1eefng ki\u1ebfn th\u1ee9c n\u1ec1n t\u1ea3ng \u0111\u1ec3 theo h\u1ecdc l\u1eadp tr\u00ecnh vi\u00ean AI l\u00e0 ki\u1ebfn th\u1ee9c to\u00e1n h\u1ecdc v\u00e0 ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n v\u1ec1 l\u1eadp tr\u00ecnh. C\u1ee5 th\u1ec3: B\u1ea1n c\u1ea7n n\u1eafm v\u1eefng ki\u1ebfn th\u1ee9c v\u1ec1 \u0111\u1ea1i s\u1ed1 tuy\u1ebfn t\u00ednh, x\u00e1c su\u1ea5t, th\u1ed1ng k\u00ea v\u00e0 t\u00ednh to\u00e1n v\u00e0 c\u00e1c ki\u1ebfn th\u1ee9c v\u1ec1 bi\u1ebfn, \u0111i\u1ec1u ki\u1ec7n, v\u00f2ng l\u1eb7p, h\u00e0m, l\u1edbp v\u00e0 \u0111\u1ed1i t\u01b0\u1ee3ng.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Hoc_ve_Machine_Learning\"><\/span><strong>H\u1ecdc v\u1ec1 Machine Learning<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Machine Learning l\u00e0 m\u1ed9t l\u0129nh v\u1ef1c r\u1ea5t quan tr\u1ecdng trong l\u1eadp tr\u00ecnh AI. B\u1ea1n c\u1ea7n n\u1eafm v\u1eefng ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n v\u1ec1 Machine Learning, bao g\u1ed3m c\u00e1c thu\u1eadt to\u00e1n Supervised Learning, Unsupervised Learning v\u00e0 Reinforcement Learning.<\/p>\n\n\n\n<p>B\u00ean c\u1ea1nh \u0111\u00f3, Machine Learning li\u00ean quan r\u1ea5t nhi\u1ec1u \u0111\u1ebfn vi\u1ec7c x\u1eed l\u00fd d\u1eef li\u1ec7u. B\u1ea1n c\u1ea7n n\u1eafm v\u1eefng c\u00e1c k\u1ef9 thu\u1eadt x\u1eed l\u00fd d\u1eef li\u1ec7u nh\u01b0 Preprocessing, Feature Engineering, v\u00e0 Feature Scaling \u0111\u1ec3 chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u cho c\u00e1c thu\u1eadt to\u00e1n Machine Learning.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Hoc_ve_Deep_Learning\"><\/span><strong>H\u1ecdc v\u1ec1 Deep Learning<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Deep Learning (H\u1ecdc s\u00e2u) l\u00e0 m\u1ed9t l\u0129nh v\u1ef1c trong l\u1eadp tr\u00ecnh AI, t\u1eadp trung v\u00e0o vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh m\u00e1y h\u1ecdc v\u1edbi ki\u1ebfn tr\u00fac l\u1edbp s\u00e2u. Deep Learning c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng cho nhi\u1ec1u b\u00e0i to\u00e1n kh\u00e1c nhau nh\u01b0 ph\u00e2n lo\u1ea1i \u1ea3nh, d\u1ecbch thu\u1eadt t\u1ef1 \u0111\u1ed9ng, v\u00e0 nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"500\" src=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/03\/lap-trinh-ai-topcv-2.jpg\" alt=\"Deep Learning l\u00e0 m\u1ed9t l\u0129nh v\u1ef1c t\u1eadp trung v\u00e0o x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh m\u00e1y h\u1ecdc v\u1edbi ki\u1ebfn tr\u00fac l\u1edbp s\u00e2u\" class=\"wp-image-4725\" srcset=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/03\/lap-trinh-ai-topcv-2.jpg 800w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/03\/lap-trinh-ai-topcv-2-640x400.jpg 640w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/03\/lap-trinh-ai-topcv-2-768x480.jpg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\"><em>Deep Learning l\u00e0 m\u1ed9t l\u0129nh v\u1ef1c t\u1eadp trung v\u00e0o x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh m\u00e1y h\u1ecdc v\u1edbi ki\u1ebfn tr\u00fac l\u1edbp s\u00e2u<\/em><\/figcaption><\/figure><\/div>\n\n\n<p>Deep Learning s\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh m\u1ea1ng th\u1ea7n kinh nh\u00e2n t\u1ea1o (Artificial Neural Networks &#8211; ANN) \u0111\u1ec3 h\u1ecdc v\u00e0 t\u1ea1o ra c\u00e1c d\u1ef1 \u0111o\u00e1n. ANN bao g\u1ed3m c\u00e1c l\u1edbp k\u1ebft n\u1ed1i v\u00e0 c\u00e1c n\u00fat x\u1eed l\u00fd th\u00f4ng tin, \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 m\u00f4 ph\u1ecfng c\u1ea5u tr\u00fac c\u1ee7a n\u00e3o b\u1ed9 con ng\u01b0\u1eddi. C\u00e1c m\u00f4 h\u00ecnh Deep Learning bao g\u1ed3m c\u00e1c l\u1edbp \u1ea9n s\u00e2u, cho ph\u00e9p ch\u00fang h\u1ecdc \u0111\u01b0\u1ee3c c\u00e1c \u0111\u1eb7c tr\u01b0ng ph\u1ee9c t\u1ea1p v\u00e0 tr\u1eebu t\u01b0\u1ee3ng h\u01a1n.<\/p>\n\n\n\n<p>\u0110\u1ec3 h\u1ecdc v\u1ec1 Deep Learning, b\u1ea1n c\u1ea7n n\u1eafm v\u1eefng ki\u1ebfn th\u1ee9c v\u1ec1 l\u00fd thuy\u1ebft m\u1ea1ng th\u1ea7n kinh nh\u00e2n t\u1ea1o, \u0111\u1ea1i s\u1ed1 tuy\u1ebfn t\u00ednh, x\u00e1c su\u1ea5t, th\u1ed1ng k\u00ea v\u00e0 t\u00ednh to\u00e1n. B\u1ea1n c\u0169ng c\u1ea7n ph\u1ea3i t\u00ecm hi\u1ec3u v\u1ec1 c\u00e1c th\u01b0 vi\u1ec7n v\u00e0 framework Deep Learning nh\u01b0 TensorFlow, PyTorch, v\u00e0 Keras \u0111\u1ec3 c\u00f3 th\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh Deep Learning.<\/p>\n\n\n\n<p>T\u00ecm hi\u1ec3u th\u00eam: <strong><a href=\"https:\/\/topviecit.vn\/blog\/deep-learning-va-machine-learning\/\" target=\"_blank\" rel=\"noreferrer noopener\">S\u1ef1 Kh\u00e1c Bi\u1ec7t Gi\u1eefa Deep Learning V\u00e0 Machine Learning L\u00e0 G\u00ec?<\/a><\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Hoc_ve_cac_thu_vien_va_framework_AI\"><\/span><strong>H\u1ecdc v\u1ec1 c\u00e1c th\u01b0 vi\u1ec7n v\u00e0 framework AI<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Th\u01b0 vi\u1ec7n v\u00e0 framework AI l\u00e0 c\u00e1c c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 trong qu\u00e1 tr\u00ecnh l\u1eadp tr\u00ecnh AI, gi\u00fap cho vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh v\u00e0 \u1ee9ng d\u1ee5ng AI tr\u1edf n\u00ean d\u1ec5 d\u00e0ng v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n. B\u1ea1n c\u1ea7n n\u1eafm v\u1eefng c\u00e1c th\u01b0 vi\u1ec7n v\u00e0 framework AI ph\u1ed5 bi\u1ebfn nh\u01b0:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><a href=\"https:\/\/topviecit.vn\/blog\/tensorflow-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">TensorFlow<\/a><\/strong>: Framework AI n\u00e0y \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i cho vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh Deep Learning. TensorFlow h\u1ed7 tr\u1ee3 \u0111a n\u1ec1n t\u1ea3ng, gi\u00fap cho vi\u1ec7c tri\u1ec3n khai c\u00e1c \u1ee9ng d\u1ee5ng AI tr\u00ean nhi\u1ec1u h\u1ec7 \u0111i\u1ec1u h\u00e0nh v\u00e0 thi\u1ebft b\u1ecb kh\u00e1c nhau.<\/li>\n\n\n\n<li>PyTorch: \u0110\u01b0\u1ee3c s\u1eed d\u1ee5ng cho vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh Deep Learning. PyTorch cung c\u1ea5p m\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn linh ho\u1ea1t v\u00e0 d\u1ec5 s\u1eed d\u1ee5ng cho vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh AI.<\/li>\n\n\n\n<li>Scikit-learn: \u0110\u00e2y l\u00e0 th\u01b0 vi\u1ec7n Machine Learning ph\u1ed5 bi\u1ebfn, \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng cho vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh Machine Learning. Scikit-learn cung c\u1ea5p c\u00e1c c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 cho vi\u1ec7c ti\u1ec1n x\u1eed l\u00fd d\u1eef li\u1ec7u, \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh v\u00e0 \u0111\u00e1nh gi\u00e1 m\u00f4 h\u00ecnh.<\/li>\n\n\n\n<li>Keras: Framework AI n\u00e0y \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng cho vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh Deep Learning. Keras cung c\u1ea5p m\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn d\u1ec5 s\u1eed d\u1ee5ng v\u00e0 linh ho\u1ea1t cho vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh AI.<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"500\" src=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/03\/lap-trinh-ai-topcv-3.jpg\" alt=\"Th\u01b0 vi\u1ec7n v\u00e0 framework AI l\u00e0 c\u00e1c c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 \u0111\u1eafc l\u1ef1c khi b\u1ea1n h\u1ecdc v\u1ec1 AI\" class=\"wp-image-4726\" srcset=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/03\/lap-trinh-ai-topcv-3.jpg 800w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/03\/lap-trinh-ai-topcv-3-640x400.jpg 640w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/03\/lap-trinh-ai-topcv-3-768x480.jpg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\"><em>Th\u01b0 vi\u1ec7n v\u00e0 framework AI l\u00e0 c\u00e1c c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 \u0111\u1eafc l\u1ef1c khi b\u1ea1n h\u1ecdc v\u1ec1 AI<\/em><\/figcaption><\/figure><\/div>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Thuc_hanh_va_xay_dung_cac_du_an_thuc_te\"><\/span><strong>Th\u1ef1c h\u00e0nh v\u00e0 x\u00e2y d\u1ef1ng c\u00e1c d\u1ef1 \u00e1n th\u1ef1c t\u1ebf<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Th\u1ef1c h\u00e0nh v\u00e0 x\u00e2y d\u1ef1ng c\u00e1c d\u1ef1 \u00e1n th\u1ef1c t\u1ebf l\u00e0 m\u1ed9t ph\u1ea7n r\u1ea5t quan tr\u1ecdng trong qu\u00e1 tr\u00ecnh h\u1ecdc l\u1eadp tr\u00ecnh AI. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 c\u00e1c b\u01b0\u1edbc \u0111\u1ec3 th\u1ef1c h\u00e0nh v\u00e0 x\u00e2y d\u1ef1ng c\u00e1c d\u1ef1 \u00e1n th\u1ef1c t\u1ebf:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ch\u1ecdn m\u1ed9t b\u00e0i to\u00e1n th\u1ef1c t\u1ebf: B\u1ea1n c\u00f3 th\u1ec3 ch\u1ecdn m\u1ed9t b\u00e0i to\u00e1n th\u1ef1c t\u1ebf nh\u01b0 ph\u00e2n lo\u1ea1i \u1ea3nh, d\u1ef1 b\u00e1o gi\u00e1 c\u1ed5 phi\u1ebfu, ph\u00e2n t\u00edch c\u1ea3m x\u00fac, ho\u1eb7c ph\u00e1t hi\u1ec7n gian l\u1eadn t\u00e0i kho\u1ea3n.<\/li>\n\n\n\n<li>Chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u: B\u1ea1n c\u1ea7n t\u00ecm ki\u1ebfm v\u00e0 thu th\u1eadp d\u1eef li\u1ec7u \u0111\u1ec3 chu\u1ea9n b\u1ecb cho c\u00e1c m\u00f4 h\u00ecnh Machine Learning c\u1ee7a m\u00ecnh. D\u1eef li\u1ec7u c\u1ea7n \u0111\u01b0\u1ee3c x\u1eed l\u00fd v\u00e0 ti\u1ec1n x\u1eed l\u00fd tr\u01b0\u1edbc khi s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh.<\/li>\n\n\n\n<li>Ch\u1ecdn v\u00e0 tri\u1ec3n khai m\u00f4 h\u00ecnh: Ch\u1ecdn c\u00e1c thu\u1eadt to\u00e1n Machine Learning ph\u00f9 h\u1ee3p v\u1edbi b\u00e0i to\u00e1n c\u1ee7a m\u00ecnh. Sau \u0111\u00f3, b\u1ea1n c\u1ea7n \u0111\u00e0o t\u1ea1o v\u00e0 ki\u1ec3m tra m\u00f4 h\u00ecnh c\u1ee7a m\u00ecnh b\u1eb1ng c\u00e1c b\u1ed9 d\u1eef li\u1ec7u ri\u00eang bi\u1ec7t.<\/li>\n\n\n\n<li>\u0110\u00e1nh gi\u00e1 v\u00e0 c\u1ea3i thi\u1ec7n m\u00f4 h\u00ecnh: Sau khi \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh, b\u1ea1n c\u1ea7n \u0111\u00e1nh gi\u00e1 m\u00f4 h\u00ecnh c\u1ee7a m\u00ecnh b\u1eb1ng c\u00e1c ch\u1ec9 s\u1ed1 nh\u01b0 \u0111\u1ed9 ch\u00ednh x\u00e1c, \u0111\u1ed9 ph\u00e2n gi\u1ea3i v\u00e0 \u0111\u1ed9 \u0111o F1. N\u1ebfu m\u00f4 h\u00ecnh kh\u00f4ng \u0111\u1ea1t y\u00eau c\u1ea7u, b\u1ea1n c\u1ea7n c\u1ea3i thi\u1ec7n m\u00f4 h\u00ecnh b\u1eb1ng c\u00e1ch thay \u0111\u1ed5i thu\u1eadt to\u00e1n ho\u1eb7c tinh ch\u1ec9nh tham s\u1ed1.<\/li>\n\n\n\n<li>Tri\u1ec3n khai m\u00f4 h\u00ecnh: Sau khi ho\u00e0n t\u1ea5t \u0111\u00e0o t\u1ea1o v\u00e0 c\u1ea3i ti\u1ebfn m\u00f4 h\u00ecnh, b\u1ea1n c\u00f3 th\u1ec3 tri\u1ec3n khai m\u00f4 h\u00ecnh c\u1ee7a m\u00ecnh v\u00e0o c\u00e1c \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf.<\/li>\n<\/ul>\n\n\n\n<p>Xem th\u00eam: <strong><a href=\"https:\/\/topviecit.vn\/blog\/ai-engineer\/\" target=\"_blank\" rel=\"noreferrer noopener\">AI Engineer L\u00e0 G\u00ec? T\u00ecm Hi\u1ec3u V\u1ec1 C\u00f4ng Vi\u1ec7c H\u00e0ng Ng\u00e0y V\u00e0 M\u1ee9c L\u01b0\u01a1ng<\/a><\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"500\" src=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/03\/lap-trinh-ai-topcv-4.jpg\" alt=\"Th\u1ef1c h\u00e0nh v\u00e0 x\u00e2y d\u1ef1ng c\u00e1c d\u1ef1 \u00e1n th\u1ef1c t\u1ebf l\u00e0 m\u1ed9t ph\u1ea7n quan tr\u1ecdng khi h\u1ecdc l\u1eadp tr\u00ecnh AI\" class=\"wp-image-4727\" srcset=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/03\/lap-trinh-ai-topcv-4.jpg 800w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/03\/lap-trinh-ai-topcv-4-640x400.jpg 640w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/03\/lap-trinh-ai-topcv-4-768x480.jpg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\"><em>Th\u1ef1c h\u00e0nh v\u00e0 x\u00e2y d\u1ef1ng c\u00e1c d\u1ef1 \u00e1n th\u1ef1c t\u1ebf l\u00e0 m\u1ed9t ph\u1ea7n quan tr\u1ecdng khi h\u1ecdc l\u1eadp tr\u00ecnh <\/em><\/figcaption><\/figure><\/div>\n\n\n<p>Tr\u00ean \u0111\u00e2y l\u00e0 b\u00e0i vi\u1ebft cung c\u1ea5p nh\u1eefng th\u00f4ng tin gi\u00fap b\u1ea1n hi\u1ec3u r\u00f5 <strong>l\u1eadp tr\u00ecnh AI<\/strong> l\u00e0 g\u00ec v\u00e0 l\u1ed9 tr\u00ecnh h\u1ecdc \u0111\u1ec3 tr\u1edf th\u00e0nh l\u1eadp tr\u00ecnh vi\u00ean AI. H\u00e3y tham kh\u1ea3o th\u00eam kh\u00e1c b\u00e0i vi\u1ebft li\u00ean quan \u0111\u1ebfn AI trong chuy\u00ean m\u1ee5c <a href=\"https:\/\/topviecit.vn\/blog\/chuyen-muc\/chia-se-kinh-nghiem\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Chia s\u1ebb kinh nghi\u1ec7m<\/strong><\/a> c\u1ee7a TopviecIT \u0111\u1ec3 hi\u1ec3u h\u01a1n v\u1ec1 n\u1ed9i dung n\u00e0y nh\u00e9.<\/p>\n\n\n\n<p>B\u00ean c\u1ea1nh \u0111\u00f3, n\u1ebfu b\u1ea1n \u0111ang mu\u1ed1n t\u00ecm <strong><a href=\"https:\/\/www.topcv.vn\/viec-lam-it\" target=\"_blank\" rel=\"noreferrer noopener\">vi\u1ec7c l\u00e0m IT l\u01b0\u01a1ng h\u1ea5p d\u1eabn<\/a><\/strong>, h\u00e3y truy c\u1eadp v\u00e0o n\u1ec1n t\u1ea3ng tuy\u1ec3n d\u1ee5ng tr\u1ef1c tuy\u1ebfn <a href=\"https:\/\/www.topcv.vn\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>TopCV<\/strong><\/a>. N\u1ec1n t\u1ea3ng n\u00e0y t\u00edch h\u1ee3p tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u00f9ng Big Data hi\u1ec7n \u0111\u1ea1i v\u1edbi m\u1ee5c ti\u00eau t\u1ed1i \u01b0u h\u00f3a qu\u00e1 tr\u00ecnh t\u00ecm vi\u1ec7c v\u00e0 tuy\u1ec3n d\u1ee5ng. H\u00e3y n\u00e2ng cao kh\u1ea3 n\u0103ng t\u00ecm vi\u1ec7c th\u00e0nh c\u00f4ng t\u1ea1i TopCV nh\u00e9.\u00a0<\/p>\n\n\n\n<p>C\u00f3 th\u1ec3 b\u1ea1n quan t\u00e2m: <a href=\"https:\/\/topviecit.vn\/blog\/khoa-hoc-du-lieu-va-tri-tue-nhan-tao\/\"><strong>Khoa h\u1ecdc d\u1eef li\u1ec7u v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 g\u00ec? H\u1ecdc g\u00ec? M\u1ee9c l\u01b0\u01a1ng?<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111ang d\u1ea7n tr\u1edf n\u00ean ph\u1ed5 bi\u1ebfn trong cu\u1ed9c s\u1ed1ng con ng\u01b0\u1eddi. Do \u0111\u00f3, l\u1eadp tr\u00ecnh AI l\u00e0 m\u1ed9t \u0111\u1ecbnh h\u01b0\u1edbng ngh\u1ec1 nghi\u1ec7p ti\u1ec1m n\u0103ng cho nhi\u1ec1u b\u1ea1n tr\u1ebb. V\u1eady, L\u1eadp tr\u00ecnh AI l\u00e0 g\u00ec v\u00e0 c\u00f3 L\u1ed9 tr\u00ecnh h\u1ecdc ra sao? C\u00f9ng TopviecIT gi\u1ea3i \u0111\u00e1p c\u1ee5 th\u1ec3 qua b\u00e0i vi\u1ebft [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":4728,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"cybocfi_hide_featured_image":"","footnotes":""},"categories":[86],"tags":[1221,1219,1247,1222,1220,1248],"class_list":["post-4723","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-chia-se-kinh-nghiem","tag-hoc-lap-trinh-ai","tag-lap-trinh-ai","tag-lap-trinh-ai-don-gian","tag-lap-trinh-ai-la-gi","tag-lo-trinh-hoc-lap-trinh-ai","tag-ngon-ngu-lap-trinh-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>L\u1eadp tr\u00ecnh AI l\u00e0 g\u00ec? L\u1ed9 tr\u00ecnh h\u1ecdc l\u1eadp tr\u00ecnh AI cho ng\u01b0\u1eddi m\u1edbi?<\/title>\n<meta name=\"description\" content=\"Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111ang d\u1ea7n tr\u1edf n\u00ean ph\u1ed5 bi\u1ebfn trong cu\u1ed9c s\u1ed1ng. L\u1eadp tr\u00ecnh AI l\u00e0 g\u00ec v\u00e0 c\u00f3 L\u1ed9 tr\u00ecnh h\u1ecdc ra sao? C\u00f9ng TopviecIT gi\u1ea3i \u0111\u00e1p c\u1ee5 th\u1ec3\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/topviecit.vn\/blog\/lap-trinh-ai\/\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"L\u1eadp tr\u00ecnh AI l\u00e0 g\u00ec? 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