{"id":25,"date":"2026-09-03T14:32:18","date_gmt":"2026-09-03T14:32:18","guid":{"rendered":"https:\/\/nino.to\/insights\/2026\/09\/03\/ung-dung-machine-learning-du-doan-ban-le\/"},"modified":"2026-09-03T14:32:18","modified_gmt":"2026-09-03T14:32:18","slug":"ung-dung-machine-learning-du-doan-ban-le","status":"publish","type":"post","link":"https:\/\/nino.to\/vi\/insights\/ung-dung-machine-learning-du-doan-ban-le\/","title":{"rendered":"\u1ee8ng D\u1ee5ng H\u1ecdc M\u00e1y (Machine Learning) Trong D\u1ef1 \u0110o\u00e1n Xu H\u01b0\u1edbng Th\u1ecb Tr\u01b0\u1eddng B\u00e1n L\u1ebb"},"content":{"rendered":"<h2>B\u00e0i to\u00e1n t\u1ed3n kho trong ng\u00e0nh b\u00e1n l\u1ebb<\/h2>\n<p>Th\u1eeba h\u00e0ng d\u1eabn \u0111\u1ebfn \u0111\u1ecdng v\u1ed1n v\u00e0 chi ph\u00ed l\u01b0u kho cao; thi\u1ebfu h\u00e0ng d\u1eabn \u0111\u1ebfn m\u1ea5t doanh thu v\u00e0 m\u1ea5t l\u00f2ng tin c\u1ee7a kh\u00e1ch h\u00e0ng. C\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y gi\u1ea3i quy\u1ebft b\u00e0i to\u00e1n n\u00e0y b\u1eb1ng c\u00e1ch d\u1ef1 \u0111o\u00e1n nhu c\u1ea7u ti\u00eau th\u1ee5 \u1edf c\u1ea5p \u0111\u1ed9 t\u1eebng c\u1eeda h\u00e0ng c\u1ee5 th\u1ec3.<\/p>\n<h2>C\u00e1c m\u00f4 h\u00ecnh ph\u1ed5 bi\u1ebfn hi\u1ec7n nay<\/h2>\n<p>C\u00e1c doanh nghi\u1ec7p th\u01b0\u1eddng k\u1ebft h\u1ee3p thu\u1eadt to\u00e1n chu\u1ed7i th\u1eddi gian (Time-series Forecasting) nh\u01b0 ARIMA, Prophet c\u00f9ng c\u00e1c m\u00f4 h\u00ecnh m\u1ea1ng n\u01a1-ron s\u00e2u nh\u01b0 LSTM \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111\u1ed9 chu\u1ea9n x\u00e1c cao nh\u1ea5t.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>B\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch d\u1eef li\u1ec7u mua s\u1eafm qu\u00e1 kh\u1ee9 k\u1ebft h\u1ee3p v\u1edbi c\u00e1c ch\u1ec9 s\u1ed1 th\u1eddi ti\u1ebft, l\u1ec5 h\u1ed9i v\u00e0 m\u1ea1ng x\u00e3 h\u1ed9i, c\u00e1c chu\u1ed7i b\u00e1n l\u1ebb t\u1ed1i \u01b0u t\u1ed3n kho \u0111\u1ebfn 30%.<\/p>\n","protected":false},"author":1,"featured_media":26,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_gspb_post_css":"","footnotes":""},"categories":[18],"tags":[26,25,24],"class_list":["post-25","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech-ai","tag-cong-nghe-ai","tag-insights","tag-nino"],"_links":{"self":[{"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/posts\/25","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=25"}],"version-history":[{"count":0,"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/posts\/25\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/media\/26"}],"wp:attachment":[{"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/media?parent=25"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/categories?post=25"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/tags?post=25"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}