{"id":9316,"date":"2023-10-23T16:24:44","date_gmt":"2023-10-23T09:24:44","guid":{"rendered":"https:\/\/teky.edu.vn\/blog\/?p=9316"},"modified":"2023-10-30T08:24:48","modified_gmt":"2023-10-30T01:24:48","slug":"tensorflow-la-gi-2","status":"publish","type":"post","link":"https:\/\/teky.edu.vn\/blog\/tensorflow-la-gi-2\/","title":{"rendered":"Tensorflow l\u00e0 g\u00ec? T\u1ea1i sao b\u1ea1n n\u00ean s\u1eed d\u1ee5ng Tensorflow?"},"content":{"rendered":"\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-left kksr-valign-top\"\n    data-payload='{&quot;align&quot;:&quot;left&quot;,&quot;id&quot;:&quot;9316&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;top&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;10&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;5&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;Rate this post&quot;,&quot;legend&quot;:&quot;5\\\/5 - (10 b\u00ecnh ch\u1ecdn)&quot;,&quot;size&quot;:&quot;24&quot;,&quot;title&quot;:&quot;Tensorflow l\u00e0 g\u00ec? T\u1ea1i sao b\u1ea1n n\u00ean s\u1eed d\u1ee5ng Tensorflow?&quot;,&quot;width&quot;:&quot;142.5&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: 142.5px;\">\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            5\/5 - (10 b\u00ecnh ch\u1ecdn)    <\/div>\n    <\/div>\n<p style=\"text-align: justify;\"><em>S\u1ef1 b\u00f9ng n\u1ed5 c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o k\u00e9o theo nhu c\u1ea7u h\u1ecdc h\u1ecfi v\u1ec1 machine learning v\u00e0 deep learning t\u0103ng v\u1ecdt. C\u00e1c t\u00e0i li\u1ec7u v\u1ec1 l\u0129nh v\u1ef1c n\u00e0y \u0111\u01b0\u1ee3c ph\u1ed5 bi\u1ebfn r\u1ed9ng r\u00e3i h\u01a1n. C\u00f9ng v\u1edbi \u0111\u00f3 c\u00f3 kh\u00f4ng \u00edt c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 cho machine learning \u0111\u01b0\u1ee3c t\u1ea1o ra. M\u1ed9t trong s\u1ed1 \u0111\u00f3 l\u00e0 Tensorflow &#8211; ph\u1ea7n m\u1ec1m n\u1ed5i ti\u1ebfng \u0111\u01b0\u1ee3c s\u00e1ng t\u1ea1o b\u1edfi t\u1eadp \u0111o\u00e0n to\u00e0n c\u1ea7u Google. V\u1eady <strong>Tensorflow l\u00e0 g\u00ec<\/strong>? Li\u1ec7u n\u00f3 mang \u0111\u1ebfn nh\u1eefng ch\u1ee9c n\u0103ng g\u00ec ph\u1ee5c v\u1ee5 cho vi\u1ec7c h\u1ed7 tr\u1ee3 machine learning? H\u00e3y c\u00f9ng theo d\u00f5i b\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y c\u1ee7a Teky \u0111\u1ec3 \u0111\u01b0\u1ee3c nh\u1eadn c\u00e2u tr\u1ea3 l\u1eddi.<\/em><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_76 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 <\/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:\/\/teky.edu.vn\/blog\/tensorflow-la-gi-2\/#Tim_hieu_Tensorflow_la_gi\" >T\u00ecm hi\u1ec3u Tensorflow 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-2\" href=\"https:\/\/teky.edu.vn\/blog\/tensorflow-la-gi-2\/#Khai_niem_Tensorflow_la_gi\" >Kh\u00e1i ni\u1ec7m Tensorflow l\u00e0 g\u00ec?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/teky.edu.vn\/blog\/tensorflow-la-gi-2\/#Tensorflow_hoat_dong_nhu_the_nao\" >Tensorflow ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o?<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/teky.edu.vn\/blog\/tensorflow-la-gi-2\/#Cac_thanh_phan_trong_Tensorflow_la_gi\" >C\u00e1c th\u00e0nh ph\u1ea7n trong Tensorflow 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:\/\/teky.edu.vn\/blog\/tensorflow-la-gi-2\/#Cac_tensor\" >C\u00e1c tensor<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/teky.edu.vn\/blog\/tensorflow-la-gi-2\/#Bieu_do\" >Bi\u1ec3u \u0111\u1ed3<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/teky.edu.vn\/blog\/tensorflow-la-gi-2\/#Ly_do_ban_nen_su_dung_Tensorflow_la_gi\" >L\u00fd do b\u1ea1n n\u00ean s\u1eed d\u1ee5ng Tensorflow 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-8\" href=\"https:\/\/teky.edu.vn\/blog\/tensorflow-la-gi-2\/#Mang_den_goc_nhin_khach_quan\" >Mang \u0111\u1ebfn g\u00f3c nh\u00ecn kh\u00e1ch quan<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/teky.edu.vn\/blog\/tensorflow-la-gi-2\/#Chinh_sua_du_lieu_de_dang\" >Ch\u1ec9nh s\u1eeda d\u1eef li\u1ec7u d\u1ec5 d\u00e0ng<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/teky.edu.vn\/blog\/tensorflow-la-gi-2\/#Tiem_nang_phat_trien_manh_me\" >Ti\u1ec1m n\u0103ng ph\u00e1t tri\u1ec3n m\u1ea1nh m\u1ebd<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/teky.edu.vn\/blog\/tensorflow-la-gi-2\/#Ket_luan\" >K\u1ebft lu\u1eadn<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/teky.edu.vn\/blog\/tensorflow-la-gi-2\/#Tim_Hieu_Teky_Hoc_Vien_Cong_Nghe_Tre_Hang_Dau_Viet_Nam\" >T\u00ecm Hi\u1ec3u Teky H\u1ecdc Vi\u1ec7n C\u00f4ng Ngh\u1ec7 Tr\u1ebb H\u00e0ng \u0110\u1ea7u Vi\u1ec7t Nam<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/teky.edu.vn\/blog\/tensorflow-la-gi-2\/#Day_la_chuong_trinh_khong_chi_trang_bi_kien_thuc_lap_trinh_ma_con_ren_luyen_nhom_ky_nang_4Cs_Tre_se_duoc\" >\u0110\u00e2y l\u00e0 ch\u01b0\u01a1ng tr\u00ecnh kh\u00f4ng ch\u1ec9 trang b\u1ecb ki\u1ebfn th\u1ee9c l\u1eadp tr\u00ecnh m\u00e0 c\u00f2n r\u00e8n luy\u1ec7n nh\u00f3m k\u1ef9 n\u0103ng 4Cs. Tr\u1ebb s\u1ebd \u0111\u01b0\u1ee3c:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/teky.edu.vn\/blog\/tensorflow-la-gi-2\/#Lien_he_ngay_hoc_vien_cong_nghe_sang_tao_TEKY_de_duoc_tu_van_khoa_hoc\" >Li\u00ean h\u1ec7 ngay h\u1ecdc vi\u1ec7n c\u00f4ng ngh\u1ec7 s\u00e1ng t\u1ea1o TEKY \u0111\u1ec3 \u0111\u01b0\u1ee3c t\u01b0 v\u1ea5n kh\u00f3a h\u1ecdc:<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"Tim_hieu_Tensorflow_la_gi\"><\/span>T\u00ecm hi\u1ec3u Tensorflow l\u00e0 g\u00ec?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<figure id=\"attachment_9317\" aria-describedby=\"caption-attachment-9317\" style=\"width: 650px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-9317\" src=\"https:\/\/teky.edu.vn\/blog\/wp-content\/uploads\/2021\/10\/tensorflow-ho-tro-rat-nhieu-trong-machine-learning.jpg\" alt=\"Tensorflow h\u1ed7 tr\u1ee3 r\u1ea5t nhi\u1ec1u trong machine learning\" width=\"650\" height=\"400\" srcset=\"https:\/\/teky.edu.vn\/blog\/wp-content\/uploads\/2021\/10\/tensorflow-ho-tro-rat-nhieu-trong-machine-learning.jpg 650w, https:\/\/teky.edu.vn\/blog\/wp-content\/uploads\/2021\/10\/tensorflow-ho-tro-rat-nhieu-trong-machine-learning-400x246.jpg 400w\" sizes=\"auto, (max-width: 650px) 100vw, 650px\" \/><figcaption id=\"caption-attachment-9317\" class=\"wp-caption-text\">Tensorflow h\u1ed7 tr\u1ee3 r\u1ea5t nhi\u1ec1u trong machine learning<\/figcaption><\/figure>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"Khai_niem_Tensorflow_la_gi\"><\/span>Kh\u00e1i ni\u1ec7m Tensorflow l\u00e0 g\u00ec?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><strong>Tensorflow<\/strong> l\u00e0 m\u1ed9t \u1ee9ng d\u1ee5ng m\u00e3 ngu\u1ed3n m\u1edf \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n b\u1edfi Google v\u00e0o n\u0103m 2015. Tensorflow \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng nh\u01b0 m\u1ed9t framework v\u1edbi ch\u1ee9c n\u0103ng ch\u00ednh l\u00e0 t\u00ednh to\u00e1n machine learning v\u1edbi quy m\u00f4 l\u1edbn. Google cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 t\u1ef1 do ph\u00e1t tri\u1ec3n m\u1ed9t phi\u00ean b\u1ea3n Tensorflow c\u1ee7a ri\u00eang m\u00ecnh m\u00e0 kh\u00f4ng c\u1ea7n tr\u1ea3 th\u00eam b\u1ea5t k\u1ef3 kho\u1ea3n ph\u00ed n\u00e0o.<\/p>\n<p style=\"text-align: justify;\">M\u1ee5c \u0111\u00edch ch\u00ednh c\u1ee7a Google khi t\u1ea1o ra Tensorflow l\u00e0 \u0111\u1ec3 c\u1ea3i thi\u1ec7n d\u1ecbch v\u1ee5 b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng deep learning. Sau \u0111\u00f3, h\u1ecd nh\u1eadn th\u1ea5y r\u1eb1ng n\u00f3 h\u1eefu \u00edch v\u00e0 c\u00f3 nhi\u1ec1u ti\u1ec1m n\u0103ng h\u01a1n khi \u0111\u01b0\u1ee3c nh\u1eefng ng\u01b0\u1eddi c\u00f3 nhu c\u1ea7u c\u1ea3i ti\u1ebfn. V\u00ec th\u1ebf n\u00ean, Tensorflow \u0111\u01b0\u1ee3c c\u00f4ng khai th\u00e0nh m\u1ed9t ph\u1ea7n m\u1ec1m m\u00e3 ngu\u1ed3n m\u1edf. Hi\u1ec7n t\u1ea1i, Tensorflow ho\u1ea1t \u0111\u1ed9ng theo r\u1ea5t nhi\u1ec1u c\u00e1ch kh\u00e1c nhau. L\u1ee3i \u00edch n\u00f3 \u0111em l\u1ea1i c\u0169ng r\u1ea5t \u0111a d\u1ea1ng.<\/p>\n<p><a href=\"https:\/\/lotrinhlaptrinh.teky.vn\/?utm_id=ContentBlog&amp;utm_medium=Click_Blog&amp;utm_source=ContentBlog\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-22416\" src=\"https:\/\/teky.edu.vn\/blog\/wp-content\/uploads\/2023\/10\/dang-ky-lap-trinh-teky.gif\" alt=\"dang-ky-lap-trinh\" width=\"600\" height=\"314\" \/><\/a><\/p>\n<p>&gt;&gt;&gt; Xem th\u00eam : <a href=\"https:\/\/teky.edu.vn\/blog\/giao-thuc-http-la-gi\/\"><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;Giao th\u1ee9c HTTP l\u00e0 g\u00ec? 3 \u0111\u1eb7c \u0111i\u1ec3m l\u1edbn c\u1ee7a HTTP b\u1ea1n c\u1ea7n bi\u1ebft&quot;}\" data-sheets-userformat=\"{&quot;2&quot;:4480,&quot;10&quot;:2,&quot;11&quot;:0,&quot;15&quot;:&quot;Arial&quot;}\">Giao th\u1ee9c HTTP l\u00e0 g\u00ec? 3 \u0111\u1eb7c \u0111i\u1ec3m l\u1edbn c\u1ee7a HTTP b\u1ea1n c\u1ea7n bi\u1ebft<\/span><\/a><\/p>\n<p style=\"text-align: justify;\"><strong>Tensorflow<\/strong> v\u1ed1n \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n t\u1eeb 2 ph\u1ea7n l\u00e0 Tensor v\u00e0 Flow. V\u1eady \u0111\u1ea7u ti\u00ean, Tensor l\u00e0 g\u00ec? Tensor l\u00e0 \u0111\u01a1n v\u1ecb t\u00ednh c\u01a1 b\u1ea3n trong deep learning. Nhi\u1ec7m v\u1ee5 c\u1ee7a n\u00f3 l\u00e0 l\u01b0u tr\u1eef c\u00e1c d\u1eef li\u1ec7u numeric. Google s\u1eed d\u1ee5ng t\u00ean g\u1ecdi Tensorflow l\u00e0 v\u00ec m\u1ee5c \u0111\u00edch mu\u1ed1n truy\u1ec1n t\u1ea3i c\u1ee5m t\u1eeb \u201cc\u00e1c tensor \u0111\u01b0\u1ee3c t\u00ednh to\u00e1n theo flow\u201d.<\/p>\n<p style=\"text-align: justify;\">Tensorflow \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n d\u1ef1a tr\u00ean ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh Python. Tensorflow cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng t\u1ea1o l\u1eadp m\u1ed9t bi\u1ec3u \u0111\u1ed3 \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c ph\u00e9p t\u00ednh to\u00e1n. C\u00e1c ph\u00e9p to\u00e1n v\u00e0 d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c th\u1ec3 hi\u1ec7n m\u1ed9t c\u00e1ch tr\u1ef1c quan gi\u00fap ng\u01b0\u1eddi d\u00f9ng nhanh ch\u00f3ng th\u1ef1c hi\u1ec7n \u0111\u01b0\u1ee3c c\u00e1c thu\u1eadt to\u00e1n m\u00e0 kh\u00f4ng c\u1ea7n lo \u0111\u1ebfn t\u00ednh ph\u00f9 h\u1ee3p. B\u1eb1ng c\u00e1ch logic h\u00f3a nh\u01b0 v\u1eady, nh\u00e0 ph\u00e1t tri\u1ec3n c\u00f3 th\u1ec3 t\u1eadp trung xem x\u00e9t v\u1ea5n \u0111\u1ec1 v\u1edbi c\u00e1i nh\u00ecn kh\u00e1ch quan nh\u1ea5t m\u00e0 kh\u00f4ng c\u1ea7n b\u1eadn t\u00e2m \u0111\u1ebfn nh\u1eefng chi ti\u1ebft nh\u1ecf nh\u1eb7t.<\/p>\n<p><iframe loading=\"lazy\" title=\"Tensorflow v\u00e0 Keras - Hello world trong l\u00e0ng AI\" width=\"500\" height=\"375\" src=\"https:\/\/www.youtube.com\/embed\/iPduyaL2Clw?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"Tensorflow_hoat_dong_nhu_the_nao\"><\/span>Tensorflow ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">Ho\u1ea1t \u0111\u1ed9ng ch\u1ee7 y\u1ebfu m\u00e0 ng\u01b0\u1eddi d\u00f9ng l\u00e0m tr\u00ean Tensorflow l\u00e0 t\u1ea1o ra c\u00e1c dataflow graph. \u0110\u00e2y l\u00e0 m\u1ed9t c\u1ea5u tr\u00fac m\u00f4 t\u1ea3 c\u00e1ch m\u00e0 d\u1eef li\u1ec7u di chuy\u1ec3n qua m\u1ed9t bi\u1ec3u \u0111\u1ed3, th\u01b0\u1eddng l\u00e0 \u0111\u1ea1i di\u1ec7n cho m\u1ed9t series node \u0111ang \u0111\u01b0\u1ee3c x\u1eed l\u00fd. M\u1ed7i node \u0111\u01b0\u1ee3c coi nh\u01b0 m\u1ed9t thu\u1eadt to\u00e1n. C\u00f2n \u0111i\u1ec3m k\u1ebft n\u1ed1i gi\u1eefa c\u00e1c node s\u1ebd l\u00e0 tensor &#8211; m\u1ea3ng d\u1eef li\u1ec7u \u0111a chi\u1ec1u.<\/p>\n<p style=\"text-align: justify;\">Nh\u01b0 \u0111\u00e3 n\u00f3i \u1edf tr\u00ean, Tensorflow \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng t\u1eeb ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh Python. Ch\u00ednh v\u00ec th\u1ebf, node v\u00e0 tensor trong Tensorflow \u0111\u00f3ng vai tr\u00f2 nh\u01b0 m\u1ed9t \u0111\u1ed1i t\u01b0\u1ee3ng c\u1ee7a Python. C\u00f2n b\u1ea3n th\u00e2n Tensorflow c\u0169ng l\u00e0 m\u1ed9t \u1ee9ng d\u1ee5ng Python. Python ch\u1ecbu tr\u00e1ch nhi\u1ec7m ch\u00ednh trong vi\u1ec7c v\u1eadn h\u00e0nh m\u1ed9t Tensorflow. \u0110\u00e2y l\u00e0 ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh r\u1ea5t ph\u1ed5 bi\u1ebfn, d\u1ec5 h\u1ecdc v\u00e0 d\u1ec5 s\u1eed d\u1ee5ng. \u0110\u00f3 c\u0169ng l\u00e0 l\u00fd do t\u1ea1i sao n\u00f3 \u0111\u01b0\u1ee3c Google \u01b0u \u00e1i l\u1ef1a ch\u1ecdn.<\/p>\n<figure id=\"attachment_9320\" aria-describedby=\"caption-attachment-9320\" style=\"width: 650px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-9320\" src=\"https:\/\/teky.edu.vn\/blog\/wp-content\/uploads\/2021\/10\/tim-hieu-khai-niem-tensorflow-la-gi.jpg\" alt=\"T\u00ecm hi\u1ec3u kh\u00e1i ni\u1ec7m Tensorflow l\u00e0 g\u00ec?\" width=\"650\" height=\"400\" srcset=\"https:\/\/teky.edu.vn\/blog\/wp-content\/uploads\/2021\/10\/tim-hieu-khai-niem-tensorflow-la-gi.jpg 650w, https:\/\/teky.edu.vn\/blog\/wp-content\/uploads\/2021\/10\/tim-hieu-khai-niem-tensorflow-la-gi-400x246.jpg 400w\" sizes=\"auto, (max-width: 650px) 100vw, 650px\" \/><figcaption id=\"caption-attachment-9320\" class=\"wp-caption-text\">T\u00ecm hi\u1ec3u kh\u00e1i ni\u1ec7m Tensorflow l\u00e0 g\u00ec?<\/figcaption><\/figure>\n<p style=\"text-align: justify;\">Tuy c\u1ea3 tensor v\u00e0 node \u0111\u1ec1u \u0111\u01b0\u1ee3c Python \u0111i\u1ec1u khi\u1ec3n nh\u01b0ng c\u00e1c thu\u1eadt to\u00e1n th\u00ec kh\u00e1c. Nh\u1eefng thu\u1eadt to\u00e1n n\u00e0y s\u1ebd \u0111\u01b0\u1ee3c bi\u1ebft b\u1eb1ng binary C++ hi\u1ec7u su\u1ea5t cao. Sau \u0111\u00f3, nh\u1eefng t\u00ednh n\u0103ng bi\u00ean d\u1ecbch \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p trong Tensorflow s\u1ebd ch\u1ecbu tr\u00e1ch nhi\u1ec7m d\u1ecbch sang Python. Python s\u1ebd \u0111i\u1ec1u h\u01b0\u1edbng c\u00e1c ph\u1ea7n v\u00e0 ti\u1ebfn h\u00e0nh k\u1ebft n\u1ed1i ch\u00fang v\u1edbi nhau \u0111\u1ec3 cho ra k\u1ebft qu\u1ea3 m\u00e0 ng\u01b0\u1eddi d\u00f9ng y\u00eau c\u1ea7u.<\/p>\n<p>&gt;&gt;&gt; Xem th\u00eam : <a href=\"https:\/\/teky.edu.vn\/blog\/local-storage-la-gi\/\"><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;Local Storage l\u00e0 g\u00ec? 5 l\u1ec7nh th\u01b0\u1eddng d\u00f9ng trong Local Storage\u00a0&quot;}\" data-sheets-userformat=\"{&quot;2&quot;:4480,&quot;10&quot;:2,&quot;11&quot;:0,&quot;15&quot;:&quot;Arial&quot;}\">Local Storage l\u00e0 g\u00ec? 5 l\u1ec7nh th\u01b0\u1eddng d\u00f9ng trong Local Storage\u00a0<\/span><\/a><\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"Cac_thanh_phan_trong_Tensorflow_la_gi\"><\/span>C\u00e1c th\u00e0nh ph\u1ea7n trong Tensorflow l\u00e0 g\u00ec?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"Cac_tensor\"><\/span>C\u00e1c tensor<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">Tensor l\u00e0 th\u00e0nh ph\u1ea7n ch\u00ednh c\u1ea5u t\u1ea1o n\u00ean Tensorflow. Tensor \u0111\u00f3ng vai tr\u00f2 \u0111\u1ea1i di\u1ec7n cho c\u00e1c lo\u1ea1i d\u1eef li\u1ec7u trong Tensorflow. N\u00f3 c\u00f3 th\u1ec3 t\u1ed3n t\u1ea1i d\u01b0\u1edbi nhi\u1ec1u d\u1ea1ng kh\u00e1c nhau, v\u00ed d\u1ee5 nh\u01b0 vector hay ma tr\u1eadn \u0111a chi\u1ec1u. M\u1ed9t tensor c\u00f3 th\u1ec3 ch\u1ee9a nhi\u1ec1u \u0111\u01a1n v\u1ecb d\u1eef li\u1ec7u m\u1ed9t l\u00fac v\u00e0 gi\u00e1 tr\u1ecb c\u1ee7a c\u00e1c \u0111\u01a1n v\u1ecb n\u00e0y \u0111\u1ec1u gi\u1ed1ng nhau.<\/p>\n<p style=\"text-align: justify;\">M\u1ed9t tensor \u0111\u01b0\u1ee3c t\u1ea1o ra t\u1eeb d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o ho\u1eb7c m\u1ed9t thu\u1eadt to\u00e1n. Thu\u1eadt to\u00e1n, hay c\u00f2n g\u1ecdi l\u00e0 node l\u00e0 th\u1ee9 li\u00ean k\u1ebft c\u00e1c Tensor v\u1edbi nhau \u0111\u1ec3 t\u1ea1o ra m\u1ea3ng ho\u1eb7c ma tr\u1eadn. M\u1ed7i tensor s\u1ebd c\u00f3 2 ph\u1ea7n: n\u00fat v\u00e0 c\u1ea1nh. Ph\u1ea7n n\u00fat ch\u1ecbu tr\u00e1ch nhi\u1ec7m th\u1ef1c hi\u1ec7n c\u00e1c ph\u00e9p to\u00e1n v\u00e0 t\u1ea1o ra k\u1ebft qu\u1ea3 \u0111\u1ea7u cu\u1ed1i. C\u00f2n ph\u1ea7n c\u1ea1nh s\u1ebd ch\u1ee9a d\u1eef li\u1ec7u v\u1ec1 c\u00e1c m\u1ed1i quan h\u1ec7 \u0111\u1ea7u v\u00e0o ho\u1eb7c \u0111\u1ea7u ra c\u1ee7a c\u00e1c n\u00fat.<\/p>\n<p><a href=\"https:\/\/lotrinhlaptrinh.teky.vn\/?utm_id=ContentBlog&amp;utm_medium=Click_Blog&amp;utm_source=ContentBlog\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-22417\" src=\"https:\/\/teky.edu.vn\/blog\/wp-content\/uploads\/2023\/10\/dang-ky-lap-trinh-teky1.gif\" alt=\"dang-ky-lap-trinh-teky1\" width=\"600\" height=\"314\" \/><\/a><\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"Bieu_do\"><\/span>Bi\u1ec3u \u0111\u1ed3<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">Nhi\u1ec1u ph\u00e9p t\u00ednh di\u1ec5n ra li\u00ean ti\u1ebfp s\u1ebd \u0111\u01b0\u1ee3c t\u1eadp h\u1ee3p l\u1ea1i g\u1ecdi l\u00e0 bi\u1ec3u \u0111\u1ed3. Bi\u1ec3u \u0111\u1ed3 l\u00e0 n\u01a1i ch\u1ee9a c\u00e1c thao t\u00e1c thu\u1eadt to\u00e1n. Ch\u00fang \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 node v\u00e0 s\u1ebd \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i v\u1edbi nhau. Bi\u1ec3u \u0111\u1ed3 Tensorflow c\u00f3 \u0111\u1eb7c t\u00ednh di \u0111\u1ed9ng. V\u00ec th\u1ebf c\u00e1c ph\u00e9p to\u00e1n \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng lu\u00f4n ho\u1eb7c l\u01b0u l\u1ea1i d\u00f9ng sau. C\u00e1c ph\u00e9p to\u00e1n \u0111\u01b0\u1ee3c t\u1ea1o ra b\u1eb1ng c\u00e1ch k\u1ebft n\u1ed1i nhi\u1ec1u tensor l\u1ea1i v\u1edbi nhau.<\/p>\n<figure id=\"attachment_9319\" aria-describedby=\"caption-attachment-9319\" style=\"width: 650px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-9319\" src=\"https:\/\/teky.edu.vn\/blog\/wp-content\/uploads\/2021\/10\/tensorflow-gom-thanh-phan-nao.jpg\" alt=\"Tensorflow g\u1ed3m nh\u1eefng th\u00e0nh ph\u1ea7n n\u00e0o?\" width=\"650\" height=\"400\" srcset=\"https:\/\/teky.edu.vn\/blog\/wp-content\/uploads\/2021\/10\/tensorflow-gom-thanh-phan-nao.jpg 650w, https:\/\/teky.edu.vn\/blog\/wp-content\/uploads\/2021\/10\/tensorflow-gom-thanh-phan-nao-400x246.jpg 400w\" sizes=\"auto, (max-width: 650px) 100vw, 650px\" \/><figcaption id=\"caption-attachment-9319\" class=\"wp-caption-text\">Tensorflow g\u1ed3m nh\u1eefng th\u00e0nh ph\u1ea7n n\u00e0o?<\/figcaption><\/figure>\n<p style=\"text-align: justify;\">Bi\u1ec3u \u0111\u1ed3 c\u00f3 th\u1ec3 ch\u1ea1y \u0111\u01b0\u1ee3c tr\u00ean c\u1ea3 CPU l\u1eabn GPU ho\u1eb7c th\u1eadm ch\u00ed c\u1ea3 h\u1ec7 \u0111i\u1ec1u h\u00e0nh di \u0111\u1ed9ng.<\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"Ly_do_ban_nen_su_dung_Tensorflow_la_gi\"><\/span>L\u00fd do b\u1ea1n n\u00ean s\u1eed d\u1ee5ng Tensorflow l\u00e0 g\u00ec?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"Mang_den_goc_nhin_khach_quan\"><\/span>Mang \u0111\u1ebfn g\u00f3c nh\u00ecn kh\u00e1ch quan<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">Vi\u1ec7c l\u1eadp tr\u00ecnh machine learning v\u1ed1n r\u1ea5t kh\u00f3 kh\u0103n v\u00e0 m\u1ea5t th\u1eddi gian. B\u1ea1n c\u1ea7n ph\u1ea3i quan t\u00e2m \u0111\u1ebfn r\u1ea5t nhi\u1ec1u v\u1ea5n \u0111\u1ec1 nh\u01b0 c\u00e1ch h\u1ee3p l\u00fd \u0111\u1ec3 chuy\u1ec3n output c\u1ee7a 1 ch\u1ee9c n\u0103ng sang input c\u1ee7a 1 ch\u1ee9c n\u0103ng kh\u00e1c ho\u1eb7c c\u00e1ch tri\u1ec3n khai c\u00e1c thu\u1eadt to\u00e1n. V\u1eady n\u00ean, Tensorflow xu\u1ea5t hi\u1ec7n \u0111\u1ec3 gi\u1ea3i quy\u1ebft t\u1ea5t c\u1ea3 c\u00e1c ph\u1ea7n n\u00e0y.<\/p>\n<p style=\"text-align: justify;\">Tensorflow nhanh ch\u00f3ng x\u1eed l\u00fd m\u1ed9t l\u01b0\u1ee3ng l\u1edbn c\u00f4ng vi\u1ec7c m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng. Khi \u0111\u00f3, b\u1ea1n kh\u00f4ng c\u1ea7n ph\u1ea3i b\u1eadn t\u00e2m \u0111\u1ebfn nh\u1eefng t\u00ecnh hu\u1ed1ng r\u01b0\u1eddm r\u00e0 n\u1eefa m\u00e0 c\u00f3 th\u1ec3 d\u00e0nh th\u1eddi gian \u0111\u1ec3 xem x\u00e9t l\u1ea1i t\u00ednh logic c\u1ee7a d\u1ef1 \u00e1n. L\u01b0\u1ee3ng d\u1eef li\u1ec7u \u0111\u1ea7y \u0111\u1ee7 t\u1eeb Tensorflow s\u1ebd gi\u00fap c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n ti\u1ebfp c\u1eadn \u0111\u01b0\u1ee3c v\u1edbi m\u1ed9t g\u00f3c nh\u00ecn kh\u00e1ch quan c\u1ee7a k\u1ebf ho\u1ea1ch. T\u1eeb \u0111\u00f3 \u0111\u01b0a ra nh\u1eefng quy\u1ebft \u0111\u1ecbnh ph\u00e1t tri\u1ec3n \u0111\u00fang \u0111\u1eafn.<\/p>\n<p>&gt;&gt;&gt; Xem th\u00eam : <a href=\"https:\/\/teky.edu.vn\/blog\/google-firebase-la-gi\/\"><span data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;Google Firebase l\u00e0 g\u00ec? T\u1ea1i sao b\u1ea1n n\u00ean s\u1eed d\u1ee5ng ph\u1ea7n m\u1ec1m n\u00e0y?&quot;}\" data-sheets-userformat=\"{&quot;2&quot;:4480,&quot;10&quot;:2,&quot;11&quot;:0,&quot;15&quot;:&quot;Arial&quot;}\">Google Firebase l\u00e0 g\u00ec? T\u1ea1i sao b\u1ea1n n\u00ean s\u1eed d\u1ee5ng ph\u1ea7n m\u1ec1m n\u00e0y?<\/span><\/a><\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"Chinh_sua_du_lieu_de_dang\"><\/span>Ch\u1ec9nh s\u1eeda d\u1eef li\u1ec7u d\u1ec5 d\u00e0ng<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0110\u00e2y l\u00e0 t\u00ednh n\u0103ng quan tr\u1ecdng nh\u1ea5t v\u00e0 c\u0169ng c\u1ea7n ph\u1ea3i n\u1eafm ch\u1eafc nh\u1ea5t khi b\u1ea1n mu\u1ed1n t\u00ecm hi\u1ec3u Tensorflow l\u00e0 g\u00ec. Tensorflow l\u00e0 m\u1ed9t th\u01b0 vi\u1ec7n l\u1eadp tr\u00ecnh, ch\u00ednh v\u00ec th\u1ebf y\u1ebfu t\u1ed1 d\u1eef li\u1ec7u ch\u00ednh l\u00e0 th\u01b0\u1edbc \u0111o chu\u1ea9n x\u00e1c nh\u1ea5t \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 n\u0103ng l\u1ef1c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a n\u00f3.<\/p>\n<p style=\"text-align: justify;\">Tensorflow s\u1edf h\u1eefu m\u1ed9t t\u00ednh n\u0103ng r\u1ea5t \u0111\u1eb7c bi\u1ec7t l\u00e0 Eager execution. Nh\u1edd c\u00f3 t\u00ednh n\u0103ng n\u00e0y, ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 ti\u1ebfn h\u00e0nh ch\u1ec9nh s\u1eeda l\u00ean c\u00e1c bi\u1ec3u \u0111\u1ed3 d\u1eef li\u1ec7u. Ngo\u00e0i ra, n\u00f3 c\u0169ng mang \u0111\u1ebfn nh\u1eefng \u0111\u00e1nh gi\u00e1 v\u1ec1 \u1ea3nh h\u01b0\u1edfng c\u1ee7a m\u1ed7i thao t\u00e1c ch\u1ec9nh s\u1eeda \u0111\u1ebfn k\u1ebft qu\u1ea3 t\u1ed5ng th\u1ec3.<\/p>\n<figure id=\"attachment_9318\" aria-describedby=\"caption-attachment-9318\" style=\"width: 650px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-9318\" src=\"https:\/\/teky.edu.vn\/blog\/wp-content\/uploads\/2021\/10\/tai-sao-nen-su-dung-tensorflow.jpg\" alt=\"T\u1ea1i sao n\u00ean s\u1eed d\u1ee5ng Tensorflow\" width=\"650\" height=\"400\" srcset=\"https:\/\/teky.edu.vn\/blog\/wp-content\/uploads\/2021\/10\/tai-sao-nen-su-dung-tensorflow.jpg 650w, https:\/\/teky.edu.vn\/blog\/wp-content\/uploads\/2021\/10\/tai-sao-nen-su-dung-tensorflow-400x246.jpg 400w\" sizes=\"auto, (max-width: 650px) 100vw, 650px\" \/><figcaption id=\"caption-attachment-9318\" class=\"wp-caption-text\">T\u1ea1i sao n\u00ean s\u1eed d\u1ee5ng Tensorflow<\/figcaption><\/figure>\n<p style=\"text-align: justify;\">T\u00ednh n\u0103ng h\u1eefu \u00edch n\u00e0y s\u1ebd gi\u00fap b\u1ea1n \u0111\u01b0a ra nh\u1eefng d\u1ef1 \u0111o\u00e1n v\u1ec1 t\u01b0\u01a1ng lai ph\u00e1t tri\u1ec3n c\u1ee7a d\u1ef1 \u00e1n. Vi\u1ec7c c\u00e2n nh\u1eafc v\u00e0 l\u1ef1a ch\u1ecdn gi\u1eefa nhi\u1ec1u ph\u01b0\u01a1ng \u00e1n kh\u00e1c nhau gi\u1edd \u0111\u00e2y \u0111\u00e3 \u0111\u01b0\u1ee3c Eager execution gi\u1ea3i quy\u1ebft tri\u1ec7t \u0111\u1ec3. Th\u00f4ng tin \u0111\u00e1nh gi\u00e1 m\u00e0 Eager execution mang l\u1ea1i s\u1ebd \u0111\u01b0\u1ee3c d\u00f9ng nh\u01b0 d\u1eef li\u1ec7u d\u1ef1 \u0111o\u00e1n cho m\u1ed7i c\u00e1ch tri\u1ec3n khai kh\u00e1c nhau. Vi\u1ec7c c\u1ee7a b\u1ea1n ch\u1ec9 l\u00e0 t\u1ed5ng h\u1ee3p l\u1ea1i v\u00e0 ti\u1ebfn h\u00e0nh so s\u00e1nh k\u1ebft qu\u1ea3 \u0111\u1ec3 l\u1ef1a ch\u1ecdn m\u1ed9t ph\u01b0\u01a1ng \u00e1n t\u1ed1t nh\u1ea5t.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"Tiem_nang_phat_trien_manh_me\"><\/span>Ti\u1ec1m n\u0103ng ph\u00e1t tri\u1ec3n m\u1ea1nh m\u1ebd<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">Tensorflow \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n b\u1edfi Google &#8211; m\u1ed9t trong nh\u1eefng t\u1eadp \u0111o\u00e0n c\u00f4ng ngh\u1ec7 l\u1edbn m\u1ea1nh nh\u1ea5t tr\u00ean th\u1ebf gi\u1edbi. Ch\u00ednh v\u00ec th\u1ebf, kh\u00f4ng qu\u00e1 kh\u00f3 khi tin r\u1eb1ng Tensorflow s\u1ebd \u0111\u01b0\u1ee3c Google n\u00e2ng c\u1ea5p m\u1ea1nh m\u1ebd h\u01a1n r\u1ea5t nhi\u1ec1u trong t\u01b0\u01a1ng lai.<\/p>\n<p style=\"text-align: justify;\">Ngo\u00e0i ra, Tensorflow l\u00e0 m\u1ed9t \u1ee9ng d\u1ee5ng m\u00e3 ngu\u1ed3n m\u1edf cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 t\u1ef1 do ph\u00e1t tri\u1ec3n v\u00e0 n\u00e2ng c\u1ea5p. B\u1ea1n c\u00f3 th\u1ec3 tham gia v\u00e0o c\u1ed9ng \u0111\u1ed3ng ng\u01b0\u1eddi s\u1eed d\u1ee5ng Tensorflow \u0111\u1ec3 c\u1eadp nh\u1eadt v\u00e0 h\u1ecdc h\u1ecfi th\u00eam \u0111\u01b0\u1ee3c r\u1ea5t nhi\u1ec1u \u0111i\u1ec1u. B\u1ea1n c\u0169ng c\u00f3 th\u1ec3 t\u1ef1 m\u1edf r\u1ed9ng Tensorflow theo nhu c\u1ea7u v\u00e0 m\u1ee5c \u0111\u00edch s\u1eed d\u1ee5ng c\u1ee7a b\u1ea3n th\u00e2n.<\/p>\n<p><a href=\"https:\/\/lotrinhlaptrinh.teky.vn\/?utm_id=ContentBlog&amp;utm_medium=Click_Blog&amp;utm_source=ContentBlog\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-22422\" src=\"https:\/\/teky.edu.vn\/blog\/wp-content\/uploads\/2023\/10\/lap-trinh-cho-tre.gif\" alt=\"lap-trinh-cho-tre\" width=\"600\" height=\"314\" \/><\/a><\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"Ket_luan\"><\/span>K\u1ebft lu\u1eadn<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">C\u0169ng gi\u1ed1ng nh\u1eefng kh\u00e1i ni\u1ec7m c\u00f4ng ngh\u1ec7 kh\u00e1c nh\u01b0 Keras l\u00e0 g\u00ec, Manure l\u00e0 g\u00ec, Training Session l\u00e0 g\u00ec\u2026 Tensorflow kh\u00f4ng h\u1ec1 kh\u00f3 \u0111\u1ec3 t\u00ecm hi\u1ec3u. Hi\u1ec7n nay, \u1ee9ng d\u1ee5ng n\u00e0y \u0111\u00f3ng vai tr\u00f2 r\u1ea5t l\u1edbn trong c\u00e1c ho\u1ea1t \u0111\u1ed9ng ph\u00e1t tri\u1ec3n d\u1ecbch v\u1ee5, ph\u1ea7n m\u1ec1m. Ch\u00ednh v\u00ec th\u1ebf, n\u1ebfu b\u1ea1n c\u00f3 nhu c\u1ea7u l\u00e0m vi\u1ec7c trong ng\u00e0nh n\u00e0y trong t\u01b0\u01a1ng lai th\u00ec n\u00ean trang b\u1ecb cho m\u00ecnh th\u00eam nhi\u1ec1u hi\u1ec3u bi\u1ebft v\u1ec1 Tensorflow. C\u00f3 r\u1ea5t nhi\u1ec1u t\u00e0i li\u1ec7u chuy\u00ean s\u00e2u gi\u1ea3i \u0111\u00e1p Tensorflow l\u00e0 g\u00ec c\u0169ng nh\u01b0 c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m c\u1ee7a n\u00f3. B\u1ea1n ch\u1ec9 c\u1ea7n b\u1ecf ch\u00fat th\u1eddi gian t\u00ecm hi\u1ec3u l\u00e0 s\u1ebd r\u1ea5t nhanh ch\u00f3ng th\u00f4ng th\u1ea1o c\u00e1ch s\u1eed d\u1ee5ng ph\u1ea7n m\u1ec1m n\u00e0y r\u1ed3i. Ch\u00fac b\u1ea1n nhanh ch\u00f3ng chinh ph\u1ee5c \u0111\u01b0\u1ee3c ph\u1ea7n m\u1ec1m \u0111\u1ed9c \u0111\u00e1o n\u00e0y nh\u00e9!<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Tim_Hieu_Teky_Hoc_Vien_Cong_Nghe_Tre_Hang_Dau_Viet_Nam\"><\/span><span style=\"font-size: 20px; color: #339966;\" data-sheets-value=\"{&quot;1&quot;:2,&quot;2&quot;:&quot;C\u00f9ng T\u00ecm Hi\u1ec3u V\u1ec1 Teky H\u1ecdc Vi\u1ec7n 5 sao \u0110\u00e0o T\u1ea1o Tr\u1ebb Em H\u1ecdc L\u1eadp Tr\u00ecnh (4-18 tu\u1ed5i)&quot;}\" data-sheets-userformat=\"{&quot;2&quot;:17153,&quot;3&quot;:{&quot;1&quot;:0},&quot;11&quot;:4,&quot;12&quot;:0,&quot;17&quot;:1}\">T\u00ecm Hi\u1ec3u Teky H\u1ecdc Vi\u1ec7n C\u00f4ng Ngh\u1ec7 Tr\u1ebb H\u00e0ng \u0110\u1ea7u Vi\u1ec7t Nam<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><iframe loading=\"lazy\" title=\"H\u1ecdc l\u1eadp tr\u00ecnh tr\u1ebb em \u1edf \u0111\u00e2u? - Gi\u1edbi thi\u1ec7u h\u1ecdc vi\u1ec7n c\u00f4ng ngh\u1ec7 TEKY h\u00e0ng \u0111\u1ea7u Vi\u1ec7t Nam\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/kGgr0XJAxFM?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p><strong>TEKY l\u00e0 H\u1ecdc vi\u1ec7n s\u00e1ng t\u1ea1o c\u00f4ng ngh\u1ec7<\/strong> v\u1edbi ch\u01b0\u01a1ng tr\u00ecnh gi\u1ea3ng d\u1ea1y STEAM (Science \u2013 Technology \u2013 Engineering \u2013 Art \u2013 Mathematics) theo chu\u1ea9n M\u1ef9 \u0111\u1ea7u ti\u00ean t\u1ea1i Vi\u1ec7t Nam d\u00e0nh cho tr\u1ebb em t\u1eeb 4 \u0111\u1ebfn 18 tu\u1ed5i.<\/p>\n<p>\u0110\u01b0\u1ee3c th\u00e0nh l\u1eadp v\u00e0o th\u00e1ng 6 n\u0103m 2016, TEKY quy\u1ebft t\u00e2m th\u1ef1c hi\u1ec7n s\u1ee9 m\u1ec7nh mang \u0111\u1ebfn cho th\u1ebf h\u1ec7 tr\u1ebb Vi\u1ec7t Nam ki\u1ebfn th\u1ee9c to\u00e0n di\u1ec7n v\u1ec1 STEAM, \u0111\u1eb7c bi\u1ec7t l\u00e0 c\u00e1c t\u01b0 duy c\u00f4ng ngh\u1ec7, khoa h\u1ecdc m\u00e1y t\u00ednh v\u00e0 k\u1ef9 n\u0103ng th\u1ebf k\u1ef7 21 \u2013 4Cs (Critical Thinking: T\u01b0 duy ph\u1ea3n bi\u1ec7n \u2013 Communication: Giao ti\u1ebfp \u2013 Creativity: S\u00e1ng t\u1ea1o \u2013 Collaboration: L\u00e0m vi\u1ec7c nh\u00f3m).<\/p>\n<figure id=\"attachment_14828\" aria-describedby=\"caption-attachment-14828\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/teky.edu.vn\/?utm_source=Blog&amp;utm_medium=baiviet\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-14828 size-full\" src=\"https:\/\/teky.edu.vn\/blog\/wp-content\/uploads\/2021\/03\/Trai-nghiem-hoc-lap-trinh-mien-phi.jpg\" alt=\"Tr\u1ea3i nghi\u1ec7m h\u1ecdc l\u1eadp tr\u00ecnh mi\u1ec5n ph\u00ed\" width=\"600\" height=\"400\" srcset=\"https:\/\/teky.edu.vn\/blog\/wp-content\/uploads\/2021\/03\/Trai-nghiem-hoc-lap-trinh-mien-phi.jpg 600w, https:\/\/teky.edu.vn\/blog\/wp-content\/uploads\/2021\/03\/Trai-nghiem-hoc-lap-trinh-mien-phi-400x267.jpg 400w, https:\/\/teky.edu.vn\/blog\/wp-content\/uploads\/2021\/03\/Trai-nghiem-hoc-lap-trinh-mien-phi-272x182.jpg 272w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><figcaption id=\"caption-attachment-14828\" class=\"wp-caption-text\">Tr\u1ea3i nghi\u1ec7m h\u1ecdc l\u1eadp tr\u00ecnh mi\u1ec5n ph\u00ed<\/figcaption><\/figure>\n<h4><span class=\"ez-toc-section\" id=\"Day_la_chuong_trinh_khong_chi_trang_bi_kien_thuc_lap_trinh_ma_con_ren_luyen_nhom_ky_nang_4Cs_Tre_se_duoc\"><\/span>\u0110\u00e2y l\u00e0 ch\u01b0\u01a1ng tr\u00ecnh kh\u00f4ng ch\u1ec9 trang b\u1ecb ki\u1ebfn th\u1ee9c l\u1eadp tr\u00ecnh m\u00e0 c\u00f2n r\u00e8n luy\u1ec7n nh\u00f3m k\u1ef9 n\u0103ng 4Cs. Tr\u1ebb s\u1ebd \u0111\u01b0\u1ee3c:<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul>\n<li>\u00a0H\u1ecdc t\u01b0 duy ph\u1ea3n bi\u1ec7n th\u00f4ng qua vi\u1ec7c ph\u00e2n t\u00edch c\u00e1c v\u1ea5n \u0111\u1ec1.<\/li>\n<li>\u00a0H\u1ecdc t\u00ednh s\u00e1ng t\u1ea1o t\u01b0 duy Logic th\u00f4ng qua vi\u1ec7c l\u1eafp \u0111\u1eb7t v\u00e0 l\u1eadp tr\u00ecnh robot th \u00f4ng qua c\u00e1c m\u00f4 h\u00ecnh Lego Mindstorm, app tr\u00f2 ch\u01a1i. Gi\u00fap con h\u1ecdc gi\u1ecfi m\u00f4n To\u00e1n tr\u00ean l\u1edbp<\/li>\n<li>\u00a0K\u1ef9 n\u0103ng h\u1ee3p t\u00e1c th\u00f4ng qua c\u00e1c tr\u00f2 ch\u01a1i team-building, c\u00e1c d\u1ef1 \u00e1n nh\u00f3m tr\u00ean l\u1edbp.<\/li>\n<li>\u00a0Ph\u00e1t huy kh\u1ea3 n\u0103ng giao ti\u1ebfp hi\u1ec7u qu\u1ea3 b\u1eb1ng nhi\u1ec1u b\u00e0i t\u1eadp v\u00e0 ho\u1ea1t \u0111\u1ed9ng h\u1ea5p d\u1eabn.<\/li>\n<\/ul>\n<p><iframe loading=\"lazy\" title=\"Shark Nguy\u1ec5n Ho\u00e0 B\u00ecnh \u0111\u1ed3ng h\u00e0nh c\u00f9ng con h\u1ecdc l\u1eadp tr\u00ecnh t\u1ea1i h\u1ecdc vi\u1ec7n c\u00f4ng ngh\u1ec7 Teky h\u00e0ng \u0111\u1ea7u Vi\u1ec7t Nam\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/q6QbqIs6ll8?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p>C\u00e1c b\u1ed9 m\u00f4n gi\u1ea3ng d\u1ea1y t\u1ea1i Teky g\u1ed3m: <span style=\"font-weight: 400;\">L\u1eadp tr\u00ecnh v\u00e0 ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng<\/span><span style=\"font-weight: 400;\">, <\/span><span style=\"font-weight: 400;\">l\u1eadp tr\u00ecnh game<\/span><span style=\"font-weight: 400;\">, <\/span><span style=\"font-weight: 400;\">l\u1eadp tr\u00ecnh web v\u1edbi python<\/span> <span style=\"font-weight: 400;\">\u00a0<\/span><span style=\"font-weight: 400;\">L\u1eadp tr\u00ecnh Scratch<\/span> <span style=\"font-weight: 400;\">Robotics<\/span> Engineering, C\u00f4ng ngh\u1ec7 3D v\u00e0 MultiMedia. Ch\u00fang t\u00f4i tin r\u1eb1ng tr\u1ebb em Vi\u1ec7t Nam c\u00f3 c\u01a1 h\u1ed9i ph\u00e1t tri\u1ec3n m\u1ea1nh m\u1ebd trong m\u1ed9t n\u1ec1n kinh t\u1ebf s\u1ed1 v\u00e0 c\u1ea7n \u0111\u01b0\u1ee3c trang b\u1ecb s\u1eb5n s\u00e0ng \u0111\u1ec3 tr\u1edf th\u00e0nh nh\u1eefng doanh nh\u00e2n c\u00f4ng ngh\u1ec7 trong t\u01b0\u01a1ng lai.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Lien_he_ngay_hoc_vien_cong_nghe_sang_tao_TEKY_de_duoc_tu_van_khoa_hoc\"><\/span><span style=\"color: #008000;\"><b>Li\u00ean h\u1ec7 ngay h\u1ecdc vi\u1ec7n c\u00f4ng ngh\u1ec7 s\u00e1ng t\u1ea1o TEKY \u0111\u1ec3 \u0111\u01b0\u1ee3c t\u01b0 v\u1ea5n kh\u00f3a h\u1ecdc:<\/b><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Cam k\u00eat 7 tu\u1ed5i c\u00f3 th\u1ec3 l\u1eadp tr\u00ecnh<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Top 10 d\u1ef1 \u00e1n gi\u00e1o d\u1ee5c c\u00f3 t\u1ea7m \u1ea3nh h\u01b0\u1edfng nh\u1ea5t \u0110\u00f4ng Nam \u00c1 2017 &amp; 2018<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Top 3 D\u1ef1 \u00e1n xu\u1ea5t s\u1eafc nh\u1ea5t, NextGen \u2013 Th\u1ee5y S\u0129<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u00a0Hotline H\u00e0 N\u1ed9i: 024-7109-6668 | 0975-241-015<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u00a0Hotline H\u1ed3 Ch\u00ed Minh: 028-7109 9948 | 097-900-8642<\/span><\/li>\n<\/ul>\n<p>Website\u00a0<a href=\"https:\/\/teky.edu.vn\/\">https:\/\/teky.edu.vn<\/a>\u00a0| Email: support@teky.edu.vn |<\/p>\n","protected":false},"excerpt":{"rendered":"<p>S\u1ef1 b\u00f9ng n\u1ed5 c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o k\u00e9o theo nhu c\u1ea7u h\u1ecdc h\u1ecfi v\u1ec1 machine learning v\u00e0 deep learning t\u0103ng v\u1ecdt. C\u00e1c t\u00e0i li\u1ec7u v\u1ec1 l\u0129nh v\u1ef1c n\u00e0y \u0111\u01b0\u1ee3c ph\u1ed5 bi\u1ebfn r\u1ed9ng r\u00e3i h\u01a1n. C\u00f9ng v\u1edbi \u0111\u00f3 c\u00f3 kh\u00f4ng \u00edt c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 cho machine learning \u0111\u01b0\u1ee3c t\u1ea1o ra. M\u1ed9t trong s\u1ed1 \u0111\u00f3 &hellip;<\/p>\n","protected":false},"author":10,"featured_media":9321,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[28],"tags":[],"class_list":["post-9316","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-lap-trinh"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.9 (Yoast SEO v26.0) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Tensorflow l\u00e0 g\u00ec? T\u1ea1i sao b\u1ea1n n\u00ean s\u1eed d\u1ee5ng Tensorflow?<\/title>\n<meta name=\"description\" content=\"Tensorflow l\u00e0 g\u00ec? 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