{"id":120,"date":"2026-10-02T15:03:24","date_gmt":"2026-10-02T15:03:24","guid":{"rendered":"https:\/\/nino.to\/insights\/2026\/10\/02\/fine-tuning-llm-ma-nguon-mo-llama-mistral\/"},"modified":"2026-10-02T15:03:24","modified_gmt":"2026-10-02T15:03:24","slug":"fine-tuning-llm-ma-nguon-mo-llama-mistral","status":"publish","type":"post","link":"https:\/\/nino.to\/vi\/insights\/fine-tuning-llm-ma-nguon-mo-llama-mistral\/","title":{"rendered":"Fine-Tuning M\u00f4 H\u00ecnh LLM M\u00e3 Ngu\u1ed3n M\u1edf (Llama, Mistral): Khi N\u00e0o N\u00ean T\u1ef1 Hu\u1ea5n Luy\u1ec7n AI Ri\u00eang?"},"content":{"rendered":"<h2>L\u1ef1a ch\u1ecdn chi\u1ebfn l\u01b0\u1ee3c cho doanh nghi\u1ec7p<\/h2>\n<p>Vi\u1ec7c ph\u1ee5 thu\u1ed9c v\u00e0o c\u00e1c API th\u01b0\u01a1ng m\u1ea1i c\u00f3 th\u1ec3 ti\u1ec1m \u1ea9n r\u1ee7i ro v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0 d\u1eef li\u1ec7u v\u00e0 chi ph\u00ed t\u0103ng v\u1ecdt khi quy m\u00f4 truy v\u1ea5n \u0111\u1ea1t h\u00e0ng tri\u1ec7u l\u01b0\u1ee3t m\u1ed7i ng\u00e0y. T\u1ef1 tri\u1ec3n khai m\u00f4 h\u00ecnh m\u00e3 ngu\u1ed3n m\u1edf nh\u01b0 Llama 3 hay Mistral m\u1edf ra quy\u1ec1n ki\u1ec3m so\u00e1t d\u1eef li\u1ec7u 100%.<\/p>\n<h2>K\u1ef9 thu\u1eadt LoRA v\u00e0 QLoRA<\/h2>\n<p>Nh\u1edd c\u00e1c \u0111\u1ed9t ph\u00e1 trong k\u1ef9 thu\u1eadt Low-Rank Adaptation (LoRA), vi\u1ec7c tinh ch\u1ec9nh m\u1ed9t m\u00f4 h\u00ecnh 70 t\u1ef7 tham s\u1ed1 hi\u1ec7n nay kh\u00f4ng c\u00f2n \u0111\u00f2i h\u1ecfi si\u00eau m\u00e1y t\u00ednh tri\u1ec7u \u0111\u00f4 m\u00e0 c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n tr\u00ean m\u1ed9t v\u00e0i c\u1ee5m GPU ph\u1ed5 th\u00f4ng v\u1edbi chi ph\u00ed c\u1ef1c k\u1ef3 t\u1ed1i \u01b0u.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Ph\u00e2n t\u00edch b\u00e0i to\u00e1n kinh t\u1ebf v\u00e0 k\u1ef9 thu\u1eadt gi\u1eefa vi\u1ec7c g\u1ecdi API th\u01b0\u01a1ng m\u1ea1i \u0111\u1ed9c quy\u1ec1n v\u00e0 t\u1ef1 tinh ch\u1ec9nh m\u00f4 h\u00ecnh m\u00e3 ngu\u1ed3n m\u1edf tr\u00ean h\u1ea1 t\u1ea7ng GPU \u0111\u00e1m m\u00e2y ri\u00eang bi\u1ec7t.<\/p>\n","protected":false},"author":1,"featured_media":121,"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-120","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\/120","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=120"}],"version-history":[{"count":0,"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/posts\/120\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/media\/121"}],"wp:attachment":[{"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/media?parent=120"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/categories?post=120"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nino.to\/vi\/insights\/wp-json\/wp\/v2\/tags?post=120"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}