{"id":38942,"date":"2023-08-09T14:41:52","date_gmt":"2023-08-09T07:41:52","guid":{"rendered":"https:\/\/itviec.com\/blog\/?p=38942"},"modified":"2025-04-26T21:59:44","modified_gmt":"2025-04-26T14:59:44","slug":"khi-may-hoc-lam-nong","status":"publish","type":"post","link":"https:\/\/itviec.com\/blog\/khi-may-hoc-lam-nong\/","title":{"rendered":"Khi M\u00e1y H\u1ecdc L\u00e0m N\u00f4ng"},"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\/khi-may-hoc-lam-nong\/#Dat_van_de\" >\u0110\u1eb7t v\u1ea5n \u0111\u1ec1<\/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\/khi-may-hoc-lam-nong\/#Trien_khai\" >Tri\u1ec3n khai<\/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\/khi-may-hoc-lam-nong\/#Huan_luyen\" >Hu\u1ea5n luy\u1ec7n<\/a><\/li><\/ul><\/nav><\/div>\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2023\/08\/NHVan-vippro-640x337.png\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" srcset=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2023\/08\/NHVan-vippro-640x337.png 640w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2023\/08\/NHVan-vippro-300x158.png 300w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2023\/08\/NHVan-vippro-200x105.png 200w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2023\/08\/NHVan-vippro-768x404.png 768w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2023\/08\/NHVan-vippro-1536x809.png 1536w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2023\/08\/NHVan-vippro-2048x1079.png 2048w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2023\/08\/NHVan-vippro-100x53.png 100w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2023\/08\/NHVan-vippro-950x500.png 950w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2023\/08\/NHVan-vippro-700x369.png 700w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2023\/08\/NHVan-vippro-1600x843.png 1600w\" alt=\"\" width=\"640\" height=\"337\" \/><\/figure>\n\n\n\n<div class=\"wp-block-greenshift-blocks-container gspb_container gspb_container-gsbp-da1d67a text-wrap\" id=\"gspb_container-id-gsbp-da1d67a\">\n<p><span class=\"elementor-drop-cap\"><span class=\"elementor-drop-cap-letter\">T<\/span><\/span>\u1ea1m b\u1ecf qua m\u1ed1i quan t\u00e2m th\u01b0\u1eddng th\u1ea5y g\u1ea7n \u0111\u00e2y \u201cLi\u1ec7u AI c\u00f3 \u0111ang thay th\u1ebf con ng\u01b0\u1eddi\u201d, h\u00f4m nay m\u00ecnh mang \u0111\u1ebfn c\u00e2u chuy\u1ec7n nh\u1ecf v\u1ec1 <strong>&#8220;AI n\u00f4ng th\u00f4n&#8221;<\/strong>.<\/p>\n\n\n\n<p>M\u00ecnh ngh\u0129 t\u1ea1i Vi\u1ec7t Nam, m\u1ed9t qu\u1ed1c gia n\u1ed5i ti\u1ebfng v\u1edbi n\u1ec1n n\u00f4ng nghi\u1ec7p ph\u00e1t tri\u1ec3n, vi\u1ec7c quan t\u00e2m v\u00e0 \u1ee9ng d\u1ee5ng c\u00f4ng ngh\u1ec7 trong l\u0129nh v\u1ef1c n\u00f4ng nghi\u1ec7p c\u00e0ng tr\u1edf n\u00ean c\u1ea7n thi\u1ebft.<\/p>\n\n\n\n<p>V\u1edbi kinh nghi\u1ec7m v\u1ec1 ph\u00e2n t\u00edch d\u1eef li\u1ec7u, m\u00ecnh c\u00f3 c\u01a1 h\u1ed9i tham gia trong nhi\u1ec1u d\u1ef1 \u00e1n trong v\u00e0 ngo\u00e0i c\u00f4ng ty, nh\u01b0ng d\u1ef1 \u00e1n m\u00ecnh c\u1ea3m th\u1ea5y c\u00f3 \u00fd ngh\u0129a v\u00e0 l\u00e0 \u0111\u1ed9ng l\u1ef1c \u0111\u1ec3 m\u00ecnh ti\u1ebfp t\u1ee5c g\u1eafn b\u00f3 v\u1edbi ng\u00e0nh d\u1eef li\u1ec7u c\u0169ng nh\u01b0 AI l\u00e0 m\u1ed9t d\u1ef1 \u00e1n li\u00ean quan \u0111\u1ebfn n\u00f4ng nghi\u1ec7p, m\u00ecnh \u0111\u01b0\u1ee3c gi\u1edbi thi\u1ec7u tham gia b\u1edfi anh h\u1ecd, l\u00e0 ph\u00f3 gi\u00e1o s\u01b0 c\u1ee7a m\u1ed9t tr\u01b0\u1eddng \u0111\u1ea1i h\u1ecdc.<\/p>\n\n\n\n<p>\u0110\u00f3 l\u00e0 d\u1ef1 \u00e1n \u201c<strong><em>\u1ee8ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u1ec3 gi\u00e1m s\u00e1t v\u00e0 nh\u1eadn d\u1ea1ng s\u00e2u b\u1ec7nh tr\u00ean c\u00e2y tr\u1ed3ng.<\/em><\/strong>\u201d<\/p>\n\n\n\n<p>M\u00ecnh \u0111\u01b0\u1ee3c chia s\u1ebb t\u1ea7m nh\u00ecn c\u1ee7a d\u1ef1 \u00e1n l\u00e0 ph\u00e1t tri\u1ec3n m\u1ed9t h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 t\u1ed1i \u01b0u ho\u00e1 c\u00e1ch theo d\u00f5i v\u00e0 x\u00e1c \u0111\u1ecbnh s\u00e2u b\u1ec7nh tr\u00ean c\u00e2y tr\u1ed3ng.<\/p>\n\n\n\n<p>\u00dd t\u01b0\u1edfng c\u1ee7a d\u1ef1 \u00e1n l\u00e0 khai th\u00e1c s\u1ee9c m\u1ea1nh c\u1ee7a ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u1ec3 t\u1ea1o ra m\u1ed9t gi\u1ea3i ph\u00e1p m\u1ea1nh m\u1ebd gi\u00fap ng\u01b0\u1eddi n\u00f4ng d\u00e2n ki\u1ec3m so\u00e1t \u0111\u01b0\u1ee3c s\u1ef1 t\u00e0n ph\u00e1 c\u1ee7a s\u00e2u b\u1ec7nh v\u00e0 h\u1ea1n ch\u1ebf vi\u1ec7c s\u1eed d\u1ee5ng thu\u1ed1c b\u1ea3o v\u1ec7 th\u1ef1c v\u1eadt.<\/p>\n\n\n\n<p><strong>V\u1eady AI \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong vi\u1ec7c gi\u00e1m s\u00e1t v\u00e0 nh\u1eadn di\u1ec7n s\u00e2u r\u1ea7y th\u1ebf n\u00e0o? Qu\u00e1 tr\u00ecnh training ra sao?<\/strong><\/p>\n\n\n\n<p>R\u1ed3i, \u0111\u1ec3 k\u1ec3 cho nghe.<\/p>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-d\u1eb7t-v\u1ea5n-d\u1ec1\"><span class=\"ez-toc-section\" id=\"Dat_van_de\"><\/span>\u0110\u1eb7t v\u1ea5n \u0111\u1ec1<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<div class=\"wp-block-greenshift-blocks-container gspb_container gspb_container-gsbp-661fbe3 text-wrap\" id=\"gspb_container-id-gsbp-661fbe3\">\n<p>(kh\u00fac n\u00e0y c\u1ee7a m\u1ea5y ng\u01b0\u1eddi qu\u1ea3n l\u00ed d\u1ef1 \u00e1n \u0111\u00e3 define khi b\u1eaft \u0111\u1ea7u d\u1ef1 \u00e1n)<br>Khu v\u01b0\u1eddn tr\u1ed3ng c\u00e2y \u0103n tr\u00e1i r\u1ea5t si\u00eau to kh\u1ed5ng l\u1ed3, c\u00f3 th\u1ec3 \u0111\u1ebfn h\u00e0ng ng\u00e0n hecta. V\u00ec v\u1eady vi\u1ec7c \u0111i ch\u0103m s\u00f3c c\u00e2y r\u1ea5t t\u1ed1n nh\u00e2n l\u1ef1c v\u00e0 th\u1eddi gian, n\u00f4ng d\u00e2n \u0111\u00f4i khi kh\u00f4ng nh\u1eadn ra \u0111\u01b0\u1ee3c s\u00e2u b\u1ec7nh v\u00ec b\u1ecb l\u00e1 che ph\u1ee7 ho\u1eb7c b\u1ecf s\u00f3t v\u00ec m\u1ec7t, t\u00ecm ki\u1ebfm m\u1ea5t th\u1eddi gian, hay phun thu\u1ed1c c\u1ea3 v\u01b0\u1eddn r\u1ea5t l\u00e3ng ph\u00ed k\u00e9m hi\u1ec7u qu\u1ea3.<\/p>\n\n\n\n<p><strong>=&gt; Gi\u1ea3i ph\u00e1p:<\/strong> D\u00f9ng drone \u0111\u1ec3 thu h\u00ecnh \u1ea3nh, d\u00f9ng AI x\u1eed l\u00fd h\u00ecnh \u1ea3nh nh\u1eadn di\u1ec7n s\u00e2u b\u1ec7nh v\u00e0 th\u00f4ng b\u00e1o cho ng\u01b0\u1eddi n\u00f4ng d\u00e2n, nh\u1edd \u0111\u00f3 ng\u01b0\u1eddi n\u00f4ng d\u00e2n s\u1ebd ti\u1ebft ki\u1ec7m \u0111\u01b0\u1ee3c th\u1eddi gian t\u00ecm ki\u1ebfm v\u00e0 phun thu\u1ed1c \u0111\u00fang ch\u1ed7 h\u01a1n.<\/p>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-tri\u1ec3n-khai\"><span class=\"ez-toc-section\" id=\"Trien_khai\"><\/span>Tri\u1ec3n khai<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<div class=\"wp-block-greenshift-blocks-container gspb_container gspb_container-gsbp-bb3e253 text-wrap\" id=\"gspb_container-id-gsbp-bb3e253\">\n<p><em>(kh\u00fac n\u00e0y m\u1ea5y &#8220;c\u00f4ng nh\u00e2n&#8221; data b\u1eaft \u0111\u1ea7u v\u00e0o vi\u1ec7c)<\/em><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-vi\u1ec7c-d\u1ea7u-tien-thu-th\u1eadp-d\u1eef-li\u1ec7u\">Vi\u1ec7c \u0111\u1ea7u ti\u00ean: Thu th\u1eadp d\u1eef li\u1ec7u<\/h3>\n\n\n\n<p>\u0110\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t h\u1ec7 th\u1ed1ng nh\u1eadn d\u1ea1ng b\u1ec7nh v\u00e0 s\u00e2u b\u1ec7nh tr\u00ean c\u00e2y tr\u1ed3ng, c\u1ea7n ph\u1ea3i thu th\u1eadp d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh c\u1ee7a c\u00e1c lo\u1ea1i b\u1ec7nh v\u00e0 s\u00e2u b\u1ec7nh kh\u00e1c nhau. C\u00f3 r\u1ea5t nhi\u1ec1u th\u00f4ng tin \u0111\u01b0\u1ee3c thu th\u1eadp nh\u01b0: m\u00e0u s\u1eafc, h\u00ecnh d\u1ea1ng, k\u00edch th\u01b0\u1edbc v\u00e0 v\u1ecb tr\u00ed, lo\u1ea1i c\u00e2y tr\u1ed3ng b\u1ecb b\u1ec7nh, tri\u1ec7u ch\u1ee9ng tr\u00ean l\u00e1,&#8230;<\/p>\n\n\n\n<p>C\u00e1c chuy\u00ean gia n\u00f4ng nghi\u1ec7p v\u00e0 n\u00f4ng d\u00e2n s\u1ebd gi\u00fap \u0111\u1ed9i nghi\u00ean c\u1ee9u \u0111\u00e1nh d\u1ea5u m\u1ed9t ph\u1ea7n d\u1eef li\u1ec7u, d\u00e2n data hay g\u1ecdi l\u00e0 \u201cm\u1ea1c\u201d (mark), \u0111\u1ec3 \u0111\u01b0a v\u00e0o m\u00e1y h\u1ecdc.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-hu\u1ea5n-luy\u1ec7n\"><span class=\"ez-toc-section\" id=\"Huan_luyen\"><\/span>Hu\u1ea5n luy\u1ec7n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Sau khi c\u00f3 \u0111\u1ee7 c\u00e1c d\u1eef li\u1ec7u \u0111\u00e3 \u201cm\u1ea1c\u201d, ch\u00fang ta s\u1eed d\u1ee5ng thu\u1eadt to\u00e1n \u0111\u1ec3 train. N\u00f3i n\u00f4m na, sau khi \u0111\u00e3 chu\u1ea9n b\u1ecb \u201cgi\u00e1o \u00e1n\u201d ph\u00eda tr\u00ean th\u00ec m\u00ecnh b\u1eaft \u0111\u1ea7u qu\u00e1 tr\u00ecnh d\u1ea1y. D\u1ea1y g\u00ec? D\u1ea1y m\u00f4 h\u00ecnh (m\u00e1y) h\u00ecnh \u1ea3nh n\u00e0o l\u00e1 kh\u00f4ng b\u1ec7nh, h\u00ecnh \u1ea3nh n\u00e0o l\u00e1 b\u1ecb b\u1ec7nh v\u00e0 b\u1ec7nh g\u00ec d\u1ef1a tr\u00ean m\u1eabu c\u00e1c h\u00ecnh \u1ea3nh. Sau \u0111\u00f3 m\u00e1y s\u1ebd \u0111\u01b0\u1ee3c test \u0111\u1ec3 ki\u1ec3m tra \u0111\u1ed9 ch\u00ednh x\u00e1c, gi\u1ed1ng nh\u01b0 vi\u1ec7c d\u1ea1y xong th\u00ec h\u00f4m sau b\u1eaft ph\u1ea3i tr\u1ea3 b\u00e0i. Tu\u1ef3 v\u00e0o k\u1ebft qu\u1ea3 test &#8211; m\u1ee9c \u0111\u1ed9 ch\u00ednh x\u00e1c tr\u00ean c\u00e1c k\u1ebft qu\u1ea3 nh\u1eadn di\u1ec7n c\u1ee7a m\u00e1y m\u00e0 nh\u00f3m s\u1ebd t\u1ed1i \u01b0u h\u00f3a \u0111\u1ec3 t\u0103ng t\u1ec9 l\u1ec7 n\u00e0y l\u00ean, c\u00f3 th\u1ec3 t\u1ed1i \u01b0u b\u1eb1ng vi\u1ec7c \u0111i\u1ec1u ch\u1ec9nh l\u1ea1i thu\u1eadt to\u00e1n ho\u1eb7c th\u00eam m\u1eabu \u0111\u1ec3 m\u00e1y h\u1ecdc l\u1ea1i, v\u00e0 \u201ctr\u1ea3 b\u00e0i\u201d l\u1ea1i. =&gt; Sau khi hu\u1ea5n luy\u1ec7n, ta s\u1ebd c\u00f3 m\u1ed9t m\u00f4 h\u00ecnh m\u00e1y bi\u1ebft c\u00e1ch nh\u1eadn th\u00f4ng tin v\u00e0 ph\u00e2n bi\u1ec7t gi\u1eefa c\u00e1c lo\u1ea1i b\u1ec7nh v\u00e0 s\u00e2u b\u1ec7nh d\u1ef1a tr\u00ean c\u00e1c \u0111\u1eb7c tr\u01b0ng quan tr\u1ecdng.<\/p>\n\n\n\n<p>M\u00e1y c\u00f3 \u0111\u1ed9 ch\u00ednh x\u00e1c cao h\u01a1n 97% (nh\u01b0ng ch\u1ec9 ch\u1ea1y \u0111\u01b0\u1ee3c tr\u00ean server, ch\u1ec9 c\u00f3 nh\u1eefng \u201cc\u00f4ng nh\u00e2n\u201d data m\u1edbi c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng).<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-th\u1ef1c-nghi\u1ec7m\">Th\u1ef1c nghi\u1ec7m<\/h3>\n\n\n\n<p>M\u00f4 h\u00ecnh s\u1ebd \u0111\u01b0\u1ee3c ch\u1ea1y ki\u1ec3m nghi\u1ec7m \u0111\u1ec3 t\u00ecm ki\u1ebfm s\u00e2u b\u1ec7nh tr\u00ean m\u1ed9t s\u1ed1 th\u1eeda, v\u00e0 \u0111\u00e1nh gi\u00e1 hi\u1ec7u qu\u1ea3 so v\u1edbi k\u1ebft qu\u1ea3 ph\u00e2n t\u00edch th\u1ee7 c\u00f4ng c\u1ee7a ng\u01b0\u1eddi n\u00f4ng d\u00e2n. C\u00e1c d\u1eef li\u1ec7u ki\u1ec3m th\u1eed s\u1ebd \u0111\u01b0\u1ee3c g\u1eedi v\u1ec1 \u0111\u1ec3 \u0111\u1ed9i ph\u00e2n t\u00edch ti\u1ebfp t\u1ee5c t\u1ed1i \u01b0u ho\u00e1 m\u00f4 h\u00ecnh.<\/p>\n\n\n\n<p>Trong qu\u00e1 tr\u00ecnh ch\u1ea1y th\u1ef1c t\u1ebf c\u00f3 nhi\u1ec1u v\u1ea5n \u0111\u1ec1 ph\u00e1t sinh nh\u01b0 c\u00e1c g\u00f3c b\u1ecb khu\u1ea5t b\u00f3ng c\u00f3 m\u1ee9c \u0111\u1ed9 d\u1ef1 \u0111o\u00e1n s\u00e2u b\u1ec7nh k\u00e9m, cho n\u00ean m\u1ed9t s\u1ed1 lo\u1ea1i \u0111\u00e8n kh\u00e1c nhau s\u1ebd \u0111\u01b0\u1ee3c th\u1eed nghi\u1ec7m \u0111\u1ec3 drone thu \u0111\u01b0\u1ee3c nhi\u1ec1u d\u1eef li\u1ec7u h\u01a1n.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-phat-tri\u1ec3n-s\u1ea3n-ph\u1ea9m\">Ph\u00e1t tri\u1ec3n s\u1ea3n ph\u1ea9m<\/h3>\n\n\n\n<p>Sau b\u01b0\u1edbc ch\u1ea1y th\u1ef1c nghi\u1ec7m th\u00e0nh c\u00f4ng, c\u00e1c \u201cc\u00f4ng nh\u00e2n\u201d data s\u1ebd h\u1ee3p t\u00e1c v\u1edbi v\u00e0i anh dev \u0111\u1ec3 x\u00e2y d\u1ef1ng app gi\u00fap th\u00f4ng b\u00e1o v\u1ecb tr\u00ed s\u00e2u r\u1ea7y cho ng\u01b0\u1eddi n\u00f4ng d\u00e2n, c\u00e1c d\u1eef li\u1ec7u thu th\u1eadp t\u1eeb drone s\u1ebd \u0111\u01b0\u1ee3c x\u1eed l\u00ed v\u00e0 tr\u1ef1c quan ho\u00e1 th\u00e0nh c\u00e1c bi\u1ec3u \u0111\u1ed3:<\/p>\n\n\n\n<p>\u2013 Nhi\u1ec7t \u0111\u1ed9<br>\u2013 \u00c1nh s\u00e1ng<br>\u2013 Thi\u00ean \u0111\u1ecbch<br>\u2013 S\u1ed1 l\u01b0\u1ee3ng s\u00e2u r\u1ea7y<br>\u2026<\/p>\n\n\n\n<p>C\u00e1c th\u00f4ng tin \u0111\u01b0\u1ee3c \u0111\u01b0a \u0111\u1ebfn ng\u01b0\u1eddi n\u00f4ng d\u00e2n tr\u1ef1c ti\u1ebfp qua s\u1edd mart ph\u00f4n, t\u1eeb \u0111\u00f3 ng\u01b0\u1eddi n\u00f4ng d\u00e2n c\u00f3 th\u1ec3 t\u1ef1 ra phun thu\u1ed1c v\u00e0o v\u1ecb tr\u00ed m\u00e0 drone cung c\u1ea5p, theo d\u00f5i \u0111\u01b0\u1ee3c v\u1ec1 s\u1ee9c kho\u1ebb khu canh t\u00e1c c\u1ee7a m\u00ecnh, theo d\u00f5i \u0111\u01b0\u1ee3c m\u1ed7i ng\u00e0y m\u00e0 kh\u00f4ng c\u1ea7n ph\u1ea3i thu\u00ea ng\u01b0\u1eddi ch\u0103m s\u00f3c, ra c\u00e1c quy\u1ebft \u0111\u1ecbnh t\u1ed1t h\u01a1n d\u1ef1a tr\u00ean c\u00e1c d\u1eef li\u1ec7u g\u1eedi v\u1ec1.<\/p>\n\n\n\n<p>\u1ee8ng d\u1ee5ng n\u00e0y gi\u00fap n\u00f4ng d\u00e2n ph\u00e1t hi\u1ec7n s\u1edbm c\u00e1c v\u1ea5n \u0111\u1ec1 v\u1ec1 b\u1ec7nh t\u1eadt v\u00e0 s\u00e2u b\u1ec7nh, t\u1eeb \u0111\u00f3 tri\u1ec3n khai c\u00e1c bi\u1ec7n ph\u00e1p can thi\u1ec7p m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c v\u00e0 k\u1ecbp th\u1eddi. \u0110i\u1ec1u n\u00e0y gi\u00fap gi\u1ea3m thi\u1ec3u s\u1ef1 l\u00e2y lan c\u1ee7a b\u1ec7nh, ti\u1ebft ki\u1ec7m ngu\u1ed3n l\u1ef1c v\u00e0 h\u00f3a ch\u1ea5t, gi\u00fap b\u1ea3o v\u1ec7 m\u00f4i tr\u01b0\u1eddng v\u00e0 gi\u1ea3m t\u1ed5n th\u1ea5t trong s\u1ea3n l\u01b0\u1ee3ng c\u00e2y tr\u1ed3ng.<\/p>\n<\/div>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2023\/08\/NHVan-1-640x360.jpg\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" srcset=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2023\/08\/NHVan-1.jpg 640w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2023\/08\/NHVan-1-300x169.jpg 300w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2023\/08\/NHVan-1-200x113.jpg 200w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2023\/08\/NHVan-1-100x56.jpg 100w\" alt=\"\" width=\"640\" height=\"360\" \/><\/figure>\n\n\n\n<div class=\"wp-block-greenshift-blocks-container gspb_container gspb_container-gsbp-48f942a text-wrap\" id=\"gspb_container-id-gsbp-48f942a\">\n<p>R\u1ed3i, t\u1ed5ng quan c\u00e1i d\u1ef1 \u00e1n n\u00f4ng th\u00f4n \u0111\u1ed3ng ru\u1ed9ng m\u00ecnh tham gia l\u00e0 v\u1eady \u0111\u00f3.<\/p>\n\n\n\n<p>M\u00ecnh \u0111\u00e3 t\u1eebng l\u00e0m ph\u00e2n t\u00edch d\u1eef li\u1ec7u ph\u1ee5c v\u1ee5 cho c\u00e1c c\u00f4ng ty, t\u1eadp \u0111o\u00e0n l\u1edbn, nh\u01b0ng kh\u00f4ng c\u1ea3m th\u1ea5y \u00fd ngh\u0129a b\u1eb1ng vi\u1ec7c mang ki\u1ebfn th\u1ee9c m\u00ecnh c\u00f3 v\u00e0 ph\u1ee5c v\u1ee5 cho ng\u01b0\u1eddi n\u00f4ng d\u00e2n.<\/p>\n\n\n\n<p>M\u00ecnh mong t\u01b0\u01a1ng lai AI ng\u00e0y c\u00e0ng ph\u00e1t tri\u1ec3n s\u1ebd gi\u1ea3i quy\u1ebft \u0111\u01b0\u1ee3c nhi\u1ec1u b\u00e0i to\u00e1n trong n\u00f4ng nghi\u1ec7p h\u01a1n n\u1eefa nh\u01b0: Qu\u1ea3n l\u00fd t\u01b0\u1edbi ti\u00eau th\u00f4ng minh, D\u1ef1 b\u00e1o thu ho\u1ea1ch,\u2026<\/p>\n\n\n\n<p>Nh\u01b0 v\u1eady, kh\u00f4ng th\u1ec3 ph\u1ee7 nh\u1eadn AI \u0111\u00e3 m\u1edf ra c\u00e1nh c\u1eeda cho s\u1ef1 \u0111\u1ed9t ph\u00e1 c\u00f4ng ngh\u1ec7 v\u00e0 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t trong nhi\u1ec1u ng\u00e0nh ngh\u1ec1 k\u1ec3 c\u1ea3 n\u00f4ng nghi\u1ec7p.<\/p>\n\n\n\n<p><strong>M\u00ecnh ngh\u0129 trong t\u01b0\u01a1ng lai s\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa kh\u1ea3 n\u0103ng t\u00ednh to\u00e1n m\u1ea1nh m\u1ebd c\u1ee7a AI c\u00f9ng v\u1edbi s\u1ef1 s\u00e1ng t\u1ea1o v\u00e0 tr\u00ed tu\u1ec7 c\u1ee7a con ng\u01b0\u1eddi s\u1ebd m\u1edf ra nh\u1eefng kh\u1ea3 n\u0103ng v\u00f4 t\u1eadn.<\/strong><\/p>\n<\/div>\n\n\n\n<figure class=\"wp-block-pullquote\"><blockquote><p><strong>Kh\u00f4ng th\u1ec3 ph\u1ee7 nh\u1eadn AI \u0111\u00e3 m\u1edf ra c\u00e1nh c\u1eeda cho s\u1ef1 \u0111\u1ed9t ph\u00e1 c\u00f4ng ngh\u1ec7 v\u00e0 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t trong nhi\u1ec1u ng\u00e0nh ngh\u1ec1 k\u1ec3 c\u1ea3 n\u00f4ng nghi\u1ec7p. M\u00ecnh ngh\u0129 trong t\u01b0\u01a1ng lai s\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa kh\u1ea3 n\u0103ng t\u00ednh to\u00e1n m\u1ea1nh m\u1ebd c\u1ee7a AI c\u00f9ng v\u1edbi s\u1ef1 s\u00e1ng t\u1ea1o v\u00e0 tr\u00ed tu\u1ec7 c\u1ee7a con ng\u01b0\u1eddi s\u1ebd m\u1edf ra nh\u1eefng kh\u1ea3 n\u0103ng v\u00f4 t\u1eadn.<\/strong><\/p><cite>Nguy\u1ec5n H\u1eefu V\u0103n<br><span class=\"job\">Product Analyst<\/span><br><span class=\"source\">Tr\u00edch \u201cKhi m\u00e1y h\u1ecdc l\u00e0m n\u00f4ng&#8221;<\/span><\/cite><\/blockquote><\/figure>\n\n\n\n<div class=\"wp-block-greenshift-blocks-container gspb_container gspb_container-gsbp-bd2c51d text-wrap\" id=\"gspb_container-id-gsbp-bd2c51d\">\n<p>Kh\u00f4ng qu\u00e1 technical v\u00e0 kh\u00f4ng qu\u00e1 thu\u1eadt ng\u1eef, m\u00ecnh chia s\u1ebb hy v\u1ecdng t\u1ea5t c\u1ea3 m\u1ecdi ng\u01b0\u1eddi k\u1ec3 c\u1ea3 ng\u01b0\u1eddi ch\u01b0a quen thu\u1ed9c v\u1edbi tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u0169ng c\u00f3 th\u1ec3 h\u00ecnh dung v\u00e0 hi\u1ec3u ph\u1ea7n n\u00e0o v\u1ec1 m\u00f4 h\u00ecnh m\u00e1y h\u1ecdc c\u0169ng nh\u01b0 vai tr\u00f2 c\u1ee7a \u201cc\u00f4ng nh\u00e2n\u201d data, bi\u1ebft \u0111\u00e2u c\u00f3 ng\u01b0\u1eddi l\u1ea1i th\u00edch v\u00e0 ng\u00e0nh data \u1edf Vi\u1ec7t Nam, v\u00e0 l\u1ea1i c\u00f3 th\u00eam \u201cm\u1ecdt m\u00e1y\u201d m\u1edbi gia nh\u1eadp \ud83d\ude00&nbsp;<\/p>\n\n\n\n<p>L\u1eddi cu\u1ed1i xin c\u1ea3m \u01a1n \u0111\u1ed9i ng\u0169 ph\u00e1t tri\u1ec3n ITviec v\u00e0 ban t\u1ed5 ch\u1ee9c cu\u1ed9c thi \u0111\u00e3 \u0111\u1ea7u t\u01b0 t\u1ea1o ra m\u1ed9t s\u00e2n ch\u01a1i \u00fd ngh\u0129a cho anh em k\u1ef9 thu\u1eadt t\u1ee5i m\u00ecnh, xin c\u1ea3m \u01a1n!<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"ve-minh\"><strong>V\u1ec1 m\u00ecnh<\/strong><\/h3>\n\n\n\n<p>\u2013 H\u1ebf l\u00f4 c\u00e1c anh em, m\u00ecnh l\u00e0 V\u0103n \u2013 Product Analyst, c\u00f4ng vi\u1ec7c c\u1ee7a m\u00ecnh li\u00ean quan \u0111\u1ebfn ph\u00e2n t\u00edch v\u00e0 \u201cs\u1ed1 m\u00e1\u201d l\u00e0 ch\u1ee7 y\u1ebfu. Nh\u1ecf m\u00ea to\u00e1n, l\u1edbn l\u00ean nghi\u1ec7n AI.<br>\u2013 Ng\u00f4n ng\u1eef m\u00ecnh s\u1eed d\u1ee5ng: Python, R, SQL, Javascript.<br>\u2013 L\u0129nh v\u1ef1c AI m\u00e0 m\u00ecnh \u0111am m\u00ea v\u00e0 nghi\u00ean c\u1ee9u: Machine Learning, Computer vision.<br>\u2013 Ch\u00e2m ng\u00f4n m\u00ecnh th\u00edch: \u201c<em>Life is 10% what happens to me and 90% how I react to it<\/em>.\u201d \u2013 Charles R. Swindoll<br>S\u01a1 s\u01a1 v\u1ec1 m\u00ecnh th\u1ebf th\u00f4i \ud83d\ude00<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-greenshift-blocks-container gspb_container gspb_container-gsbp-98d4c26\" id=\"gspb_container-id-gsbp-98d4c26\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:40px;padding-right:40px;padding-bottom:40px;padding-left:40px;flex-basis:66.66%\">\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-ee875417b667d61c7feb1a58ca0680a2\" id=\"h-cu\u1ed9c-thi-la-it-thi-minh-c\u1ee9-vi\u1ebft-di\" style=\"color:#121212;font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.469), 20px);font-style:normal;font-weight:400\">Cu\u1ed9c thi &#8220;L\u00e0 IT Th\u00ec M\u00ecnh C\u1ee9 Vi\u1ebft \u0110i&#8221;<\/h3>\n\n\n\n<p style=\"font-size:14px;line-height:2\">B\u00e0i vi\u1ebft \u201cKhi M\u00e1y H\u1ecdc L\u00e0m N\u00f4ng\u201d \u0111\u00e3 th\u1eafng gi\u1ea3i \u201c<strong>B\u00e0i vi\u1ebft xu\u1ea5t s\u1eafc nh\u1ea5t\u201d<\/strong>\u00a0trong cu\u1ed9c thi\u00a0vi\u1ebft\u00a0\u201cL\u00e0 IT Th\u00ec M\u00ecnh C\u1ee9 Vi\u1ebft \u0110i\u201d\u00a0do ITviec t\u1ed5 ch\u1ee9c, t\u1eeb ng\u00e0y 26\/04\/2023 \u0111\u1ebfn 26\/06\/2023, nh\u00e2n d\u1ecbp k\u1ef7 ni\u1ec7m 10 n\u0103m th\u00e0nh l\u1eadp.<\/p>\n\n\n\n<div class=\"gspb_button_wrapper gspb_button-id-gsbp-fdd52d9\" id=\"gspb_button-id-gsbp-fdd52d9\"><a class=\"wp-block-greenshift-blocks-buttonbox gspb-buttonbox wp-element-button\" rel=\"noopener\"><span class=\"gspb-buttonbox-textwrap\"><span class=\"gspb-buttonbox-text\"><span class=\"gspb-buttonbox-title\">XEM C\u00c1C B\u00c0I VI\u1ebeT kh\u00e1c<\/span><\/span><\/span><\/a><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-constrained wp-block-column-is-layout-constrained\" style=\"flex-basis:33.33%\">\n<div 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l\u1ea1i c\u00f3 th\u00eam \u201cm\u1ecdt m\u00e1y\u201d m\u1edbi gia nh\u1eadp.<\/p>\n","protected":false},"author":114,"featured_media":38901,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"it-story-article.php","format":"standard","meta":{"_acf_changed":false,"_gspb_post_css":"#gspb_button-id-gsbp-fdd52d9{display:flex;justify-content:flex-start}#gspb_button-id-gsbp-fdd52d9 .gspb-buttonbox-text{display:flex;flex-direction:column}#gspb_button-id-gsbp-fdd52d9>.gspb-buttonbox{box-sizing:border-box;background-color:#ea1e30;font-size:1px}#gspb_image-id-gsbp-c1df7d9{text-align:center}#gspb_image-id-gsbp-c1df7d9 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