{"id":213,"date":"2019-08-26T02:30:17","date_gmt":"2019-08-25T19:30:17","guid":{"rendered":"http:\/\/ainoodle.tech\/?p=213"},"modified":"2019-08-26T02:30:17","modified_gmt":"2019-08-25T19:30:17","slug":"yolo-series-thu-lam-he-thong-chong-khung-bo-gun-detection-phat-hien-sung","status":"publish","type":"post","link":"https:\/\/miai.vn\/?p=213","title":{"rendered":"[YOLO Series] Th\u1eed l\u00e0m h\u1ec7 th\u1ed1ng ch\u1ed1ng kh\u1ee7ng b\u1ed1, ph\u00e1t hi\u1ec7n s\u00fang &#8211; cho ng\u00e2n h\u00e0ng, v\u0103n ph\u00f2ng"},"content":{"rendered":"\n<p>Howdy c\u00e1c b\u1ea1n. M\u1ed9t tu\u1ea7n m\u1edbi l\u1ea1i b\u1eaft \u0111\u1ea7u, tranh th\u1ee7 \u0111\u1ea7u tu\u1ea7n c\u00f3 t\u00fd time r\u1ea3nh m\u00ecnh s\u1ebd guide c\u00e1c b\u1ea1n m\u1ed9t v\u00ed d\u1ee5 th\u1ef1c t\u1ebf r\u1ea5t t\u1ed1t c\u1ee7a YOLO (ti\u1ec7n th\u1ec3 l\u00e0m 1 series v\u1ec1 YOLO \u0111\u1ec3 c\u00f2n chuy\u1ec3n sang v\u1ea5n \u0111\u1ec1 kh\u00e1c).Trong b\u00e0i n\u00e0y, nh\u01b0 title, m\u00ecnh s\u1ebd guide c\u00e1c b\u1ea1n l\u00e0m m\u1ed9t h\u1ec7 th\u1ed1ng ch\u1ed1ng kh\u1ee7ng b\u1ed1 \u0111\u01a1n gi\u1ea3n b\u1eb1ng c\u00e1ch ph\u00e1t hi\u1ec7n s\u00fang. V\u00ed d\u1ee5 c\u00e1c b\u1ea1n c\u00f3 th\u1ec3 \u0111\u1ea5u n\u1ed1i h\u1ec7 th\u1ed1ng camera c\u1ee7a c\u01a1 quan, nh\u00e0 \u1edf, v\u0103n ph\u00f2ng, ng\u00e2n h\u00e0ng&#8230; v\u00e0o model c\u1ee7a c\u00e1c b\u1ea1n v\u00e0 ngay khi c\u00f3 ai \u0111\u00f3 v\u00e1c s\u00fang (hay v\u1eadt g\u00ec \u0111en \u0111en, cong cong gi\u1ed1ng s\u00fang) ra d\u1ecda th\u00ec c\u00e1c b\u1ea1n s\u1ebd ngay l\u1eadp t\u1ee9c c\u1ea3nh b\u00e1o, th\u00f4ng b\u00e1o \u0111\u1ebfn c\u00e1c b\u1ed9 ph\u1eadn h\u1eefu quan.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh3.googleusercontent.com\/dSfPhVV7E2oRLEJFVRKbP7CReI6P6zheo8clB4kN-rqTJbRfOCFvfsm286YRFcGjccnYViUhivmfQjfwH15VNylOI4K9ksPsWK1DPVBgQW1MTlpDUjpqnkVy3H3MKhHOlWUcXc4qwKqi3oTRO3zBSnDzr3-HzJ1Hgi9MFnaCJrUeKBvgkkW6qP4RT5W7tDgKuqPa56BpvhVLDnXS4hIWC_6XlmJV9s4_n6DEo8JUDueNu5BjxCPMquJrUQdtYHAK50SFwfVzkHGyHU7PjSGO_dCiSn-DNqS1q-iMz-E4qPMqdLUMU1ZAiv6TpbiwhKVNt2QMPfpwNwgQ-8QX87P4Mdx64bS8UoRrvxzoxkLgGFzxv0ZmqN2jjX0w6So4hOStImoM-RmudS_KbvUHwhVaQzfpKlZvPqjVX8WfDUSNANtFRk0bVzKQpD_BWqn3v-BrnMvxViK52Rij8jEZrW2wpHyRJmuSzD6Sa-S4rqXQ15dlDId7BZXLanbjAu2MS7KtcAwkW0ITOfdh5nh33Nr3_ZIrl8ZZuxexZ5L2mijWr8cS-_0fPsQRNwYk4WyNIchkZbXtgnLSJWMxCbFSFxi2rc9jVIaVZFS3H4ByBrrSDmxcOd3LTz3XKf_1bG3TKc0aYyd-YGFP3dnw9uVYegA8CoF-z0EzCVbo=w1324-h993-no\" alt=\"ph\u00e1t hi\u1ec7n s\u00fang\"\/><\/figure>\n\n\n\n<p>B\u00e0i n\u00e0y m\u00ecnh l\u00e0m sample \u1edf m\u1ee9c c\u01a1 b\u1ea3n, b\u1ea1n n\u00e0o mu\u1ed1n s\u1eed d\u1ee5ng trong th\u1ef1c t\u1ebf c\u00f3 th\u1ec3 s\u1ebd c\u1ea7n improve nhi\u1ec1u th\u1ee9, customize nhi\u1ec1u th\u1ee9 \u0111\u1ec3 ph\u00f9 h\u1ee3p v\u1edbi \u0111i\u1ec1u ki\u1ec7n c\u1ee7a c\u00e1c b\u1ea1n nh\u00e9.<\/p>\n\n\n\n<p>Nh\u01b0 th\u01b0\u1eddng l\u1ec7, ch\u00fang ta c\u00f9ng b\u1eaft \u0111\u1ea7u v\u1edbi c\u1ea5u tr\u00fac b\u00e0i vi\u1ebft \ud83d\ude00<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><span style=\"text-decoration: underline;\"><strong>Ph\u1ea7n 1<\/strong><\/span>. Chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u s\u00fang \u0111\u1ec3 train<\/li><li><strong><span style=\"text-decoration: underline;\">Ph\u1ea7n 2<\/span><\/strong>. Ti\u1ebfn h\u00e0nh train model YOLO v3<\/li><li><strong><span style=\"text-decoration: underline;\">Ph\u1ea7n 3<\/span><\/strong>. Vi\u1ebft code \u0111\u1ec3 g\u1ecdi YOLO\/darknet t\u1eeb Python (object detection t\u1eeb video)<\/li><li><strong><span style=\"text-decoration: underline;\">Ph\u1ea7n 4<\/span><\/strong>. T\u1eadn h\u01b0\u1edfng th\u00e0nh qu\u1ea3 n\u00e0o!<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Ph\u1ea7n 1. Chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u \u0111\u1ec3 train<\/h2>\n\n\n\n<p>Yeah, detect s\u00fang th\u00ec ch\u1eafc ch\u1eafn l\u00e0 ph\u1ea3i c\u00f3 d\u1eef li\u1ec7u train v\u1ec1 s\u00fang \u0111\u1ec3 c\u00e1c b\u1ea1n feed cho model r\u1ed3i.<\/p>\n\n\n\n<p>M\u00ecnh bi\u1ebft c\u00e1c b\u1ea1n r\u1ea5t ng\u1ea1i g\u00e1n nh\u00e3n, \u0111\u1eb7c bi\u1ec7t l\u00e0 v\u1edbi c\u00e1c b\u1ed9 d\u1eef li\u1ec7u v\u00e0i ngh\u00ecn images do \u0111\u00f3 m\u00ecnh \u0111\u00e3 chia s\u1ebb m\u1ed9t b\u1ed9 d\u1eef li\u1ec7u g\u00e1n nh\u00e3n s\u1eb5n \u0111\u1ec3 c\u00e1c b\u1ea1n s\u1eed d\u1ee5ng. C\u00e1c b\u1ea1n truy c\u1eadp <a href=\"https:\/\/miai.vn\/thu-vien-mi-ai\/\">https:\/\/miai.vn\/thu-vien-mi-ai\/<\/a> v\u00e0 v\u00e0o ph\u1ea7n <strong>Dataset &gt; H\u00ecnh \u1ea3nh<\/strong> v\u00e0 ch\u1ecdn <strong>D\u1eef li\u1ec7u h\u00ecnh \u1ea3nh 3000 s\u00fang ng\u1eafn ch\u1ea5t l\u01b0\u1ee3ng cao c\u00f3 g\u00e1n nh\u00e3n<\/strong> \u0111\u1ec3 t\u1ea3i v\u1ec1 nh\u00e9.<\/p>\n\n\n\n<p>Xong r\u1ed3i, gi\u1edd sang \u0111\u1ebfn ph\u1ea7n 2. Ah qu\u00ean, h\u00e3y t\u1ea1o m\u1ed9t th\u01b0 m\u1ee5c <strong>MiAI_GunDetection<\/strong> \u0111\u1ec3 l\u01b0u m\u1ecdi th\u1ee9 c\u1ee7a b\u00e0i n\u00e0y nh\u00e9.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Ph\u1ea7n 2. Train model YOLO v3<\/h2>\n\n\n\n<p>C\u00e1c b\u1ea1n \u0111\u1ee9ng t\u1ea1i th\u01b0 m\u1ee5c MiAI_Gundetection v\u00e0 th\u1ef1c hi\u1ec7n tu\u1ea7n t\u1ef1 nh\u01b0 sau:<\/p>\n\n\n\n<p><strong><span style=\"text-decoration: underline;\">B\u01b0\u1edbc 1<\/span><\/strong>. G\u00f5 l\u1ec7nh \u0111\u1ec3 l\u1ea5y source darknet v\u1ec1 m\u00e1y. <\/p>\n\n\n\n<p>N\u1ebfu b\u1ea1n s\u1eed d\u1ee5ng MacOS hay Linux th\u00ec g\u00f5 l\u1ec7nh <\/p>\n\n\n\n<p><code>git clone&nbsp;<\/code><a href=\"https:\/\/github.com\/pjreddie\/darknet\"><code>https:\/\/github.com\/pjreddie\/darknet<\/code><\/a><\/p>\n\n\n\n<p>N\u1ebfu b\u1ea1n d\u00f9ng Windows th\u00ec g\u00f5 l\u1ec7nh<\/p>\n\n\n\n<p><code>git clone https:\/\/github.com\/AlexeyAB\/darknet<\/code><\/p>\n\n\n\n<p>N\u1ebfu th\u00e0nh c\u00f4ng s\u1ebd c\u00f3 th\u00eam 1 th\u01b0 m\u1ee5c darknet trong MiAI_GunDetection.<\/p>\n\n\n\n<script async src=\"https:\/\/pagead2.googlesyndication.com\/pagead\/js\/adsbygoogle.js\"><\/script>\n<!-- InPost_Ad -->\n<ins class=\"adsbygoogle\"\n     style=\"display:block\"\n     data-ad-client=\"ca-pub-5095883280136027\"\n     data-ad-slot=\"7735063137\"\n     data-ad-format=\"auto\"\n     data-full-width-responsive=\"true\"><\/ins>\n<script>\n     (adsbygoogle = window.adsbygoogle || []).push({});\n<\/script>\n\n\n\n<p><strong><span style=\"text-decoration: underline;\">B\u01b0\u1edbc 2<\/span><\/strong>. G\u00f5 l\u1ec7nh \u0111\u1ec3 l\u1ea5y m\u00e3 ngu\u1ed3n k\u1ebft n\u1ed1i Python v\u1edbi Darknet. C\u00e1c b\u1ea1n \u0111\u1ee9ng t\u1ea1i th\u01b0 m\u1ee5c MiAI_GunDetection (kh\u00f4ng v\u00e0o th\u01b0 m\u1ee5c darknet nh\u00e9) v\u00e0 g\u00f5 l\u1ec7nh:<\/p>\n\n\n\n<p><code>git clone https:\/\/github.com\/thangnch\/gun_detection<\/code><\/p>\n\n\n\n<p>R\u1ed3i, b\u00e2y gi\u1edd copy t\u1ea5t c\u1ea3 n\u1ed9i dung trong th\u01b0 m\u1ee5c <strong>gun_detection<\/strong> \u0111\u00e8 sang th\u01b0 m\u1ee5c <strong>darknet<\/strong>.<\/p>\n\n\n\n<p><span style=\"text-decoration: underline;\"><strong>B\u01b0\u1edbc 3.<\/strong><\/span> Train model. <\/p>\n\n\n\n<p>D\u1eef li\u1ec7u s\u00fang t\u1ea3i v\u1ec1 \u1edf Ph\u1ea7n 1, c\u00e1c b\u1ea1n copy v\u00e0o th\u01b0 m\u1ee5c darknet nh\u00e9 (copy nguy\u00ean c\u1ea3 th\u01b0 m\u1ee5c data &#8211; \u0111\u01b0\u1ee3c gi\u1ea3i n\u00e9n ra &#8211; paste v\u00e0o th\u01b0 m\u1ee5c darknet cho n\u00f3 \u0111\u00e8 l\u00ean th\u01b0 m\u1ee5c data hi\u1ec7n t\u1ea1i) <\/p>\n\n\n\n<p>Ti\u1ebfp theo, c\u00e1c b\u1ea1n s\u1eeda file Makefile v\u00e0 train model. Ri\u00eang v\u1ec1 ph\u1ea7n n\u00e0y th\u00ec c\u00e1c b\u1ea1n tham kh\u1ea3o l\u1ea1i 03 b\u00e0i vi\u1ebft c\u1ee7a m\u00ecnh \u0111\u1ec3 train cho ph\u00f9 h\u1ee3p v\u1edbi c\u1ea5u h\u00ecnh, \u0111i\u1ec1u ki\u1ec7n m\u00e1y m\u00f3c, OS c\u1ee7a c\u00e1c b\u1ea1n nh\u00e9. N\u1ebfu v\u01b0\u1edbng m\u1eafc g\u00ec c\u00e1c b\u1ea1n c\u1ee9 post l\u00ean group M\u00ec AI \u0111\u1ec3 \u0111\u01b0\u1ee3c th\u00e1o g\u1ee1 nh\u00e9 ( Group trao \u0111\u1ed5i, chia s\u1ebb: <a rel=\"noreferrer noopener\" aria-label=\"https:\/\/www.facebook.com\/groups\/miaigroup (opens in a new tab)\" href=\"https:\/\/www.facebook.com\/groups\/miaigroup\" target=\"_blank\">https:\/\/www.facebook.com\/groups\/miaigroup<\/a>&nbsp;)<\/p>\n\n\n\n<figure class=\"wp-block-embed-wordpress wp-block-embed is-type-wp-embed is-provider-mi-ai\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/miai.vn\/2019\/08\/09\/yolo-series-2-cach-train-yolo-de-detect-cac-object-dac-thu\/\n<\/div><\/figure>\n\n\n\n<figure class=\"wp-block-embed-wordpress wp-block-embed is-type-wp-embed is-provider-mi-ai\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/miai.vn\/2019\/08\/15\/yolo-series-cach-train-yolo-tren-google-colab\/\n<\/div><\/figure>\n\n\n\n<figure class=\"wp-block-embed-wordpress wp-block-embed is-type-wp-embed is-provider-mi-ai\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/miai.vn\/2019\/08\/25\/yolo-series-train-va-detect-su-dung-yolo-model-tren-windows\/\n<\/div><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Ph\u1ea7n 3. Vi\u1ebft code \u0111\u1ec3 nh\u1eadn di\u1ec7n s\u00fang t\u1eeb video<\/h2>\n\n\n\n<p>R\u1ed3i, nh\u01b0 v\u1eady qua Ph\u1ea7n 2. C\u00e1c b\u1ea1n \u0111\u00e3 train xong model. N\u1ebfu b\u1ea1n n\u00e0o c\u00f3 m\u00e1y t\u00ednh kh\u1ee7ng c\u00f3 th\u1ec3 train \u1edf local, b\u1ea1n n\u00e0o kh\u00f4ng c\u00f3 th\u00ec train tr\u00ean colab, c\u00e1c b\u1ea1n ti\u1ebfn h\u00e0nh t\u1ea3i file weight \u0111\u00e3 train v\u1ec1 local nh\u00e9. Gi\u1ea3 s\u1eed m\u00ecnh t\u1ea3i file weights yolov3.backup v\u00e0o trong th\u01b0 m\u1ee5c \/darknet\/backup \u1edf m\u00e1y t\u00ednh c\u1ee7a m\u00ecnh nh\u00e9.<\/p>\n\n\n\n<p>B\u00e2y gi\u1edd c\u00e1c b\u1ea1n c\u00f9ng vi\u1ebft code \u0111\u1ec3 ph\u00e1t hi\u1ec7n s\u00fang t\u1eeb video nh\u00e9. C\u00e1c b\u1ea1n h\u00e3y tr\u1edf v\u1ec1 th\u01b0 m\u1ee5c MiAI_GunDetection\/darknet v\u00e0 xem file video_detection.py nh\u00e9. M\u00ecnh \u0111\u00e3 comment \u0111\u1eb7c t\u1ea3 t\u1eebng d\u00f2ng code trong file r\u1ea5t chi ti\u1ebft r\u1ed3i.<\/p>\n\n\n\n<p>V\u1ec1 t\u1ed5ng quan, file n\u00e0y s\u1ebd load weights YOLO \u0111\u00e3 train, sau \u0111\u00f3 \u0111\u1ecdc m\u1ed9t file video, l\u1eb7p qua t\u1eebng frame c\u1ee7a video v\u00e0 detect s\u00fang trong frame \u0111\u00f3.<\/p>\n\n\n\n<p>C\u00e1c b\u1ea1n ch\u1ea1y th\u1eed b\u1eb1ng l\u1ec7nh sau:<\/p>\n\n\n\n<p><code>python  video_detect.py -cl yolo.names -w backup\/yolov3.backup -c cfg\/yolov3.cfg -i cam01.mp4<\/code><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh3.googleusercontent.com\/gX8jE3bTWtgwaQi2iawoU3hy6HCiCnbyYGsZaJJcS_WIJ4bQuqu6LO8hBAvZypXpfxnOKhlkyphBtBIExu_sXTcLrDaakHYNy0SAvIZ3WHZbNqb3a8sdM1libjtNoTGWjjrRwqN4Ah2fMcS0F8W4kDfcRZoA1twoYxUQ_5zXx6_AgMlFK9MrBvlZDmLji-etsv8LXxJkc98EqyrIxbKK7Muf_e6A9hh7TaF0cSuw9Q03lZTaiCv_f_nmGR3oX1UaBkkN0kAloZ7V8HO0SUrXqJDP99Lt7S6c6WUDFUGX2d557v79i-vDYZyMY1_DfWhl_NG46A_1NSOSdLt1qVPXvF22HqFxTojq-NsU2sdUlVaxGKwNCCzB1Q3atnT3wmIZiuoJU_IMTabytQWvQhizOTYymE9F-271uzZVnIcvTH0mCcbatAcR03XdvK0nsP1VOCuZw7Nv9xEPbr0ek9ZU0nlRZJzalCoiwWCY95o-4h0LHFcpVvSu7A8x-oDsmf0Qh776FU3nkkVYE4tNmTBYUaMcgeTPBuXnVbvl2g44zjpSEs7FKG48FK_rfPARg0IhpkqsnB9h2UCgoyi_P4KtsJvuQYe2AeZGWbqC2npq_4iubeC_zYV8L2C9DRKp5SeB--l5MMVqX5sfgVK_U46eoje-IumIlyZJ=w620-h342-no\" alt=\"ph\u00e1t hi\u1ec7n s\u00fang\"\/><\/figure>\n\n\n\n<p>N\u1ebfu okie, th\u00ec video s\u1ebd hi\u1ec3n th\u1ecb l\u00ean m\u00e0n h\u00ecnh v\u00e0 khi c\u00f3 s\u00fang s\u1ebd \u0111\u01b0\u1ee3c ph\u00e1t hi\u1ec7n v\u00e0 khoanh v\u00f9ng. Tuy nhi\u00ean, do d\u1eef li\u1ec7u train c\u00f2n \u00edt, th\u1eddi gian train ch\u01b0a nhi\u1ec1u v\u00e0 ch\u01b0a fine tune theo t\u1eebng \u0111i\u1ec1u ki\u1ec7n n\u00ean c\u00f3 th\u1ec3 model ch\u01b0a ph\u00e1t hi\u1ec7n \u0111\u01b0\u1ee3c 100% t\u00ecnh hu\u1ed1ng. C\u00e1c b\u1ea1n khi s\u1eed d\u1ee5ng trong th\u1ef1c t\u1ebf th\u00ec fine tune th\u00eam nh\u00e9.<\/p>\n\n\n\n<p>Ch\u00fac c\u00e1c b\u1ea1n th\u00e0nh c\u00f4ng!<\/p>\n\n\n\n<p>Fanpage: <a rel=\"noreferrer noopener\" aria-label=\"http:\/\/facebook.com\/miaiblog (opens in a new tab)\" href=\"http:\/\/facebook.com\/miaiblog\" target=\"_blank\">http:\/\/facebook.com\/miaiblog<\/a><br>Group trao \u0111\u1ed5i, chia s\u1ebb: <a rel=\"noreferrer noopener\" aria-label=\"https:\/\/www.facebook.com\/groups\/miaigroup (opens in a new tab)\" href=\"https:\/\/www.facebook.com\/groups\/miaigroup\" target=\"_blank\">https:\/\/www.facebook.com\/groups\/miaigroup<\/a><br>Website: <a href=\"https:\/\/miai.vn\/\">https:\/\/miai.vn\/<\/a><br>Youtube: <a href=\"http:\/\/bit.ly\/miaiyoutube\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"http:\/\/bit.ly\/miaiyoutube (opens in a new tab)\">http:\/\/bit.ly\/miaiyoutube<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Howdy c\u00e1c b\u1ea1n. M\u1ed9t tu\u1ea7n m\u1edbi l\u1ea1i b\u1eaft \u0111\u1ea7u, tranh th\u1ee7 \u0111\u1ea7u tu\u1ea7n c\u00f3 t\u00fd time r\u1ea3nh m\u00ecnh s\u1ebd guide c\u00e1c b\u1ea1n m\u1ed9t v\u00ed d\u1ee5 th\u1ef1c t\u1ebf r\u1ea5t t\u1ed1t c\u1ee7a YOLO (ti\u1ec7n th\u1ec3 l\u00e0m 1 series v\u1ec1 YOLO \u0111\u1ec3 c\u00f2n chuy\u1ec3n sang v\u1ea5n \u0111\u1ec1 kh\u00e1c).Trong b\u00e0i n\u00e0y, nh\u01b0 title, m\u00ecnh s\u1ebd guide c\u00e1c b\u1ea1n l\u00e0m [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[27,33],"tags":[19,49,21,22,50,51,23,24,25,41,28,47,48,29],"class_list":["post-213","post","type-post","status-publish","format-standard","hentry","category-computer-vision","category-sharing","tag-ai","tag-armor","tag-deep-learning","tag-dl","tag-gun","tag-gun-detect","tag-machine-learning","tag-mi-ai","tag-ml","tag-nhan-dang","tag-opencv","tag-vietai","tag-windows","tag-yolo"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Ph\u00e1t hi\u1ec7n s\u00fang v\u00e0 th\u1eed l\u00e0m h\u1ec7 th\u1ed1ng ch\u1ed1ng kh\u1ee7ng b\u1ed1 - M\u00ec AI<\/title>\n<meta name=\"description\" content=\"Trong b\u00e0i n\u00e0y m\u00ecnh s\u1ebd guide c\u00e1ch l\u00e0m h\u1ec7 th\u1ed1ng ch\u1ed1ng kh\u1ee7ng b\u1ed1 \u0111\u01a1n gi\u1ea3n b\u1eb1ng c\u00e1ch ph\u00e1t hi\u1ec7n s\u00fang, khi c\u00f3 ai \u0111\u00f3 v\u00e1c s\u00fang ra d\u1ecda th\u00ec s\u1ebd ngay l\u1eadp t\u1ee9c c\u1ea3nh b\u00e1o.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/miai.vn\/?p=213\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Ph\u00e1t hi\u1ec7n s\u00fang v\u00e0 th\u1eed l\u00e0m h\u1ec7 th\u1ed1ng ch\u1ed1ng kh\u1ee7ng b\u1ed1 - M\u00ec AI\" \/>\n<meta property=\"og:description\" content=\"Trong b\u00e0i n\u00e0y m\u00ecnh s\u1ebd guide c\u00e1ch l\u00e0m h\u1ec7 th\u1ed1ng ch\u1ed1ng kh\u1ee7ng b\u1ed1 \u0111\u01a1n gi\u1ea3n b\u1eb1ng c\u00e1ch ph\u00e1t hi\u1ec7n s\u00fang, khi c\u00f3 ai \u0111\u00f3 v\u00e1c s\u00fang ra d\u1ecda th\u00ec s\u1ebd ngay l\u1eadp t\u1ee9c c\u1ea3nh 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