{"id":1585,"date":"2022-02-23T04:33:52","date_gmt":"2022-02-23T04:33:52","guid":{"rendered":"https:\/\/topviecit.vn\/blog\/?p=1585"},"modified":"2023-03-24T01:45:55","modified_gmt":"2023-03-24T01:45:55","slug":"tensorflow-la-gi","status":"publish","type":"post","link":"https:\/\/topviecit.vn\/blog\/tensorflow-la-gi\/","title":{"rendered":"TensorFlow L\u00e0 G\u00ec? Ki\u1ebfn Th\u1ee9c Cho Ng\u01b0\u1eddi M\u1edbi B\u1eaft \u0110\u1ea7u"},"content":{"rendered":"\n<p>M\u1ed9t trong nh\u1eefng th\u01b0 vi\u1ec7n n\u1ed5i ti\u1ebfng m\u00e0 b\u1ea1n kh\u00f4ng th\u1ec3 b\u1ecf qua khi t\u00ecm hi\u1ec3u v\u1ec1 <strong><a href=\"https:\/\/topviecit.vn\/blog\/tong-quan-ve-tri-tue-nhan-tao\/\" target=\"_blank\" rel=\"noreferrer noopener\">tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a><\/strong> (AI) ch\u00ednh l\u00e0 TensorFlow. N\u1ebfu b\u1ea1n m\u1edbi b\u1eaft \u0111\u1ea7u t\u00ecm hi\u1ec3u v\u1ec1 <strong><a href=\"https:\/\/topviecit.vn\/blog\/tensorflow-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">TensorFlow l\u00e0 g\u00ec<\/a><\/strong> c\u0169ng nh\u01b0 nh\u1eefng v\u1ea5n \u0111\u1ec1 xung quanh, b\u00e0i vi\u1ebft chi ti\u1ebft d\u01b0\u1edbi \u0111\u00e2y c\u1ee7a <strong><a href=\"https:\/\/topviecit.vn\/\" target=\"_blank\" rel=\"noreferrer noopener\">topviecit.vn<\/a><\/strong> s\u1ebd gi\u1ea3i \u0111\u00e1p gi\u00fap b\u1ea1n.<\/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\/tensorflow-la-gi\/#Tong_quan_ve_TensorFlow_la_gi\" title=\"T\u1ed5ng quan v\u1ec1 TensorFlow l\u00e0 g\u00ec?\">T\u1ed5ng quan v\u1ec1 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:\/\/topviecit.vn\/blog\/tensorflow-la-gi\/#Khai_niem_TensorFlow_la_gi\" title=\"Kh\u00e1i ni\u1ec7m TensorFlow l\u00e0 g\u00ec?\">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:\/\/topviecit.vn\/blog\/tensorflow-la-gi\/#Cac_thanh_phan_co_trong_TensorFlow\" title=\"C\u00e1c th\u00e0nh ph\u1ea7n c\u00f3 trong TensorFlow\">C\u00e1c th\u00e0nh ph\u1ea7n c\u00f3 trong TensorFlow<\/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\/tensorflow-la-gi\/#Cac_loi_ich_khi_su_dung_TensorFlow_la_gi\" title=\"C\u00e1c l\u1ee3i \u00edch khi s\u1eed d\u1ee5ng TensorFlow l\u00e0 g\u00ec?\">C\u00e1c l\u1ee3i \u00edch khi s\u1eed d\u1ee5ng TensorFlow l\u00e0 g\u00ec?<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/topviecit.vn\/blog\/tensorflow-la-gi\/#Nguyen_ly_cua_TensorFlow_la_gi\" title=\"Nguy\u00ean l\u00fd c\u1ee7a TensorFlow l\u00e0 g\u00ec?\">Nguy\u00ean l\u00fd c\u1ee7a 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-6\" href=\"https:\/\/topviecit.vn\/blog\/tensorflow-la-gi\/#Cach_thuc_hoat_dong_TensorFlow_la_gi\" title=\"C\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng TensorFlow l\u00e0 g\u00ec?\">C\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng 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-7\" href=\"https:\/\/topviecit.vn\/blog\/tensorflow-la-gi\/#Kien_truc_va_cac_buoc_thuc_hien_TensorFlow\" title=\"Ki\u1ebfn tr\u00fac v\u00e0 c\u00e1c b\u01b0\u1edbc th\u1ef1c hi\u1ec7n TensorFlow\">Ki\u1ebfn tr\u00fac v\u00e0 c\u00e1c b\u01b0\u1edbc th\u1ef1c hi\u1ec7n TensorFlow<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Tong_quan_ve_TensorFlow_la_gi\"><\/span><strong>T\u1ed5ng quan v\u1ec1 TensorFlow l\u00e0 g\u00ec?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Khai_niem_TensorFlow_la_gi\"><\/span><strong>Kh\u00e1i ni\u1ec7m TensorFlow l\u00e0 g\u00ec?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0110\u1ec3 hi\u1ec3u theo c\u00e1ch \u0111\u01a1n gi\u1ea3n nh\u1ea5t, TensorFlow ch\u00ednh l\u00e0 m\u1ed9t th\u01b0 vi\u1ec7n ch\u1eefa c\u00e1c m\u00e3 ngu\u1ed3n m\u1edf, nh\u1eefng m\u00e3 ngu\u1ed3n n\u00e0y s\u1ebd ph\u1ee5c v\u1ee5 ch\u00ednh cho ho\u1ea1t \u0111\u1ed9ng c\u1ee7a Machine Learning. TensorFlow \u0111\u01b0\u1ee3c Google x\u00e2y d\u1ef1ng v\u00e0 ph\u00e1t tri\u1ec3n, do \u0111\u00f3 b\u1ea1n c\u00f3 th\u1ec3 ho\u00e0n to\u00e0n y\u00ean t\u00e2m v\u1ec1 s\u1ef1 \u1ed5n \u0111\u1ecbnh c\u1ee7a th\u01b0 vi\u1ec7n n\u00e0y khi s\u1eed d\u1ee5ng.<\/p>\n\n\n\n<p>V\u1ec1 l\u1ecbch s\u1eed ra \u0111\u1eddi, TensorFlow \u0111\u01b0\u1ee3c c\u1ea5p ph\u00e9p v\u00e0o th\u00e1ng 11\/2015. TensorFlow ra \u0111\u1eddi khi Google nh\u1eadn ra r\u1eb1ng, h\u1ecd c\u00f3 th\u1ec3 d\u00f9ng deep learning \u0111\u1ec3 gi\u00fap c\u1ea3i thi\u1ec7n h\u01a1n c\u00e1c d\u1ecbch v\u1ee5 m\u00e0 h\u1ecd \u0111\u01b0\u1ee3c cung c\u1ea5p.<\/p>\n\n\n\n<p>T\u1eeb \u0111\u00f3, Google b\u1eaft \u0111\u1ea7u x\u00e2y d\u1ef1ng framework v\u1edbi t\u00ean g\u1ecdi l\u00e0 TensorFlow. Framework n\u00e0y s\u1ebd gi\u00fap cho c\u00e1c l\u1eadp tr\u00ecnh vi\u00ean, nh\u00e0 ph\u00e1t tri\u1ec3n c\u00f3 th\u1ec3 c\u00f9ng l\u00e0m vi\u1ec7c v\u1edbi nhau \u1edf m\u1ed9t m\u00f4 h\u00ecnh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. Sau n\u00e0y, TensorFlow \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n v\u00e0 m\u1edf r\u1ed9ng h\u01a1n. T\u00ednh \u0111\u1ebfn th\u1eddi \u0111i\u1ec3m hi\u1ec7n t\u1ea1i, th\u01b0 vi\u1ec7n n\u00e0y \u0111\u00e3 v\u00e0 \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng kh\u00e1 ph\u1ed5 bi\u1ebfn.<\/p>\n\n\n\n<p>Xem 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<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\/2022\/02\/image-33.jpeg\" alt=\"T\u00ecm hi\u1ec3u v\u1ec1 TensorFlow l\u00e0 g\u00ec?\" class=\"wp-image-1586\" srcset=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2022\/02\/image-33.jpeg 800w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2022\/02\/image-33-640x400.jpeg 640w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2022\/02\/image-33-768x480.jpeg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\"><em>T\u00ecm hi\u1ec3u v\u1ec1 TensorFlow l\u00e0 g\u00ec?<\/em><\/figcaption><\/figure><\/div>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Cac_thanh_phan_co_trong_TensorFlow\"><\/span><strong>C\u00e1c th\u00e0nh ph\u1ea7n c\u00f3 trong TensorFlow<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Trong TensorFlow s\u1ebd c\u00f3 2 th\u00e0nh ph\u1ea7n ch\u00ednh, bao g\u1ed3m c\u00e1c bi\u1ec3u \u0111\u1ed3 v\u00e0 Tensor. C\u1ee5 th\u1ec3 nh\u01b0 sau:<\/p>\n\n\n\n<p><strong>Tensor<\/strong><\/p>\n\n\n\n<p>C\u00e1c ph\u00e9p t\u00ednh \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n trong TensorFlow \u0111\u1ec1u li\u00ean quan \u0111\u1ebfn Tensor. M\u1ed9t tensor s\u1ebd c\u00f3 1 vector\/ma tr\u1eadn \u0111\u1ea1i di\u1ec7n cho c\u00e1c d\u1eef li\u1ec7u. Nh\u1eefng gi\u00e1 tr\u1ecb thu\u1ed9c 1 tensor s\u1ebd c\u00f3 ki\u1ec3u d\u1eef li\u1ec7u gi\u1ed1ng nhau. Tensor \u0111\u01b0\u1ee3c kh\u1edfi ngu\u1ed3n t\u1eeb d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o\/k\u1ebft qu\u1ea3 c\u1ee7a m\u1ed9t ph\u00e9p t\u00ednh. T\u1ea5t c\u1ea3 c\u00e1c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a m\u1ed9t tensor s\u1ebd \u0111\u01b0\u1ee3c ti\u1ebfn h\u00e0nh tr\u00ean 1 bi\u1ec3u \u0111\u1ed3.<\/p>\n\n\n\n<p><strong>Bi\u1ec3u \u0111\u1ed3<\/strong><\/p>\n\n\n\n<p>Ch\u00ednh l\u00e0 t\u1eadp h\u1ee3p c\u00e1c ph\u00e9p t\u00ednh li\u00ean ti\u1ebfp di\u1ec5n ra. Ngo\u00e0i ra, bi\u1ec3u \u0111\u1ed3 c\u00f2n m\u00f4 t\u1ea3 c\u00e1c ph\u00e9p t\u00ednh chu\u1ed7i trong qu\u00e1 tr\u00ecnh \u0111\u00e0o t\u1ea1o. M\u1ed9t s\u1ed1 \u01b0u \u0111i\u1ec3m c\u1ee7a bi\u1ec3u \u0111\u1ed3 c\u00f3 th\u1ec3 k\u1ec3 \u0111\u1ebfn nh\u01b0:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Bi\u1ec3u \u0111\u1ed3 s\u1ebd \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n ch\u1ea1y \u1edf nhi\u1ec1u GPU ho\u1eb7c CPU ho\u1eb7c h\u1ec7 \u0111i\u1ec1u h\u00e0nh di \u0111\u1ed9ng.<\/li>\n\n\n\n<li>Bi\u1ec3u \u0111\u1ed3 c\u0169ng c\u00f3 t\u00ednh di \u0111\u1ed9ng, do \u0111\u00f3 c\u00f3 th\u1ec3 duy tr\u00ec \u0111\u01b0\u1ee3c c\u00e1c t\u00ednh to\u00e1n \u0111\u1ec3 l\u01b0u l\u1ea1i s\u1eed d\u1ee5ng trong t\u01b0\u01a1ng lai ho\u1eb7c s\u1eed d\u1ee5ng ngay l\u1eadp t\u1ee9c.<\/li>\n\n\n\n<li>Nh\u1eefng t\u00ednh to\u00e1n c\u1ee7a bi\u1ec3u \u0111\u1ed3 s\u1ebd \u0111\u01b0\u1ee3c th\u1ec3 hi\u1ec7n b\u1eb1ng k\u1ebft n\u1ed1i c\u00e1c tensor l\u1ea1i v\u1edbi nhau.<\/li>\n<\/ul>\n\n\n\n<p><strong>>>>Xem th\u00eam: <a href=\"https:\/\/topviecit.vn\/blog\/heroku-la-gi-chi-tiet-ve-nen-tang-dam-may-heroku\/\" target=\"_blank\" rel=\"noreferrer noopener\">Heroku L\u00e0 G\u00ec? Chi Ti\u1ebft V\u1ec1 N\u1ec1n T\u1ea3ng \u0110\u00e1m M\u00e2y Heroku<\/a><\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Cac_loi_ich_khi_su_dung_TensorFlow_la_gi\"><\/span><strong>C\u00e1c l\u1ee3i \u00edch khi s\u1eed d\u1ee5ng TensorFlow l\u00e0 g\u00ec?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Hi\u1ec7n nay, TensorFlow \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng kh\u00e1 ph\u1ed5 bi\u1ebfn b\u1edfi nh\u1eefng l\u1ee3i \u00edch nh\u01b0 sau:<\/p>\n\n\n\n<p><strong>\u0110em l\u1ea1i c\u00e1i nh\u00ecn t\u1ed5ng quan h\u01a1n v\u1ec1 d\u1eef li\u1ec7u:<\/strong> TensorFlow gi\u00fap cho c\u00e1c nh\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u, c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n c\u00f3 g\u00f3c nh\u00ecn to\u00e0n c\u1ea3nh h\u01a1n v\u1ec1 c\u00e1c m\u00f4 h\u00ecnh machine learning. T\u1eeb \u0111\u00f3, h\u1ecd c\u00f3 th\u1ec3 xem x\u00e9t \u0111\u01b0\u1ee3c y\u1ebfu t\u1ed1 c\u00f3 n\u00ean \u00e1p d\u1ee5ng nh\u1eefng d\u1eef li\u1ec7u \u0111\u00f3 hay kh\u00f4ng.<\/p>\n\n\n\n<p><strong>H\u01b0\u1edbng x\u1eed l\u00fd d\u1eef li\u1ec7u ch\u1ec9nh s\u1eeda d\u1ec5 d\u00e0ng h\u01a1n:<\/strong> TensorFlow \u0111\u01b0\u1ee3c Google trang b\u1ecb cho t\u00ednh n\u0103ng Eager Execution, v\u1edbi t\u00ednh n\u0103ng n\u00e0y, l\u1eadp tr\u00ecnh vi\u00ean s\u1ebd d\u1ec5 d\u00e0ng \u0111\u00e1nh gi\u00e1 \u0111\u01b0\u1ee3c h\u01b0\u1edbng x\u1eed l\u00fd d\u1eef li\u1ec7u, s\u1eeda ch\u1eefa t\u1eebng ph\u1ea7n d\u1ec5 d\u00e0ng h\u01a1n.<\/p>\n\n\n\n<p><strong>\u0110\u01b0\u1ee3c s\u1ef1 b\u1ea3o \u0111\u1ea3m t\u1eeb Google:<\/strong> L\u00e0 m\u1ed9t th\u01b0 vi\u1ec7n \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n t\u1eeb \u00f4ng l\u1edbn Google, TensorFlow c\u00f3 ti\u1ec1m n\u0103ng s\u1ebd ph\u00e1t tri\u1ec3n t\u1ed1t h\u01a1n trong giai \u0111o\u1ea1n t\u01b0\u01a1ng lai. B\u00ean c\u1ea1nh \u0111\u00f3, nh\u1eefng t\u00ednh n\u0103ng c\u00f3 s\u1eb5n c\u1ee7a TensorFlow s\u1ebd gi\u00fap t\u0103ng t\u1ed1c hi\u1ec7u su\u1ea5t \u0111\u00e1m m\u00e2y Google, chia s\u1ebb nh\u1eefng m\u00f4 h\u00ecnh v\u1ec1 machine learning qua 1 k\u00eanh online ti\u1ec7n l\u1ee3i h\u01a1n.<\/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\/2022\/02\/image-34.jpeg\" alt=\"TensorFlow \u0111em l\u1ea1i nhi\u1ec1u l\u1ee3i \u00edch cho nh\u00e0 ph\u00e1t tri\u1ec3n\" class=\"wp-image-1587\" srcset=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2022\/02\/image-34.jpeg 800w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2022\/02\/image-34-640x400.jpeg 640w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2022\/02\/image-34-768x480.jpeg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\"><em>TensorFlow \u0111em l\u1ea1i nhi\u1ec1u l\u1ee3i \u00edch cho nh\u00e0 ph\u00e1t tri\u1ec3n<\/em><\/figcaption><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Nguyen_ly_cua_TensorFlow_la_gi\"><\/span><strong>Nguy\u00ean l\u00fd c\u1ee7a TensorFlow l\u00e0 g\u00ec?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>V\u1ec1 nguy\u00ean l\u00fd c\u1ee7a TensorFlow, b\u1ea1n s\u1ebd c\u1ea7n l\u01b0u \u00fd v\u1ec1 3 kh\u00eda c\u1ea1nh ch\u00ednh. Bao g\u1ed3m c\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng, ki\u1ebfn tr\u00fac v\u00e0 c\u00e1c b\u01b0\u1edbc \u0111\u1ec3 th\u1ef1c hi\u1ec7n ch\u01b0\u01a1ng tr\u00ecnh.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Cach_thuc_hoat_dong_TensorFlow_la_gi\"><\/span><strong>C\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng TensorFlow l\u00e0 g\u00ec?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Nguy\u00ean l\u00fd, c\u00e1ch th\u1ee9c c\u1ee7a TensorFlow r\u1ea5t \u0111\u01a1n gi\u1ea3n. \u0110\u1ec3 d\u1ec5 hi\u1ec3u h\u01a1n, b\u1ea1n c\u00f3 th\u1ec3 h\u00ecnh dung r\u1eb1ng, TensorFlow s\u1ebd gi\u00fap cho ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 t\u1ea1o ra \u0111\u01b0\u1ee3c c\u00e1c bi\u1ec3u \u0111\u1ed3 lu\u1ed3ng d\u1eef li\u1ec7u, c\u00e1c c\u1ea5u tr\u00fac m\u00f4 t\u1ea3 t\u00f9y thu\u1ed9c v\u00e0o y\u00eau c\u1ea7u. \u0110\u00e2y c\u0169ng ch\u00ednh l\u00e0 m\u1ed9t trong nh\u1eefng l\u00fd do m\u00e0 TensorFlow v\u1eabn \u0111\u01b0\u1ee3c xem l\u00e0 m\u1ed9t framework.<\/p>\n\n\n\n<p>Khi th\u1ef1c hi\u1ec7n \u0111i\u1ec1u \u0111\u00f3, c\u00e1c khung trong TensorFlow s\u1ebd h\u01b0\u1edbng d\u1eabn cho d\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u0111i qua bi\u1ec3u \u0111\u1ed3\/series nodes \u0111ang x\u1eed l\u00fd. M\u1ed7i nodes l\u00fac n\u00e0y \u0111\u1ea1i di\u1ec7n cho m\u1ed9t thu\u1eadt to\u00e1n (ho\u1ea1t \u0111\u1ed9ng to\u00e1n h\u1ecdc) c\u1ea7n \u0111\u01b0\u1ee3c x\u1eed l\u00fd.<\/p>\n\n\n\n<p>TensorFlow gi\u00fap cho c\u00e1c IT t\u1ea1o ra c\u00e1c dataflow graph. Th\u01b0 vi\u1ec7n n\u00e0y c\u0169ng gi\u00fap cho c\u00e1c l\u1eadp tr\u00ecnh vi\u1ec7n t\u1ea1o c\u1ea5u tr\u00fac m\u00f4 t\u1ea3. TensorFlow s\u1ebd \u0111em nh\u1eefng th\u00f4ng tin n\u00e0y \u0111\u1ebfn v\u1edbi l\u1eadp tr\u00ecnh vi\u00ean th\u00f4ng qua <strong><a href=\"https:\/\/topviecit.vn\/blog\/ngon-ngu-lap-trinh-phython-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh Python<\/a><\/strong>. Do \u0111\u00f3, c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng nh\u01b0 nodes, tensor,\u2026 c\u0169ng s\u1ebd l\u00e0 \u0111\u1ed1i t\u01b0\u1ee3ng thu\u1ed9c Python.<\/p>\n\n\n\n<p><strong>>>>Xem th\u00eam: <a href=\"https:\/\/topviecit.vn\/blog\/elasticsearch-la-gi-tim-hieu-ve-uu-nhuoc-diem-cua-es\/\">Elasticsearch L\u00e0 G\u00ec? T\u00ecm Hi\u1ec3u V\u1ec1 \u01afu Nh\u01b0\u1ee3c \u0110i\u1ec3m C\u1ee7a ES<\/a><\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Kien_truc_va_cac_buoc_thuc_hien_TensorFlow\"><\/span><strong>Ki\u1ebfn tr\u00fac v\u00e0 c\u00e1c b\u01b0\u1edbc th\u1ef1c hi\u1ec7n TensorFlow<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>M\u1ed9t TensorFlow th\u01b0\u1eddng s\u1ebd c\u00f3 ki\u1ebfn tr\u00fac g\u1ed3m 3 ph\u1ea7n ch\u00ednh. Bao g\u1ed3m:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>X\u1eed l\u00fd tr\u01b0\u1edbc c\u00e1c d\u1eef li\u1ec7u.<\/li>\n\n\n\n<li>X\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh ph\u00f9 h\u1ee3p.<\/li>\n\n\n\n<li>\u0110\u00e0o t\u1ea1o, \u01b0\u1edbc t\u00ednh c\u00e1c m\u00f4 h\u00ecnh.<\/li>\n<\/ul>\n\n\n\n<p>\u0110\u1ec3 th\u1ef1c hi\u1ec7n ch\u01b0\u01a1ng tr\u00ecnh TensorFlow, b\u1ea1n s\u1ebd c\u1ea7n l\u00e0m theo c\u00e1c b\u01b0\u1edbc sau:<\/p>\n\n\n\n<p><strong>B\u01b0\u1edbc 1: <\/strong>Xu\u1ea5t TensorFlow b\u1eb1ng c\u00e1c thu\u1eadt to\u00e1n c\u1ea7n thi\u1ebft.<\/p>\n\n\n\n<p><strong>B\u01b0\u1edbc 2:<\/strong> X\u00e2y d\u1ef1ng c\u00e1c ph\u01b0\u01a1ng tr\u00ecnh to\u00e1n h\u1ecdc, \u0111\u1ea3m b\u1ea3o nh\u1eefng ph\u01b0\u01a1ng tr\u00ecnh n\u00e0y c\u00f3 th\u1ec3 t\u00ednh \u0111\u01b0\u1ee3c h\u00e0m F. Nh\u1eefng ph\u01b0\u01a1ng tr\u00ecnh to\u00e1n h\u1ecdc n\u00e0y th\u01b0\u1eddng s\u1ebd bao g\u1ed3m h\u1eb1ng s\u1ed1 x, y (c\u00e1c n\u00fat m\u1ea1ng\/bi\u1ebfn s\u1ed1) v\u00e0 kh\u00f4ng \u0111\u1ed5i.<\/p>\n\n\n\n<p><strong>B\u01b0\u1edbc 3: <\/strong>Ch\u1ea1y m\u00f4 h\u00ecnh \u0111\u00e3 x\u00e2y d\u1ef1ng tr\u01b0\u1edbc \u0111\u00f3 b\u1eb1ng c\u00e1ch th\u00eam h\u00e0m t\u00ednh to\u00e1n kh\u00e1c l\u1eadp gi\u00e1 tr\u1ecb bi\u1ebfn s\u1ed1 x,y. B\u01b0\u1edbc n\u00e0y s\u1ebd gi\u00fap b\u1ea1n t\u00ecm \u0111\u01b0\u1ee3c \u0111\u00e1p \u00e1n c\u1ee7a h\u00e0m F.<\/p>\n\n\n\n<p><strong>B\u01b0\u1edbc 4:<\/strong> S\u1eed d\u1ee5ng h\u00e0m Global variable Initializer kh\u1edfi t\u1ea1o c\u00e1c bi\u1ebfn trong thu\u1eadt to\u00e1n.<\/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\/2022\/02\/image-35.jpeg\" alt=\"C\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a TensorFlow kh\u00f4ng qu\u00e1 ph\u1ee9c t\u1ea1p\" class=\"wp-image-1588\" srcset=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2022\/02\/image-35.jpeg 800w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2022\/02\/image-35-640x400.jpeg 640w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2022\/02\/image-35-768x480.jpeg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\"><em>C\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a TensorFlow kh\u00f4ng qu\u00e1 ph\u1ee9c t\u1ea1p<\/em><\/figcaption><\/figure><\/div>\n\n\n<p>Tr\u00ean \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 th\u00f4ng tin li\u00ean quan \u0111\u1ebfn th\u01b0 vi\u1ec7n TensorFlow \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng nhi\u1ec1u trong ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. Hy v\u1ecdng v\u1edbi b\u00e0i vi\u1ebft n\u00e0y, b\u1ea1n s\u1ebd hi\u1ec3u<strong> TensorFlow l\u00e0 g\u00ec<\/strong> v\u00e0 v\u1eadn d\u1ee5ng th\u01b0 vi\u1ec7n n\u00e0y v\u00e0o d\u1ef1 \u00e1n c\u1ee7a m\u00ecnh hi\u1ec7u qu\u1ea3 h\u01a1n. \u0110\u1eebng qu\u00ean truy c\u1eadp v\u00e0o\u00a0<a href=\"https:\/\/www.topcv.vn\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>TopCV<\/strong><\/a>\u00a0\u0111\u1ec3 c\u1eadp nh\u1eadt nh\u1eefng tin t\u1ee9c th\u00fa v\u1ecb v\u00e0 c\u01a1 h\u1ed9i\u00a0<strong><a href=\"https:\/\/www.topcv.vn\/viec-lam-it\" target=\"_blank\" rel=\"noreferrer noopener\">vi\u1ec7c l\u00e0m IT<\/a><\/strong> h\u1ea5p d\u1eabn, l\u01b0\u01a1ng cao nh\u00e9!<\/p>\n\n\n\n<p><strong><em>Xem th\u00eam b\u00e0i vi\u1ebft c\u00f9ng ch\u1ee7 \u0111\u1ec1:<\/em><\/strong><\/p>\n\n\n\n<p>>>> <strong><a href=\"https:\/\/topviecit.vn\/blog\/back-end-developer-la-gi\/\">Back-End Developer L\u00e0 G\u00ec? L\u00e0m Back-End C\u1ea7n H\u1ecdc Nh\u1eefng G\u00ec?<\/a><\/strong><\/p>\n\n\n\n<p>>>> <strong><a href=\"https:\/\/topviecit.vn\/blog\/ngon-ngu-may-tinh-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">Ng\u00f4n Ng\u1eef M\u00e1y T\u00ednh L\u00e0 G\u00ec? \u1ee8ng D\u1ee5ng Nh\u01b0 Th\u1ebf N\u00e0o?<\/a><\/strong><\/p>\n\n\n\n<p class=\"has-text-align-right\"><em>H\u00ecnh \u1ea3nh: S\u01b0u t\u1ea7m<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>M\u1ed9t trong nh\u1eefng th\u01b0 vi\u1ec7n n\u1ed5i ti\u1ebfng m\u00e0 b\u1ea1n kh\u00f4ng th\u1ec3 b\u1ecf qua khi t\u00ecm hi\u1ec3u v\u1ec1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) ch\u00ednh l\u00e0 TensorFlow. N\u1ebfu b\u1ea1n m\u1edbi b\u1eaft \u0111\u1ea7u t\u00ecm hi\u1ec3u v\u1ec1 TensorFlow l\u00e0 g\u00ec c\u0169ng nh\u01b0 nh\u1eefng v\u1ea5n \u0111\u1ec1 xung quanh, b\u00e0i vi\u1ebft chi ti\u1ebft d\u01b0\u1edbi \u0111\u00e2y c\u1ee7a topviecit.vn s\u1ebd gi\u1ea3i \u0111\u00e1p gi\u00fap [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":1589,"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":[387],"class_list":["post-1585","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-chia-se-kinh-nghiem","tag-tensorflow-la-gi"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>TensorFlow L\u00e0 G\u00ec? 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TensorFlow l\u00e0 m\u1ed9t th\u01b0 vi\u1ec7n ch\u1eefa c\u00e1c m\u00e3 ngu\u1ed3n m\u1edf, nh\u1eefng m\u00e3 ngu\u1ed3n n\u00e0y s\u1ebd ph\u1ee5c v\u1ee5 ch\u00ednh cho ho\u1ea1t \u0111\u1ed9ng c\u1ee7a Machine Learning.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/topviecit.vn\/blog\/tensorflow-la-gi\/\" \/>\n<meta property=\"og:site_name\" content=\"TopviecIT\" \/>\n<meta property=\"article:published_time\" content=\"2022-02-23T04:33:52+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-03-24T01:45:55+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2022\/02\/Tensorflow-la-gi.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"800\" \/>\n\t<meta property=\"og:image:height\" content=\"500\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Dang Huong\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u0110\u01b0\u1ee3c vi\u1ebft b\u1edfi\" \/>\n\t<meta name=\"twitter:data1\" content=\"Dang Huong\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u01af\u1edbc t\u00ednh th\u1eddi gian \u0111\u1ecdc\" \/>\n\t<meta name=\"twitter:data2\" content=\"7 ph\u00fat\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/topviecit.vn\/blog\/tensorflow-la-gi\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/topviecit.vn\/blog\/tensorflow-la-gi\/\"},\"author\":{\"name\":\"Dang Huong\",\"@id\":\"https:\/\/topviecit.vn\/blog\/#\/schema\/person\/bf5d0c56a2c02d2a5dba393c3e18f8de\"},\"headline\":\"TensorFlow L\u00e0 G\u00ec? 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