{"id":79028,"date":"2024-12-06T11:14:14","date_gmt":"2024-12-06T04:14:14","guid":{"rendered":"https:\/\/itviec.com\/blog\/?p=79028"},"modified":"2024-12-06T11:14:14","modified_gmt":"2024-12-06T04:14:14","slug":"google-colab-la-gi","status":"publish","type":"post","link":"https:\/\/itviec.com\/blog\/google-colab-la-gi\/","title":{"rendered":"Google Colab l\u00e0 g\u00ec? H\u01b0\u1edbng d\u1eabn code Python v\u1edbi Google Colab"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 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\">N\u1ed9i dung b\u00e0i vi\u1ebft<\/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:\/\/itviec.com\/blog\/google-colab-la-gi\/#Google_Colab_la_gi\" >Google Colab 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:\/\/itviec.com\/blog\/google-colab-la-gi\/#Cach_truy_cap_Google_Colab\" >C\u00e1ch truy c\u1eadp Google Colab<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/itviec.com\/blog\/google-colab-la-gi\/#Giao_dien_nguoi_dung_cua_Google_Colab\" >Giao di\u1ec7n ng\u01b0\u1eddi d\u00f9ng c\u1ee7a Google Colab<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/itviec.com\/blog\/google-colab-la-gi\/#Huong_dan_su_dung_Google_Colab\" >H\u01b0\u1edbng d\u1eabn s\u1eed d\u1ee5ng Google Colab<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/itviec.com\/blog\/google-colab-la-gi\/#Huong_dan_su_dung_Notebook_trong_Google_Colab\" >H\u01b0\u1edbng d\u1eabn s\u1eed d\u1ee5ng Notebook trong Google Colab<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/itviec.com\/blog\/google-colab-la-gi\/#Huong_dan_thao_tac_voi_File_trong_Google_Colab\" >H\u01b0\u1edbng d\u1eabn thao t\u00e1c v\u1edbi File trong Google Colab<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/itviec.com\/blog\/google-colab-la-gi\/#Huong_dan_thuc_hanh_Python_tren_Google_Colab\" >H\u01b0\u1edbng d\u1eabn th\u1ef1c h\u00e0nh Python tr\u00ean Google Colab<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/itviec.com\/blog\/google-colab-la-gi\/#Cac_cau_hoi_thuong_gap_ve_Google_Colab\" >C\u00e1c c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 Google Colab<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/itviec.com\/blog\/google-colab-la-gi\/#Tong_ket\" >T\u1ed5ng k\u1ebft<\/a><\/li><\/ul><\/nav><\/div>\n<p><em><strong>Google Colab l\u00e0 m\u1ed9t n\u1ec1n t\u1ea3ng \u0111\u00e1m m\u00e2y cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng vi\u1ebft v\u00e0 th\u1ef1c thi m\u00e3 Python trong m\u00f4i tr\u01b0\u1eddng c\u1ed9ng t\u00e1c. N\u00f3 cung c\u1ea5p quy\u1ec1n truy c\u1eadp v\u00e0o c\u00e1c t\u00e0i nguy\u00ean \u0111i\u1ec7n to\u00e1n m\u1ea1nh m\u1ebd, bao g\u1ed3m GPU v\u00e0 t\u1ea1o \u0111i\u1ec1u ki\u1ec7n chia s\u1ebb Notebook, gi\u00fap Google Colab tr\u1edf th\u00e0nh m\u1ed9t c\u00f4ng c\u1ee5 l\u00fd t\u01b0\u1edfng cho m\u1ee5c \u0111\u00edch th\u1ef1c h\u00e0nh code Python trong c\u00e1c d\u1ef1 \u00e1n ph\u00e2n t\u00edch d\u1eef li\u1ec7u, h\u1ecdc m\u00e1y.<\/strong><\/em><\/p>\n<p>\u0110\u1ecdc b\u00e0i vi\u1ebft \u0111\u1ec3 hi\u1ec3u th\u00eam v\u1ec1:<\/p>\n<ul>\n<li>Google Colab l\u00e0 g\u00ec?<\/li>\n<li>C\u00e1ch s\u1eed d\u1ee5ng Google Colab to\u00e0n di\u1ec7n<\/li>\n<li>V\u00ed d\u1ee5 c\u00e1ch x\u00e2y d\u1ef1ng d\u1ef1 \u00e1n Python tr\u00ean Google Colab<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Google_Colab_la_gi\"><\/span><strong>Google Colab l\u00e0 g\u00ec?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Google Colab l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd v\u00e0 ti\u1ec7n l\u1ee3i cho vi\u1ec7c vi\u1ebft v\u00e0 ch\u1ea1y m\u00e3 Python tr\u1ef1c tuy\u1ebfn, \u0111\u1eb7c bi\u1ec7t ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u, l\u1eadp tr\u00ecnh vi\u00ean, v\u00e0 nh\u1eefng ng\u01b0\u1eddi m\u1edbi h\u1ecdc l\u1eadp tr\u00ecnh.<\/p>\n<p>Kh\u00f4ng ch\u1ec9 mi\u1ec5n ph\u00ed, Google Colab c\u00f2n cung c\u1ea5p kh\u1ea3 n\u0103ng ch\u1ea1y c\u00e1c m\u00f4 h\u00ecnh m\u00e1y h\u1ecdc v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u l\u1edbn v\u1edbi s\u1ef1 h\u1ed7 tr\u1ee3 c\u1ee7a GPU, gi\u00fap t\u0103ng t\u1ed1c \u0111\u1ed9 t\u00ednh to\u00e1n \u0111\u00e1ng k\u1ec3. Vi\u1ec7c kh\u00f4ng c\u1ea7n c\u00e0i \u0111\u1eb7t ph\u1ea7n m\u1ec1m v\u00e0 t\u00edch h\u1ee3p ch\u1eb7t ch\u1ebd v\u1edbi Google Drive khi\u1ebfn Colab tr\u1edf th\u00e0nh l\u1ef1a ch\u1ecdn l\u00fd t\u01b0\u1edfng cho nhi\u1ec1u ng\u01b0\u1eddi.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Cach_truy_cap_Google_Colab\"><\/span><b>C\u00e1ch truy c\u1eadp Google Colab<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 b\u1eaft \u0111\u1ea7u v\u1edbi Google Colab, b\u1ea1n ch\u1ec9 c\u1ea7n truy c\u1eadp v\u00e0o trang web ch\u00ednh th\u1ee9c t\u1ea1i <a href=\"https:\/\/colab.research.google.com\/\" target=\"_blank\" rel=\"noopener\">\u0111\u1ecba ch\u1ec9 n\u00e0y<\/a><\/span><span style=\"font-weight: 400;\">. B\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng t\u00e0i kho\u1ea3n Google c\u1ee7a m\u00ecnh \u0111\u1ec3 \u0111\u0103ng nh\u1eadp. M\u1ed9t trong nh\u1eefng l\u1ee3i \u00edch l\u1edbn nh\u1ea5t c\u1ee7a Google Colab l\u00e0 n\u00f3 ho\u1ea1t \u0111\u1ed9ng ho\u00e0n to\u00e0n tr\u00ean tr\u00ecnh duy\u1ec7t, v\u00ec v\u1eady b\u1ea1n kh\u00f4ng c\u1ea7n c\u00e0i \u0111\u1eb7t b\u1ea5t k\u1ef3 ph\u1ea7n m\u1ec1m n\u00e0o tr\u00ean m\u00e1y t\u00ednh c\u1ee7a m\u00ecnh.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Khi b\u1ea1n \u0111\u00e3 \u0111\u0103ng nh\u1eadp, b\u1ea1n c\u00f3 th\u1ec3 t\u1ea1o m\u1ed9t notebook m\u1edbi b\u1eb1ng c\u00e1ch nh\u1ea5n v\u00e0o &#8220;New Notebook&#8221; (T\u1ea1o Notebook m\u1edbi). M\u1ed7i notebook l\u00e0 m\u1ed9t t\u1eadp tin c\u00f3 \u0111u\u00f4i <\/span><span style=\"font-weight: 400;\">.ipynb<\/span><span style=\"font-weight: 400;\">, trong \u0111\u00f3 b\u1ea1n c\u00f3 th\u1ec3 vi\u1ebft m\u00e3 Python, ghi ch\u00fa, v\u00e0 th\u1eadm ch\u00ed l\u00e0 th\u00eam h\u00ecnh \u1ea3nh, bi\u1ec3u \u0111\u1ed3. T\u1ea5t c\u1ea3 c\u00e1c notebook n\u00e0y s\u1ebd \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef tr\u1ef1c ti\u1ebfp tr\u00ean Google Drive c\u1ee7a b\u1ea1n, gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng qu\u1ea3n l\u00fd v\u00e0 chia s\u1ebb ch\u00fang v\u1edbi ng\u01b0\u1eddi kh\u00e1c.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Giao_dien_nguoi_dung_cua_Google_Colab\"><\/span><strong>Giao di\u1ec7n ng\u01b0\u1eddi d\u00f9ng c\u1ee7a Google Colab<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-82541\" src=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-1-vippro.jpg\" alt=\"google colab l\u00e0 g\u00ec - itviec blog\" width=\"1164\" height=\"746\" srcset=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-1-vippro.jpg 1164w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-1-vippro-300x192.jpg 300w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-1-vippro-700x450.jpg 640w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-1-vippro-200x128.jpg 200w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-1-vippro-100x64.jpg 100w\" sizes=\"auto, (max-width: 1164px) 100vw, 1164px\" \/><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Files:<\/b><span style=\"font-weight: 400;\"> T\u1ea1i \u0111\u00e2y, b\u1ea1n c\u00f3 th\u1ec3 t\u1ea3i l\u00ean c\u00e1c t\u1eadp d\u1eef li\u1ec7u v\u00e0 c\u00e1c t\u1ec7p kh\u00e1c t\u1eeb c\u1ea3 m\u00e1y t\u00ednh c\u1ee7a b\u1ea1n v\u00e0 Google Drive.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Code Snippets:<\/b><span style=\"font-weight: 400;\"> T\u1ea1i \u0111\u00e2y, b\u1ea1n c\u00f3 th\u1ec3 t\u00ecm th\u1ea5y c\u00e1c \u0111o\u1ea1n code \u0111\u01b0\u1ee3c vi\u1ebft s\u1eb5n cho c\u00e1c ch\u1ee9c n\u0103ng kh\u00e1c nhau nh\u01b0 th\u00eam th\u01b0 vi\u1ec7n m\u1edbi ho\u1eb7c tham chi\u1ebfu m\u1ed9t \u00f4 t\u1eeb \u00f4 kh\u00e1c.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Run Cell:<\/b><span style=\"font-weight: 400;\"> \u0110\u00e2y l\u00e0 n\u00fat ch\u1ea1y. Nh\u1ea5n v\u00e0o \u0111\u00e2y s\u1ebd ch\u1ea1y b\u1ea5t k\u1ef3 \u0111o\u1ea1n code n\u00e0o \u0111\u01b0\u1ee3c ch\u00e8n trong \u00f4 b\u00ean c\u1ea1nh. B\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng ph\u00edm t\u1eaft shift+enter \u0111\u1ec3 ch\u1ea1y \u00f4 hi\u1ec7n t\u1ea1i v\u00e0 tho\u00e1t sang \u00f4 m\u1edbi.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Table of Contents:<\/b><span style=\"font-weight: 400;\"> T\u1ea1i \u0111\u00e2y, b\u1ea1n c\u00f3 th\u1ec3 t\u1ea1o v\u00e0 duy\u1ec7t qua c\u00e1c ph\u1ea7n kh\u00e1c nhau b\u00ean trong notebook c\u1ee7a m\u00ecnh. C\u00e1c ph\u1ea7n n\u00e0y gi\u00fap b\u1ea1n t\u1ed5 ch\u1ee9c code v\u00e0 c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng \u0111\u1ecdc.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Menu Bar:<\/b><span style=\"font-weight: 400;\"> Gi\u1ed1ng nh\u01b0 trong b\u1ea5t k\u1ef3 \u1ee9ng d\u1ee5ng n\u00e0o kh\u00e1c, thanh menu n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 thao t\u00e1c to\u00e0n b\u1ed9 t\u1ec7p ho\u1eb7c th\u00eam c\u00e1c t\u1ec7p m\u1edbi. Xem qua c\u00e1c tab kh\u00e1c nhau v\u00e0 l\u00e0m quen v\u1edbi c\u00e1c t\u00f9y ch\u1ecdn kh\u00e1c nhau. \u0110\u1eb7c bi\u1ec7t, h\u00e3y ch\u1eafc ch\u1eafn r\u1eb1ng b\u1ea1n bi\u1ebft c\u00e1ch t\u1ea3i l\u00ean ho\u1eb7c m\u1edf m\u1ed9t notebook v\u00e0 t\u1ea3i xu\u1ed1ng notebook (t\u1ea5t c\u1ea3 c\u00e1c t\u00f9y ch\u1ecdn n\u00e0y n\u1eb1m trong \u201cFile\u201d).<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>File Name:<\/b><span style=\"font-weight: 400;\"> \u0110\u00e2y l\u00e0 t\u00ean c\u1ee7a t\u1ec7p c\u1ee7a b\u1ea1n. B\u1ea1n c\u00f3 th\u1ec3 nh\u1ea5p v\u00e0o n\u00f3 \u0111\u1ec3 \u0111\u1ed5i t\u00ean. Kh\u00f4ng ch\u1ec9nh s\u1eeda ph\u1ea7n m\u1edf r\u1ed9ng (.ipynb) khi ch\u1ec9nh s\u1eeda t\u00ean t\u1ec7p v\u00ec \u0111i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 khi\u1ebfn t\u1ec7p c\u1ee7a b\u1ea1n kh\u00f4ng th\u1ec3 m\u1edf \u0111\u01b0\u1ee3c.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Insert Code Cell:<\/b><span style=\"font-weight: 400;\"> N\u00fat n\u00e0y s\u1ebd th\u00eam m\u1ed9t \u00f4 code b\u00ean d\u01b0\u1edbi \u00f4 b\u1ea1n \u0111ang ch\u1ecdn.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Insert Text Cell:<\/b><span style=\"font-weight: 400;\"> N\u00fat n\u00e0y s\u1ebd th\u00eam m\u1ed9t \u00f4 v\u0103n b\u1ea3n b\u00ean d\u01b0\u1edbi \u00f4 b\u1ea1n \u0111ang ch\u1ecdn.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Cell:<\/b><span style=\"font-weight: 400;\"> \u0110\u00e2y l\u00e0 \u00f4. \u0110\u00e2y l\u00e0 n\u01a1i b\u1ea1n c\u00f3 th\u1ec3 vi\u1ebft code ho\u1eb7c th\u00eam v\u0103n b\u1ea3n t\u00f9y thu\u1ed9c v\u00e0o lo\u1ea1i \u00f4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Output:<\/b><span style=\"font-weight: 400;\"> \u0110\u00e2y l\u00e0 \u0111\u1ea7u ra c\u1ee7a code c\u1ee7a b\u1ea1n, bao g\u1ed3m c\u1ea3 b\u1ea5t k\u1ef3 l\u1ed7i n\u00e0o s\u1ebd \u0111\u01b0\u1ee3c hi\u1ec3n th\u1ecb.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Clear Output:<\/b><span style=\"font-weight: 400;\"> N\u00fat n\u00e0y s\u1ebd x\u00f3a \u0111\u1ea7u ra.<\/span><\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"Huong_dan_su_dung_Google_Colab\"><\/span><b>H\u01b0\u1edbng d\u1eabn s\u1eed d\u1ee5ng Google Colab<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><b>L\u00e0m quen v\u1edbi \u00d4 (Cells) trong Google Colab: Code v\u00e0 Markdown<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Trong Google Colab, c\u00e1c notebook \u0111\u01b0\u1ee3c chia th\u00e0nh c\u00e1c \u00f4, v\u00e0 m\u1ed7i \u00f4 c\u00f3 th\u1ec3 l\u00e0 m\u1ed9t \u00f4 m\u00e3 (code cell) ho\u1eb7c m\u1ed9t \u00f4 v\u0103n b\u1ea3n (text cell).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00d4 m\u00e3 ch\u1ee9a c\u00e1c \u0111o\u1ea1n m\u00e3 Python m\u00e0 b\u1ea1n c\u00f3 th\u1ec3 th\u1ef1c thi, trong khi \u00f4 v\u0103n b\u1ea3n ch\u1ee9a v\u0103n b\u1ea3n \u0111\u1ecbnh d\u1ea1ng b\u1eb1ng Markdown, m\u1ed9t ng\u00f4n ng\u1eef \u0111\u00e1nh d\u1ea5u \u0111\u01a1n gi\u1ea3n cho ph\u00e9p b\u1ea1n t\u1ea1o c\u00e1c ti\u00eau \u0111\u1ec1, danh s\u00e1ch, b\u1ea3ng, v\u00e0 th\u1eadm ch\u00ed l\u00e0 nh\u00fang h\u00ecnh \u1ea3nh v\u00e0 li\u00ean k\u1ebft.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">V\u00ed d\u1ee5, b\u1ea1n c\u00f3 th\u1ec3 t\u1ea1o m\u1ed9t \u00f4 v\u0103n b\u1ea3n v\u1edbi ti\u00eau \u0111\u1ec1 v\u00e0 m\u00f4 t\u1ea3 nh\u01b0 sau:<\/span><\/p>\n<table>\n<tbody>\n<tr>\n<td style=\"text-align: left;\"><span style=\"font-weight: 400;\"># Gi\u1edbi thi\u1ec7u v\u1ec1 Google Colab<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Google Colab l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 tuy\u1ec7t v\u1eddi \u0111\u1ec3 th\u1ef1c h\u00e0nh Python tr\u1ef1c tuy\u1ebfn m\u00e0 kh\u00f4ng c\u1ea7n c\u00e0i \u0111\u1eb7t.<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><span style=\"font-weight: 400;\">Khi b\u1ea1n ch\u1ea1y \u00f4 n\u00e0y, n\u00f3 s\u1ebd hi\u1ec3n th\u1ecb d\u01b0\u1edbi d\u1ea1ng v\u0103n b\u1ea3n \u0111\u01b0\u1ee3c \u0111\u1ecbnh d\u1ea1ng v\u1edbi ti\u00eau \u0111\u1ec1 l\u1edbn.<\/span><\/p>\n<h3><b>C\u00e1ch ch\u1ea1y c\u00e1c l\u1ec7nh c\u01a1 b\u1ea3n<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">M\u1ed9t trong nh\u1eefng l\u1ec7nh c\u01a1 b\u1ea3n \u0111\u1ea7u ti\u00ean m\u00e0 b\u1ea1n c\u00f3 th\u1ec3 ch\u1ea1y l\u00e0 l\u1ec7nh <\/span><span style=\"font-weight: 400;\">print<\/span><span style=\"font-weight: 400;\">, gi\u00fap hi\u1ec3n th\u1ecb d\u1eef li\u1ec7u ra m\u00e0n h\u00ecnh. V\u00ed d\u1ee5:<\/span><\/p>\n<pre><span style=\"font-weight: 400;\">print(<\/span><span style=\"font-weight: 400;\">\"Xin ch\u00e0o, Colab!\"<\/span><span style=\"font-weight: 400;\">)<\/span><\/pre>\n<p><span style=\"font-weight: 400;\">B\u1ea1n c\u0169ng c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng h\u00e0m <\/span><span style=\"font-weight: 400;\">input<\/span><span style=\"font-weight: 400;\"> \u0111\u1ec3 l\u1ea5y d\u1eef li\u1ec7u t\u1eeb ng\u01b0\u1eddi d\u00f9ng:<\/span><\/p>\n<pre><span style=\"font-weight: 400;\">name = input(<\/span><span style=\"font-weight: 400;\">\"Nh\u1eadp t\u00ean c\u1ee7a b\u1ea1n: \"<\/span><span style=\"font-weight: 400;\">)<\/span>\r\n<span style=\"font-weight: 400;\">print(<\/span><span style=\"font-weight: 400;\">\"Xin ch\u00e0o, \"<\/span><span style=\"font-weight: 400;\"> + name + <\/span><span style=\"font-weight: 400;\">\"!\"<\/span><span style=\"font-weight: 400;\">)<\/span><\/pre>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-82542\" src=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-3-vippro.png\" alt=\"google colab l\u00e0 g\u00ec - itviec blog\" width=\"1506\" height=\"598\" srcset=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-3-vippro.png 1506w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-3-vippro-300x119.png 300w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-3-vippro-700x278.png 640w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-3-vippro-200x79.png 200w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-3-vippro-100x40.png 100w\" sizes=\"auto, (max-width: 1506px) 100vw, 1506px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">Google Colab h\u1ed7 tr\u1ee3 ho\u00e0n to\u00e0n vi\u1ec7c nh\u1eadp v\u00e0 xu\u1ea5t d\u1eef li\u1ec7u tr\u1ef1c ti\u1ebfp trong notebook, gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng th\u1ef1c h\u00e0nh c\u00e1c v\u00ed d\u1ee5 v\u00e0 b\u00e0i t\u1eadp.<\/span><\/p>\n<h3><b>C\u00e1ch s\u1eed d\u1ee5ng c\u00e1c th\u01b0 vi\u1ec7n Python ph\u1ed5 bi\u1ebfn<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Google Colab t\u00edch h\u1ee3p s\u1eb5n v\u1edbi nhi\u1ec1u th\u01b0 vi\u1ec7n Python ph\u1ed5 bi\u1ebfn nh\u01b0 NumPy v\u00e0 Pandas.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 s\u1eed d\u1ee5ng c\u00e1c th\u01b0 vi\u1ec7n n\u00e0y, b\u1ea1n ch\u1ec9 c\u1ea7n c\u00e0i \u0111\u1eb7t ch\u00fang m\u1ed9t l\u1ea7n b\u1eb1ng l\u1ec7nh <\/span><span style=\"font-weight: 400;\">!pip install<\/span><span style=\"font-weight: 400;\"> (n\u1ebfu c\u1ea7n), sau \u0111\u00f3 import v\u00e0 s\u1eed d\u1ee5ng ch\u00fang trong notebook c\u1ee7a m\u00ecnh.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">V\u00ed d\u1ee5:<\/span><\/p>\n<pre><span style=\"font-weight: 400;\">import<\/span><span style=\"font-weight: 400;\"> numpy <\/span><span style=\"font-weight: 400;\">as<\/span><span style=\"font-weight: 400;\"> np<\/span>\r\n<span style=\"font-weight: 400;\">import<\/span><span style=\"font-weight: 400;\"> pandas <\/span><span style=\"font-weight: 400;\">as<\/span><span style=\"font-weight: 400;\"> pd<\/span>\r\n\r\n<span style=\"font-weight: 400;\"># T\u1ea1o m\u1ed9t m\u1ea3ng NumPy<\/span>\r\n<span style=\"font-weight: 400;\">array = np.array([<\/span><span style=\"font-weight: 400;\">1<\/span><span style=\"font-weight: 400;\">, <\/span><span style=\"font-weight: 400;\">2<\/span><span style=\"font-weight: 400;\">, <\/span><span style=\"font-weight: 400;\">3<\/span><span style=\"font-weight: 400;\">, <\/span><span style=\"font-weight: 400;\">4<\/span><span style=\"font-weight: 400;\">, <\/span><span style=\"font-weight: 400;\">5<\/span><span style=\"font-weight: 400;\">])<\/span>\r\n<span style=\"font-weight: 400;\">print(array)<\/span>\r\n\r\n<span style=\"font-weight: 400;\"># T\u1ea1o m\u1ed9t DataFrame Pandas<\/span>\r\n<span style=\"font-weight: 400;\">data = {<\/span><span style=\"font-weight: 400;\">'T\u00ean'<\/span><span style=\"font-weight: 400;\">: [<\/span><span style=\"font-weight: 400;\">'An'<\/span><span style=\"font-weight: 400;\">, <\/span><span style=\"font-weight: 400;\">'B\u00ecnh'<\/span><span style=\"font-weight: 400;\">, <\/span><span style=\"font-weight: 400;\">'C\u01b0\u1eddng'<\/span><span style=\"font-weight: 400;\">], <\/span><span style=\"font-weight: 400;\">'Tu\u1ed5i'<\/span><span style=\"font-weight: 400;\">: [<\/span><span style=\"font-weight: 400;\">20<\/span><span style=\"font-weight: 400;\">, <\/span><span style=\"font-weight: 400;\">21<\/span><span style=\"font-weight: 400;\">, <\/span><span style=\"font-weight: 400;\">22<\/span><span style=\"font-weight: 400;\">]}<\/span>\r\n<span style=\"font-weight: 400;\">df = pd.DataFrame(data)<\/span>\r\n<span style=\"font-weight: 400;\">print(df)<\/span><\/pre>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-82543\" src=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-4-vippro.png\" alt=\"google colab l\u00e0 g\u00ec - itviec blog\" width=\"1512\" height=\"804\" srcset=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-4-vippro.png 1512w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-4-vippro-300x160.png 300w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-4-vippro-700x372.png 640w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-4-vippro-200x106.png 200w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-4-vippro-100x53.png 100w\" sizes=\"auto, (max-width: 1512px) 100vw, 1512px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">V\u1edbi Colab, b\u1ea1n c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng l\u00e0m vi\u1ec7c v\u1edbi d\u1eef li\u1ec7u, th\u1ef1c hi\u1ec7n c\u00e1c ph\u00e9p to\u00e1n ma tr\u1eadn, v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3.<\/span><\/p>\n<h3><b>Ch\u1ea1y Shell Commands trong Colab<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Google Colab cho ph\u00e9p b\u1ea1n ch\u1ea1y c\u00e1c l\u1ec7nh shell tr\u1ef1c ti\u1ebfp t\u1eeb notebook b\u1eb1ng c\u00e1ch th\u00eam d\u1ea5u ch\u1ea5m than <\/span><span style=\"font-weight: 400;\">!<\/span><span style=\"font-weight: 400;\"> tr\u01b0\u1edbc l\u1ec7nh. <\/span><span style=\"font-weight: 400;\">\u0110i\u1ec1u n\u00e0y r\u1ea5t h\u1eefu \u00edch khi b\u1ea1n c\u1ea7n c\u00e0i \u0111\u1eb7t th\u00eam c\u00e1c th\u01b0 vi\u1ec7n ho\u1eb7c th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5 h\u1ec7 th\u1ed1ng nh\u01b0 li\u1ec7t k\u00ea t\u1ec7p trong th\u01b0 m\u1ee5c.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">V\u00ed d\u1ee5:<\/span><\/p>\n<pre><span style=\"font-weight: 400;\">!ls<\/span><\/pre>\n<p><span style=\"font-weight: 400;\">L\u1ec7nh n\u00e0y s\u1ebd li\u1ec7t k\u00ea t\u1ea5t c\u1ea3 c\u00e1c t\u1ec7p trong th\u01b0 m\u1ee5c hi\u1ec7n t\u1ea1i c\u1ee7a notebook.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">N\u1ebfu b\u1ea1n c\u1ea7n c\u00e0i \u0111\u1eb7t m\u1ed9t th\u01b0 vi\u1ec7n Python, b\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng l\u1ec7nh <\/span><span style=\"font-weight: 400;\">pip<\/span><span style=\"font-weight: 400;\"> nh\u01b0 sau:<\/span><\/p>\n<pre><span style=\"font-weight: 400;\">!pip install seaborn<\/span><\/pre>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-82544\" src=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-5-vippro.png\" alt=\"google colab l\u00e0 g\u00ec - itviec blog\" width=\"1496\" height=\"830\" srcset=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-5-vippro.png 1496w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-5-vippro-300x166.png 300w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-5-vippro-700x388.png 640w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-5-vippro-200x111.png 200w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-5-vippro-100x55.png 100w\" sizes=\"auto, (max-width: 1496px) 100vw, 1496px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">L\u1ec7nh n\u00e0y s\u1ebd c\u00e0i \u0111\u1eb7t th\u01b0 vi\u1ec7n <\/span><span style=\"font-weight: 400;\">seaborn<\/span><span style=\"font-weight: 400;\"> \u0111\u1ec3 s\u1eed d\u1ee5ng trong notebook c\u1ee7a b\u1ea1n.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Huong_dan_su_dung_Notebook_trong_Google_Colab\"><\/span><strong>H\u01b0\u1edbng d\u1eabn s\u1eed d\u1ee5ng Notebook trong Google Colab<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><strong>C\u00e1ch t\u1ea1o Notebook trong Google Drive<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">Google Colab t\u1ef1 \u0111\u1ed9ng l\u01b0u c\u00e1c notebook c\u1ee7a b\u1ea1n v\u00e0o Google Drive, \u0111\u1ea3m b\u1ea3o r\u1eb1ng c\u00f4ng vi\u1ec7c c\u1ee7a b\u1ea1n lu\u00f4n \u0111\u01b0\u1ee3c b\u1ea3o qu\u1ea3n an to\u00e0n v\u00e0 c\u00f3 th\u1ec3 truy c\u1eadp t\u1eeb b\u1ea5t k\u1ef3 thi\u1ebft b\u1ecb n\u00e0o c\u00f3 k\u1ebft n\u1ed1i internet.<\/span><\/p>\n<p><span style=\"font-weight: 400;\"> \u0110\u1ec3 t\u1ea1o m\u1ed9t notebook m\u1edbi, b\u1ea1n ch\u1ec9 c\u1ea7n nh\u1ea5n v\u00e0o &#8220;File&#8221; trong thanh menu, sau \u0111\u00f3 ch\u1ecdn &#8220;New notebook&#8221;.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">B\u1ea1n c\u00f3 th\u1ec3 \u0111\u1ed5i t\u00ean notebook b\u1eb1ng c\u00e1ch nh\u1ea5p v\u00e0o ti\u00eau \u0111\u1ec1 &#8220;Untitled&#8221; \u1edf g\u00f3c tr\u00ean b\u00ean tr\u00e1i v\u00e0 nh\u1eadp t\u00ean m\u1edbi.<\/span><\/p>\n<h3><strong>C\u00e1ch l\u01b0u Notebook trong Google Drive<\/strong><\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-82546\" src=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-6-vippro.jpg\" alt=\"google colab l\u00e0 g\u00ec - itviec blog\" width=\"2364\" height=\"1172\" srcset=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-6-vippro.jpg 2364w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-6-vippro-300x149.jpg 300w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-6-vippro-1600x793.jpg 640w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-6-vippro-200x99.jpg 200w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-6-vippro-100x50.jpg 100w\" sizes=\"auto, (max-width: 2364px) 100vw, 2364px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">Khi l\u00e0m vi\u1ec7c tr\u00ean m\u1ed9t notebook, Google Colab s\u1ebd t\u1ef1 \u0111\u1ed9ng l\u01b0u c\u00e1c thay \u0111\u1ed5i c\u1ee7a b\u1ea1n sau m\u1ed7i v\u00e0i gi\u00e2y. N\u1ebfu b\u1ea1n mu\u1ed1n l\u01b0u m\u1ed9t phi\u00ean b\u1ea3n c\u1ee5 th\u1ec3 c\u1ee7a notebook, b\u1ea1n c\u00f3 th\u1ec3 nh\u1ea5n &#8220;Ctrl + S&#8221; ho\u1eb7c ch\u1ecdn &#8220;Save&#8221; t\u1eeb menu &#8220;File&#8221;.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0110i\u1ec1u n\u00e0y \u0111\u1eb7c bi\u1ec7t h\u1eefu \u00edch n\u1ebfu b\u1ea1n \u0111ang th\u1ef1c hi\u1ec7n c\u00e1c thay \u0111\u1ed5i quan tr\u1ecdng v\u00e0 mu\u1ed1n \u0111\u1ea3m b\u1ea3o r\u1eb1ng m\u00ecnh c\u00f3 th\u1ec3 quay l\u1ea1i phi\u00ean b\u1ea3n c\u0169 n\u1ebfu c\u1ea7n.<\/span><\/p>\n<h3><b>C\u00e1ch t\u1ea3i Notebook t\u1eeb Google Drive<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">B\u1ea1n c\u00f3 th\u1ec3 t\u1ea3i notebook v\u1ec1 m\u00e1y t\u00ednh c\u1ee7a m\u00ecnh d\u01b0\u1edbi d\u1ea1ng t\u1ec7p <\/span><span style=\"font-weight: 400;\">.ipynb ho\u1eb7c d\u01b0\u1edbi d\u1ea1ng t\u1ec7p .py (t\u1eadp tin m\u00e3 Python thu\u1ea7n t\u00fay)<\/span><span style=\"font-weight: 400;\"> v\u00e0 t\u1ea3i l\u00ean c\u00e1c notebook t\u1eeb m\u00e1y t\u00ednh c\u1ee7a m\u00ecnh v\u00e0o Colab \u0111\u1ec3 ti\u1ebfp t\u1ee5c l\u00e0m vi\u1ec7c. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p b\u1ea1n chia s\u1ebb m\u00e3 c\u1ee7a m\u00ecnh v\u1edbi nh\u1eefng ng\u01b0\u1eddi kh\u00f4ng s\u1eed d\u1ee5ng Google Colab ho\u1eb7c t\u1ea3i l\u00ean c\u00e1c n\u1ec1n t\u1ea3ng kh\u00e1c nh\u01b0 GitHub.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 t\u1ea3i notebook v\u1ec1 m\u00e1y t\u00ednh c\u1ee7a b\u1ea1n, ch\u1ec9 c\u1ea7n v\u00e0o menu &#8220;File&#8221; v\u00e0 ch\u1ecdn &#8220;Download .ipynb&#8221; ho\u1eb7c &#8220;Download .py&#8221; n\u1ebfu b\u1ea1n mu\u1ed1n l\u01b0u m\u00e3 Python thu\u1ea7n t\u00fay.<\/span><\/p>\n<h3><b>C\u00e1ch chia s\u1ebb v\u00e0 c\u1ed9ng t\u00e1c v\u1edbi ng\u01b0\u1eddi kh\u00e1c tr\u00ean Colab<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Google Colab cho ph\u00e9p b\u1ea1n d\u1ec5 d\u00e0ng chia s\u1ebb notebook c\u1ee7a m\u00ecnh v\u1edbi ng\u01b0\u1eddi kh\u00e1c, t\u01b0\u01a1ng t\u1ef1 nh\u01b0 c\u00e1ch b\u1ea1n chia s\u1ebb m\u1ed9t t\u00e0i li\u1ec7u Google Docs. B\u1ea1n c\u00f3 th\u1ec3 c\u1ea5p quy\u1ec1n xem ho\u1eb7c ch\u1ec9nh s\u1eeda cho ng\u01b0\u1eddi kh\u00e1c, gi\u00fap h\u1ecd c\u00f3 th\u1ec3 c\u00f9ng l\u00e0m vi\u1ec7c tr\u00ean notebook c\u1ee7a b\u1ea1n.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 chia s\u1ebb notebook, b\u1ea1n ch\u1ec9 c\u1ea7n nh\u1ea5n v\u00e0o n\u00fat &#8220;Share&#8221; \u1edf g\u00f3c tr\u00ean b\u00ean ph\u1ea3i c\u1ee7a notebook v\u00e0 th\u00eam \u0111\u1ecba ch\u1ec9 email c\u1ee7a ng\u01b0\u1eddi m\u00e0 b\u1ea1n mu\u1ed1n chia s\u1ebb. B\u1ea1n c\u0169ng c\u00f3 th\u1ec3 t\u1ea1o li\u00ean k\u1ebft chia s\u1ebb c\u00f4ng khai n\u1ebfu mu\u1ed1n nhi\u1ec1u ng\u01b0\u1eddi c\u00f9ng truy c\u1eadp.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Vi\u1ec7c chia s\u1ebb v\u00e0 c\u1ed9ng t\u00e1c n\u00e0y \u0111\u1eb7c bi\u1ec7t h\u1eefu \u00edch khi b\u1ea1n l\u00e0m vi\u1ec7c theo nh\u00f3m, gi\u00fap t\u1ea5t c\u1ea3 c\u00e1c th\u00e0nh vi\u00ean c\u00f9ng nhau ph\u00e1t tri\u1ec3n m\u00e3, ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 th\u1ef1c hi\u1ec7n c\u00e1c d\u1ef1 \u00e1n m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Huong_dan_thao_tac_voi_File_trong_Google_Colab\"><\/span><b>H\u01b0\u1edbng d\u1eabn thao t\u00e1c v\u1edbi File trong Google Colab<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Google Colab h\u1ed7 tr\u1ee3 nhi\u1ec1u thao t\u00e1c v\u1edbi t\u1ec7p, t\u1eeb vi\u1ec7c t\u1ea3i l\u00ean, t\u1ea3i xu\u1ed1ng, \u0111\u1ebfn k\u1ebft n\u1ed1i tr\u1ef1c ti\u1ebfp v\u1edbi Google Drive \u0111\u1ec3 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u d\u1ec5 d\u00e0ng h\u01a1n.<\/span><\/p>\n<h3><b>T\u1ea3i l\u00ean v\u00e0 T\u1ea3i xu\u1ed1ng File t\u1eeb Google Drive<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">M\u1ed9t trong nh\u1eefng t\u00ednh n\u0103ng m\u1ea1nh m\u1ebd nh\u1ea5t c\u1ee7a Google Colab l\u00e0 kh\u1ea3 n\u0103ng t\u00edch h\u1ee3p v\u1edbi Google Drive. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p b\u1ea1n truy c\u1eadp, l\u01b0u tr\u1eef v\u00e0 qu\u1ea3n l\u00fd c\u00e1c t\u1ec7p d\u1eef li\u1ec7u tr\u1ef1c ti\u1ebfp t\u1eeb Google Drive m\u00e0 kh\u00f4ng c\u1ea7n ph\u1ea3i t\u1ea3i ch\u00fang xu\u1ed1ng m\u00e1y t\u00ednh.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 k\u1ebft n\u1ed1i Google Colab v\u1edbi Google Drive, b\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng \u0111o\u1ea1n m\u00e3 sau:<\/span><\/p>\n<pre><span style=\"font-weight: 400;\">from<\/span><span style=\"font-weight: 400;\"> google.colab <\/span><span style=\"font-weight: 400;\">import<\/span><span style=\"font-weight: 400;\"> drive<\/span>\r\n<span style=\"font-weight: 400;\">drive.mount(<\/span><span style=\"font-weight: 400;\">'\/content\/drive'<\/span><span style=\"font-weight: 400;\">)<\/span><\/pre>\n<p><span style=\"font-weight: 400;\">L\u1ec7nh n\u00e0y s\u1ebd y\u00eau c\u1ea7u b\u1ea1n x\u00e1c nh\u1eadn quy\u1ec1n truy c\u1eadp v\u00e0o t\u00e0i kho\u1ea3n Google Drive c\u1ee7a m\u00ecnh. Sau khi x\u00e1c nh\u1eadn, b\u1ea1n c\u00f3 th\u1ec3 truy c\u1eadp t\u1ea5t c\u1ea3 c\u00e1c t\u1ec7p trong Google Drive c\u1ee7a m\u00ecnh th\u00f4ng qua \u0111\u01b0\u1eddng d\u1eabn <\/span><span style=\"font-weight: 400;\">\/content\/drive\/My Drive\/<\/span><span style=\"font-weight: 400;\">.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">B\u1ea1n c\u0169ng c\u00f3 th\u1ec3 t\u1ea3i l\u00ean c\u00e1c t\u1ec7p t\u1eeb m\u00e1y t\u00ednh c\u1ee7a m\u00ecnh b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng l\u1ec7nh sau:<\/span><\/p>\n<pre><span style=\"font-weight: 400;\">from<\/span><span style=\"font-weight: 400;\"> google.colab <\/span><span style=\"font-weight: 400;\">import<\/span><span style=\"font-weight: 400;\"> files<\/span>\r\n<span style=\"font-weight: 400;\">uploaded = files.upload()<\/span><\/pre>\n<p><span style=\"font-weight: 400;\">Sau khi t\u1ea3i t\u1ec7p l\u00ean, b\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng ch\u00fang tr\u1ef1c ti\u1ebfp trong notebook.<\/span><\/p>\n<h3><b>\u0110\u1ecdc v\u00e0 Ghi File (CSV, Excel) tr\u1ef1c ti\u1ebfp trong Colab<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Google Colab h\u1ed7 tr\u1ee3 \u0111\u1ea7y \u0111\u1ee7 vi\u1ec7c \u0111\u1ecdc v\u00e0 ghi c\u00e1c t\u1ec7p d\u1eef li\u1ec7u ph\u1ed5 bi\u1ebfn nh\u01b0 CSV v\u00e0 Excel, \u0111\u1eb7c bi\u1ec7t h\u1eefu \u00edch khi l\u00e0m vi\u1ec7c v\u1edbi d\u1eef li\u1ec7u.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">V\u00ed d\u1ee5, \u0111\u1ec3 \u0111\u1ecdc m\u1ed9t t\u1ec7p CSV, b\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng Pandas nh\u01b0 sau:<\/span><\/p>\n<pre><span style=\"font-weight: 400;\">import<\/span><span style=\"font-weight: 400;\"> pandas <\/span><span style=\"font-weight: 400;\">as<\/span><span style=\"font-weight: 400;\"> pd<\/span>\r\n\r\n<span style=\"font-weight: 400;\"># \u0110\u1ecdc t\u1ec7p CSV t\u1eeb Google Drive<\/span>\r\n<span style=\"font-weight: 400;\">df = pd.read_csv(<\/span><span style=\"font-weight: 400;\">'\/content\/drive\/My Drive\/mydata.csv'<\/span><span style=\"font-weight: 400;\">)<\/span>\r\n<span style=\"font-weight: 400;\">print(df.head())<\/span><\/pre>\n<p><span style=\"font-weight: 400;\">T\u01b0\u01a1ng t\u1ef1, b\u1ea1n c\u00f3 th\u1ec3 ghi d\u1eef li\u1ec7u v\u00e0o m\u1ed9t t\u1ec7p CSV m\u1edbi<\/span><\/p>\n<pre><span style=\"font-weight: 400;\">df.to_csv(<\/span><span style=\"font-weight: 400;\">'\/content\/drive\/My Drive\/newdata.csv'<\/span><span style=\"font-weight: 400;\">, index=<\/span><span style=\"font-weight: 400;\">False<\/span><span style=\"font-weight: 400;\">)<\/span><\/pre>\n<p><span style=\"font-weight: 400;\">V\u1edbi c\u00e1c t\u1ec7p Excel, b\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00e1c h\u00e0m <\/span><span style=\"font-weight: 400;\">read_excel<\/span><span style=\"font-weight: 400;\"> v\u00e0 <\/span><span style=\"font-weight: 400;\">to_excel<\/span><span style=\"font-weight: 400;\"> c\u1ee7a Pandas \u0111\u1ec3 \u0111\u1ecdc v\u00e0 ghi d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Huong_dan_thuc_hanh_Python_tren_Google_Colab\"><\/span><b>H\u01b0\u1edbng d\u1eabn th\u1ef1c h\u00e0nh Python tr\u00ean Google Colab<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Google Colab kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 \u0111\u1ec3 h\u1ecdc Python m\u00e0 c\u00f2n l\u00e0 m\u1ed9t n\u1ec1n t\u1ea3ng tuy\u1ec7t v\u1eddi \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c d\u1ef1 \u00e1n th\u1ef1c t\u1ebf. V\u1edbi s\u1ee9c m\u1ea1nh t\u00ednh to\u00e1n \u0111\u01b0\u1ee3c cung c\u1ea5p b\u1edfi Google, b\u1ea1n c\u00f3 th\u1ec3 x\u00e2y d\u1ef1ng v\u00e0 tri\u1ec3n khai c\u00e1c d\u1ef1 \u00e1n ph\u1ee9c t\u1ea1p m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3.<\/span><b><\/b><\/p>\n<h3><b>Ch\u1ea1y Code Python c\u01a1 b\u1ea3n trong Google Colab<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Ch\u1ea1y m\u00e3 Python trong Google Colab c\u1ef1c k\u1ef3 d\u1ec5 d\u00e0ng. M\u1ed7i notebook \u0111\u01b0\u1ee3c chia th\u00e0nh c\u00e1c \u00f4 (cells), v\u00e0 m\u1ed7i \u00f4 c\u00f3 th\u1ec3 ch\u1ee9a m\u00e3 Python ho\u1eb7c v\u0103n b\u1ea3n. \u0110\u1ec3 ch\u1ea1y m\u00e3 trong m\u1ed9t \u00f4, b\u1ea1n ch\u1ec9 c\u1ea7n nh\u1ea5n t\u1ed5 h\u1ee3p ph\u00edm <\/span><span style=\"font-weight: 400;\">Shift + Enter<\/span><span style=\"font-weight: 400;\">, ho\u1eb7c nh\u1ea5p v\u00e0o n\u00fat &#8220;Play&#8221; \u1edf b\u00ean tr\u00e1i \u00f4. M\u00e3 s\u1ebd \u0111\u01b0\u1ee3c th\u1ef1c thi tr\u00ean m\u00e1y ch\u1ee7 c\u1ee7a Google, v\u00e0 k\u1ebft qu\u1ea3 s\u1ebd \u0111\u01b0\u1ee3c hi\u1ec3n th\u1ecb ngay b\u00ean d\u01b0\u1edbi \u00f4 \u0111\u00f3.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">V\u00ed d\u1ee5, b\u1ea1n c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u v\u1edbi m\u1ed9t \u0111o\u1ea1n m\u00e3 \u0111\u01a1n gi\u1ea3n:<\/span><\/p>\n<pre><span style=\"font-weight: 400;\">print(<\/span><span style=\"font-weight: 400;\">\"Hello, Google Colab!\"<\/span><span style=\"font-weight: 400;\">)<\/span><\/pre>\n<p><span style=\"font-weight: 400;\">Khi b\u1ea1n ch\u1ea1y m\u00e3 n\u00e0y, k\u1ebft qu\u1ea3 s\u1ebd xu\u1ea5t hi\u1ec7n ngay l\u1eadp t\u1ee9c trong notebook:<\/span><\/p>\n<table>\n<tbody>\n<tr>\n<td style=\"text-align: left;\"><span style=\"font-weight: 400;\">Hello, Google Colab!<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-82545\" src=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-2-vippro.jpg\" alt=\"google colab l\u00e0 g\u00ec - itviec blog\" width=\"2506\" height=\"866\" srcset=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-2-vippro.jpg 2506w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-2-vippro-300x104.jpg 300w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-2-vippro-1600x553.jpg 640w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-2-vippro-200x69.jpg 200w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/12\/google-colab-2-vippro-100x35.jpg 100w\" sizes=\"auto, (max-width: 2506px) 100vw, 2506px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">Colab h\u1ed7 tr\u1ee3 to\u00e0n b\u1ed9 c\u00fa ph\u00e1p v\u00e0 th\u01b0 vi\u1ec7n c\u1ee7a Python, v\u00ec v\u1eady b\u1ea1n c\u00f3 th\u1ec3 ch\u1ea1y m\u1ecdi th\u1ee9 t\u1eeb c\u00e1c c\u00e2u l\u1ec7nh c\u01a1 b\u1ea3n \u0111\u1ebfn c\u00e1c m\u00f4 h\u00ecnh m\u00e1y h\u1ecdc ph\u1ee9c t\u1ea1p. Vi\u1ec7c n\u00e0y gi\u00fap b\u1ea1n th\u1eed nghi\u1ec7m m\u00e3 c\u1ee7a m\u00ecnh m\u1ed9t c\u00e1ch nhanh ch\u00f3ng m\u00e0 kh\u00f4ng c\u1ea7n c\u00e0i \u0111\u1eb7t b\u1ea5t k\u1ef3 ph\u1ea7n m\u1ec1m n\u00e0o tr\u00ean m\u00e1y t\u00ednh c\u00e1 nh\u00e2n.<\/span><\/p>\n<blockquote><p><em>\u0110\u1ecdc th\u00eam: <a href=\"https:\/\/itviec.com\/blog\/code-python-co-ban\/\" target=\"_blank\" rel=\"noopener\"><strong>Code Python c\u01a1 b\u1ea3n: H\u01b0\u1edbng d\u1eabn chi ti\u1ebft c\u00e1c l\u1ec7nh Python c\u01a1 b\u1ea3n<\/strong><\/a><\/em><\/p><\/blockquote>\n<h3><strong>H\u01b0\u1edbng d\u1eabn x\u00e2y d\u1ef1ng d\u1ef1 \u00e1n Python tr\u00ean Google Colab<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">Gi\u1ea3 s\u1eed b\u1ea1n mu\u1ed1n x\u00e2y d\u1ef1ng m\u1ed9t d\u1ef1 \u00e1n ph\u00e2n t\u00edch d\u1eef li\u1ec7u s\u1eed d\u1ee5ng Pandas tr\u00ean Google Colab. \u0110\u00e2y l\u00e0 m\u1ed9t d\u1ef1 \u00e1n c\u01a1 b\u1ea3n m\u00e0 b\u1ea1n c\u00f3 th\u1ec3 th\u1eed:<\/span><\/p>\n<h4><b>B\u01b0\u1edbc 1: Chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">B\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng t\u1eadp d\u1eef li\u1ec7u m\u1eabu t\u1eeb Kaggle ho\u1eb7c Google \u0111\u1ec3 th\u1ef1c h\u00e0nh. Gi\u1ea3 s\u1eed b\u1ea1n s\u1eed d\u1ee5ng m\u1ed9t t\u1ec7p CSV ch\u1ee9a d\u1eef li\u1ec7u v\u1ec1 c\u00e1c b\u00e0i h\u00e1t ph\u1ed5 bi\u1ebfn.<\/span><\/p>\n<h4><b>B\u01b0\u1edbc 2: T\u1ea3i d\u1eef li\u1ec7u l\u00ean Colab<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">S\u1eed d\u1ee5ng Pandas \u0111\u1ec3 \u0111\u1ecdc v\u00e0 xem tr\u01b0\u1edbc d\u1eef li\u1ec7u:<\/span><\/p>\n<pre><span style=\"font-weight: 400;\">import<\/span><span style=\"font-weight: 400;\"> pandas <\/span><span style=\"font-weight: 400;\">as<\/span><span style=\"font-weight: 400;\"> pd<\/span>\r\n<span style=\"font-weight: 400;\">df = pd.read_csv(<\/span><span style=\"font-weight: 400;\">'\/content\/drive\/My Drive\/song_data.csv'<\/span><span style=\"font-weight: 400;\">)<\/span>\r\n<span style=\"font-weight: 400;\">print(df.head())<\/span><\/pre>\n<h4><b>B\u01b0\u1edbc 3: Ph\u00e2n t\u00edch d\u1eef li\u1ec7u<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">Th\u1ef1c hi\u1ec7n m\u1ed9t s\u1ed1 thao t\u00e1c ph\u00e2n t\u00edch c\u01a1 b\u1ea3n nh\u01b0 t\u00ednh to\u00e1n trung b\u00ecnh, \u0111\u1ebfm s\u1ed1 l\u01b0\u1ee3ng c\u00e1c b\u00e0i h\u00e1t theo th\u1ec3 lo\u1ea1i, ho\u1eb7c bi\u1ec3u \u0111\u1ed3 th\u1ec3 hi\u1ec7n xu h\u01b0\u1edbng:<\/span><\/p>\n<pre><span style=\"font-weight: 400;\">import<\/span><span style=\"font-weight: 400;\"> seaborn <\/span><span style=\"font-weight: 400;\">as<\/span><span style=\"font-weight: 400;\"> sns<\/span>\r\n<span style=\"font-weight: 400;\">sns.countplot(x=<\/span><span style=\"font-weight: 400;\">'genre'<\/span><span style=\"font-weight: 400;\">, data=df)<\/span><\/pre>\n<h4><b>B\u01b0\u1edbc 4: Tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">B\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng <\/span><span style=\"font-weight: 400;\">matplotlib<\/span><span style=\"font-weight: 400;\"> ho\u1eb7c <\/span><span style=\"font-weight: 400;\">seaborn<\/span><span style=\"font-weight: 400;\"> \u0111\u1ec3 t\u1ea1o bi\u1ec3u \u0111\u1ed3 gi\u00fap b\u1ea1n tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u d\u1ec5 d\u00e0ng h\u01a1n.<\/span><\/p>\n<h4><b>B\u01b0\u1edbc 5: L\u01b0u k\u1ebft qu\u1ea3<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">Sau khi ho\u00e0n t\u1ea5t ph\u00e2n t\u00edch, b\u1ea1n c\u00f3 th\u1ec3 l\u01b0u k\u1ebft qu\u1ea3 d\u01b0\u1edbi d\u1ea1ng CSV ho\u1eb7c Excel:<\/span><\/p>\n<pre><span style=\"font-weight: 400;\">df.to_csv(<\/span><span style=\"font-weight: 400;\">'\/content\/drive\/My Drive\/analysis_results.csv'<\/span><span style=\"font-weight: 400;\">, index=<\/span><span style=\"font-weight: 400;\">False<\/span><span style=\"font-weight: 400;\">)<\/span><\/pre>\n<h2><span class=\"ez-toc-section\" id=\"Cac_cau_hoi_thuong_gap_ve_Google_Colab\"><\/span><b>C\u00e1c c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 Google Colab<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><b>Google Colab c\u00f3 mi\u1ec5n ph\u00ed kh\u00f4ng?<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Google Colab ho\u00e0n to\u00e0n mi\u1ec5n ph\u00ed, nh\u01b0ng c\u00f3 gi\u1edbi h\u1ea1n t\u00e0i nguy\u00ean \u1edf phi\u00ean b\u1ea3n mi\u1ec5n ph\u00ed.<\/span><\/p>\n<h3><b>L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 s\u1eed d\u1ee5ng GPU trong Google Colab?<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">B\u1ea1n c\u00f3 th\u1ec3 b\u1eadt GPU trong Colab b\u1eb1ng c\u00e1ch v\u00e0o ph\u1ea7n &#8220;Runtime&#8221; v\u00e0 ch\u1ecdn &#8220;Change runtime type&#8221;, sau \u0111\u00f3 ch\u1ecdn GPU.<\/span><\/p>\n<h3><b>Google Colab c\u00f3 ph\u00f9 h\u1ee3p cho c\u00e1c d\u1ef1 \u00e1n l\u1edbn kh\u00f4ng?<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">M\u1eb7c d\u00f9 Google Colab m\u1ea1nh m\u1ebd, nh\u01b0ng v\u1edbi c\u00e1c d\u1ef1 \u00e1n l\u1edbn y\u00eau c\u1ea7u nhi\u1ec1u t\u00e0i nguy\u00ean, b\u1ea1n c\u00f3 th\u1ec3 c\u1ea7n chuy\u1ec3n sang c\u00e1c m\u00f4i tr\u01b0\u1eddng chuy\u00ean d\u1ee5ng kh\u00e1c.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Tong_ket\"><\/span><strong>T\u1ed5ng k\u1ebft<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Google Colab l\u00e0 c\u00f4ng c\u1ee5 l\u00fd t\u01b0\u1edfng cho nhi\u1ec1u \u1ee9ng d\u1ee5ng, bao g\u1ed3m ph\u00e2n t\u00edch d\u1eef li\u1ec7u, h\u1ecdc m\u00e1y v\u00e0 cho c\u1ea3 nh\u1eefng ai \u0111ang h\u1ecdc code Python. N\u1ec1n t\u1ea3ng n\u00e0y h\u1ed7 tr\u1ee3 nhi\u1ec1u th\u01b0 vi\u1ec7n v\u00e0 framework th\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 h\u1ecdc m\u00e1y, ch\u1eb3ng h\u1ea1n nh\u01b0 TensorFlow, PyTorch, NumPy v\u00e0 Pandas. S\u1ef1 h\u1ed7 tr\u1ee3 r\u1ed9ng r\u00e3i n\u00e0y cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng tri\u1ec3n khai c\u00e1c thu\u1eadt to\u00e1n ph\u1ee9c t\u1ea1p v\u00e0 k\u1ef9 thu\u1eadt x\u1eed l\u00fd d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng.<\/p>\n<blockquote><p><em>\u0110\u1ecdc th\u00eam:\u00a0<a href=\"https:\/\/itviec.com\/blog\/tai-lieu-hoc-python-online\/\" target=\"_blank\" rel=\"noopener\"><strong>H\u1ecdc Python online d\u1ec5 d\u00e0ng v\u1edbi 15+ ngu\u1ed3n t\u00e0i li\u1ec7u v\u00e0 th\u1ef1c h\u00e0nh<\/strong><\/a><\/em><\/p><\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>Google Colab l\u00e0 m\u1ed9t n\u1ec1n t\u1ea3ng \u0111\u00e1m m\u00e2y cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng vi\u1ebft v\u00e0 th\u1ef1c thi m\u00e3 Python trong m\u00f4i tr\u01b0\u1eddng c\u1ed9ng t\u00e1c. N\u00f3 cung c\u1ea5p quy\u1ec1n truy c\u1eadp v\u00e0o c\u00e1c t\u00e0i nguy\u00ean \u0111i\u1ec7n to\u00e1n m\u1ea1nh m\u1ebd, bao g\u1ed3m GPU v\u00e0 t\u1ea1o \u0111i\u1ec1u ki\u1ec7n chia s\u1ebb Notebook, gi\u00fap Google Colab tr\u1edf th\u00e0nh m\u1ed9t c\u00f4ng c\u1ee5 [&hellip;]<\/p>\n","protected":false},"author":222,"featured_media":82556,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_gspb_post_css":"","footnotes":""},"categories":[109,10107],"tags":[],"class_list":["post-79028","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-chuyen-mon-it","category-tai-lieu-python"],"blocksy_meta":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.8 (Yoast SEO v27.8) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Google Colab l\u00e0 g\u00ec? H\u01b0\u1edbng d\u1eabn code Python v\u1edbi Google Colab - ITviec Blog<\/title>\n<meta name=\"description\" content=\"Google Colab l\u00e0 m\u1ed9t n\u1ec1n t\u1ea3ng \u0111\u00e1m m\u00e2y cho ph\u00e9p vi\u1ebft v\u00e0 th\u1ef1c thi m\u00e3 Python trong m\u00f4i tr\u01b0\u1eddng c\u1ed9ng t\u00e1c. N\u1eafm chi ti\u1ebft c\u00e1ch s\u1eed d\u1ee5ng Google Colab.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/itviec.com\/blog\/google-colab-la-gi\/\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Google Colab l\u00e0 g\u00ec? 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