{"id":95687,"date":"2024-10-11T18:12:50","date_gmt":"2024-10-11T18:12:50","guid":{"rendered":"https:\/\/business.udemy.com\/learning-path\/genai-deep-dive-rag-system-mastery\/"},"modified":"2025-06-24T23:40:38","modified_gmt":"2025-06-24T23:40:38","slug":"ai-deep-dive-rag-system-mastery","status":"publish","type":"learning-path","link":"https:\/\/business.udemy.com\/vi\/learning-path\/ai-deep-dive-rag-system-mastery\/","title":{"rendered":"S\u1eed d\u1ee5ng th\u00e0nh th\u1ea1o H\u1ec7 th\u1ed1ng RAG"},"featured_media":0,"template":"","meta":{"_acf_changed":false,"_yoast_wpseo_title":"","_yoast_wpseo_metadesc":"","jv_blocks_editor_width":"","_genesis_block_theme_hide_title":false},"class_list":["post-95687","learning-path","type-learning-path","status-publish","hentry","post","without-featured-image"],"acf":{"best_for":false,"skills":[{"skill":"Thi\u1ebft k\u1ebf v\u00e0 t\u1ed1i \u01b0u h\u00f3a h\u1ec7 th\u1ed1ng RAG"},{"skill":"C\u00e1c k\u1ef9 thu\u1eadt truy xu\u1ea5t n\u00e2ng cao (m\u1edf r\u1ed9ng truy v\u1ea5n, x\u1ebfp h\u1ea1ng l\u1ea1i, DPR)"},{"skill":"Ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng RAG b\u1eb1ng LlamaIndex v\u00e0 JavaScript"},{"skill":"Ti\u1ec1n x\u1eed l\u00fd v\u00e0 ph\u00e2n \u0111o\u1ea1n d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac"},{"skill":"Qu\u1ea3n l\u00fd c\u01a1 s\u1edf d\u1eef li\u1ec7u vector"},{"skill":"X\u00e2y d\u1ef1ng v\u00e0 truy v\u1ea5n bi\u1ec3u \u0111\u1ed3 tri th\u1ee9c (Neo4j)"},{"skill":"Ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng RAG \u0111a ph\u01b0\u01a1ng th\u1ee9c"},{"skill":"Tri\u1ec3n khai \u1ee9ng d\u1ee5ng chatbot v\u00e0 AI to\u00e0n di\u1ec7n"}],"title":"S\u1eed d\u1ee5ng th\u00e0nh th\u1ea1o H\u1ec7 th\u1ed1ng RAG","heading_paragraph":"

L\u1ed9 tr\u00ecnh kh\u1edfi \u0111\u1ed9ng n\u00e0y kh\u00e1m ph\u00e1 c\u00e1c h\u1ec7 th\u1ed1ng T\u1ed1i \u01b0u h\u00f3a t\u0103ng c\u01b0\u1eddng truy xu\u1ea5t (RAG), bao g\u1ed3m c\u00e1c k\u1ef9 thu\u1eadt RAG \u0111\u01a1n gi\u1ea3n v\u00e0 n\u00e2ng cao, t\u00edch h\u1ee3p LlamaIndex v\u1edbi JavaScript, x\u1eed l\u00fd d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac, RAG t\u0103ng c\u01b0\u1eddng bi\u1ec3u \u0111\u1ed3 tri th\u1ee9c v\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng RAG \u0111a ph\u01b0\u01a1ng th\u1ee9c. H\u1ecdc vi\u00ean c\u00f3 \u0111\u01b0\u1ee3c kinh nghi\u1ec7m th\u1ef1c h\u00e0nh v\u1edbi c\u01a1 s\u1edf d\u1eef li\u1ec7u vector, truy xu\u1ea5t \u0111o\u1ea1n m\u00e3 d\u00e0y \u0111\u1eb7c, x\u1ebfp h\u1ea1ng l\u1ea1i b\u1ed9 m\u00e3 h\u00f3a ch\u00e9o, x\u00e2y d\u1ef1ng bi\u1ec3u \u0111\u1ed3 tri th\u1ee9c b\u1eb1ng Neo4j v\u00e0 x\u00e2y d\u1ef1ng c\u00e1c \u1ee9ng d\u1ee5ng RAG s\u1eb5n s\u00e0ng cho s\u1ea3n xu\u1ea5t v\u1edbi c\u00e1c framework hi\u1ec7n \u0111\u1ea1i.<\/p>\n","description_paragraph":"

M\u1ee5c ti\u00eau h\u1ecdc t\u1eadp<\/h3>\n
    \n
  1. Gi\u1ea3i th\u00edch c\u00e1c nguy\u00ean t\u1eafc v\u00e0 ki\u1ebfn tr\u00fac c\u1ee7a T\u1ed1i \u01b0u h\u00f3a t\u0103ng c\u01b0\u1eddng truy xu\u1ea5t (RAG), ph\u00e2n bi\u1ec7t gi\u1eefa c\u00e1c k\u1ef9 thu\u1eadt RAG \u0111\u01a1n gi\u1ea3n v\u00e0 n\u00e2ng cao.<\/li>\n
  2. Tri\u1ec3n khai c\u00e1c ph\u01b0\u01a1ng ph\u00e1p RAG ti\u00ean ti\u1ebfn nh\u01b0 m\u1edf r\u1ed9ng truy v\u1ea5n, x\u1ebfp h\u1ea1ng l\u1ea1i b\u1ed9 m\u00e3 h\u00f3a ch\u00e9o v\u00e0 truy xu\u1ea5t \u0111o\u1ea1n m\u00e3 d\u00e0y \u0111\u1eb7c \u0111\u1ec3 c\u1ea3i thi\u1ec7n vi\u1ec7c truy xu\u1ea5t th\u00f4ng tin v\u00e0 t\u1ea1o c\u00e2u tr\u1ea3 l\u1eddi.<\/li>\n
  3. X\u00e2y d\u1ef1ng v\u00e0 tri\u1ec3n khai c\u00e1c \u1ee9ng d\u1ee5ng RAG b\u1eb1ng LlamaIndex v\u00e0 JavaScript, bao g\u1ed3m ph\u00e1t tri\u1ec3n chatbot to\u00e0n di\u1ec7n v\u00e0 t\u00edch h\u1ee3p v\u1edbi c\u01a1 s\u1edf d\u1eef li\u1ec7u vector.<\/li>\n
  4. Ti\u1ec1n x\u1eed l\u00fd v\u00e0 c\u1ea5u tr\u00fac d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac (PDF, HTML, PPTX, h\u00ecnh \u1ea3nh) cho c\u00e1c \u1ee9ng d\u1ee5ng RAG v\u00e0 LLM b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c framework chuy\u00ean bi\u1ec7t v\u00e0 chi\u1ebfn l\u01b0\u1ee3c ph\u00e2n \u0111o\u1ea1n.<\/li>\n
  5. T\u00edch h\u1ee3p bi\u1ec3u \u0111\u1ed3 ki\u1ebfn th\u1ee9c v\u00e0 d\u1eef li\u1ec7u \u0111a ph\u01b0\u01a1ng th\u1ee9c v\u00e0o h\u1ec7 th\u1ed1ng RAG, t\u1eadn d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 nh\u01b0 Neo4j v\u00e0 GPT-4 \u0111\u1ec3 cho ph\u00e9p c\u00e1c quy tr\u00ecnh truy xu\u1ea5t v\u00e0 \u0111\u1ec1 xu\u1ea5t ph\u1ee9c t\u1ea1p, c\u00f3 nh\u1eadn th\u1ee9c theo ng\u1eef c\u1ea3nh.<\/li>\n<\/ol>\n

    \u0110\u1ed1i t\u01b0\u1ee3ng m\u1ee5c ti\u00eau<\/h3>\n

    L\u1ed9 tr\u00ecnh n\u00e0y \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf cho c\u00e1c k\u1ef9 s\u01b0 AI, nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u, nh\u00e0 ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m v\u00e0 chuy\u00ean gia k\u1ef9 thu\u1eadt mu\u1ed1n th\u00e0nh th\u1ea1o c\u00e1c h\u1ec7 th\u1ed1ng RAG cho c\u00e1c \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf. L\u1ed9 tr\u00ecnh n\u00e0y ph\u00f9 h\u1ee3p v\u1edbi nh\u1eefng ng\u01b0\u1eddi c\u00f3 kinh nghi\u1ec7m l\u1eadp tr\u00ecnh c\u01a1 b\u1ea3n mu\u1ed1n x\u00e2y d\u1ef1ng, t\u1ed1i \u01b0u h\u00f3a v\u00e0 tri\u1ec3n khai c\u00e1c gi\u1ea3i ph\u00e1p AI t\u0103ng c\u01b0\u1eddng truy xu\u1ea5t ti\u00ean ti\u1ebfn b\u1eb1ng c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 framework hi\u1ec7n \u0111\u1ea1i.<\/p>\n","category":"Chuy\u00ean gia k\u1ef9 thu\u1eadt"},"yoast_head":"\nS\u1eed d\u1ee5ng th\u00e0nh th\u1ea1o H\u1ec7 th\u1ed1ng RAG - Udemy Business<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/business.udemy.com\/vi\/learning-path\/ai-deep-dive-rag-system-mastery\/\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"S\u1eed d\u1ee5ng th\u00e0nh th\u1ea1o H\u1ec7 th\u1ed1ng RAG\" \/>\n<meta property=\"og:url\" content=\"https:\/\/business.udemy.com\/vi\/learning-path\/ai-deep-dive-rag-system-mastery\/\" \/>\n<meta property=\"og:site_name\" content=\"Udemy Business\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/udemy\" \/>\n<meta property=\"article:modified_time\" content=\"2025-06-24T23:40:38+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/business.udemy.com\/wp-content\/uploads\/2023\/06\/udemy-business-organic-social-share-1200x630-refresh-2.png.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"630\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@udemy\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/business.udemy.com\\\/vi\\\/learning-path\\\/ai-deep-dive-rag-system-mastery\\\/\",\"url\":\"https:\\\/\\\/business.udemy.com\\\/vi\\\/learning-path\\\/ai-deep-dive-rag-system-mastery\\\/\",\"name\":\"S\u1eed d\u1ee5ng th\u00e0nh th\u1ea1o H\u1ec7 th\u1ed1ng RAG - 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