{"id":132,"date":"2026-10-14T15:06:07","date_gmt":"2026-10-14T15:06:07","guid":{"rendered":"https:\/\/nino.to\/insights\/2026\/10\/14\/edge-ai-dua-hoc-sau-xuong-thiet-bi-iot\/"},"modified":"2026-10-14T15:06:07","modified_gmt":"2026-10-14T15:06:07","slug":"edge-ai-dua-hoc-sau-xuong-thiet-bi-iot","status":"publish","type":"post","link":"https:\/\/nino.to\/vi\/insights\/edge-ai-dua-hoc-sau-xuong-thiet-bi-iot\/","title":{"rendered":"Edge AI: \u0110\u01b0a M\u00f4 H\u00ecnh H\u1ecdc S\u00e2u Tr\u1ef1c Ti\u1ebfp Xu\u1ed1ng Thi\u1ebft B\u1ecb IoT M\u00e0 Kh\u00f4ng C\u1ea7n K\u1ebft N\u1ed1i Internet"},"content":{"rendered":"<h2>L\u1ee3i \u00edch c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1ea1i bi\u00ean<\/h2>\n<p>G\u1eedi to\u00e0n b\u1ed9 d\u1eef li\u1ec7u video hay c\u1ea3m bi\u1ebfn v\u1ec1 trung t\u00e2m d\u1eef li\u1ec7u \u0111\u00e1m m\u00e2y th\u01b0\u1eddng g\u1eb7p ph\u1ea3i \u0111\u1ed9 tr\u1ec5 cao, t\u1ed1n b\u0103ng th\u00f4ng v\u00e0 c\u00f3 nguy c\u01a1 r\u00f2 r\u1ec9 d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m. Edge AI x\u1eed l\u00fd tr\u1ef1c ti\u1ebfp t\u1ea1i \u0111i\u1ec3m ph\u00e1t sinh d\u1eef li\u1ec7u.<\/p>\n<h2>K\u1ef9 thu\u1eadt t\u1ed1i \u01b0u m\u00f4 h\u00ecnh cho Edge<\/h2>\n<p>B\u1eb1ng vi\u1ec7c chuy\u1ec3n \u0111\u1ed5i tr\u1ecdng s\u1ed1 t\u1eeb s\u1ed1 th\u1ef1c 32-bit (FP32) sang s\u1ed1 nguy\u00ean 8-bit (INT8) ho\u1eb7c 4-bit qua c\u00e1c framework nh\u01b0 ONNX Runtime hay TensorRT, k\u00edch th\u01b0\u1edbc m\u00f4 h\u00ecnh gi\u1ea3m t\u1edbi 75% trong khi \u0111\u1ed9 ch\u00ednh x\u00e1c h\u1ea7u nh\u01b0 kh\u00f4ng suy gi\u1ea3m.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>S\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa vi x\u1eed l\u00fd NPU c\u00f4ng su\u1ea5t th\u1ea5p v\u00e0 c\u00e1c k\u1ef9 thu\u1eadt l\u01b0\u1ee3ng t\u1eed h\u00f3a m\u00f4 h\u00ecnh (Quantization) cho ph\u00e9p ch\u1ea1y AI m\u01b0\u1ee3t m\u00e0 ngay tr\u00ean \u0111i\u1ec7n tho\u1ea1i v\u00e0 camera giao th\u00f4ng.<\/p>\n","protected":false},"author":1,"featured_media":133,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_gspb_post_css":"","footnotes":""},"categories":[18],"tags":[26,43,25,24,42],"class_list":["post-132","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech-ai","tag-cong-nghe-ai","tag-enterprise","tag-insights","tag-nino","tag-tech"],"_links":{"self":[{"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/posts\/132","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/comments?post=132"}],"version-history":[{"count":0,"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/posts\/132\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/media\/133"}],"wp:attachment":[{"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/media?parent=132"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/categories?post=132"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/tags?post=132"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}