{"id":22612,"date":"2025-09-22T16:24:29","date_gmt":"2025-09-22T09:24:29","guid":{"rendered":"https:\/\/thegioimaychu.vn\/blog\/?p=22612"},"modified":"2025-09-22T16:39:00","modified_gmt":"2025-09-22T09:39:00","slug":"nvidia-merlin-tong-quan-ve-toolkit-cho-he-thong-goi-y-quy-mo-lon","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/nvidia-merlin-tong-quan-ve-toolkit-cho-he-thong-goi-y-quy-mo-lon-p22612\/","title":{"rendered":"NVIDIA Merlin: T\u1ed5ng quan v\u1ec1 toolkit cho h\u1ec7 th\u1ed1ng g\u1ee3i \u00fd quy m\u00f4 l\u1edbn"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>H\u1ec7 th\u1ed1ng g\u1ee3i \u00fd (recommendation system) l\u00e0 th\u00e0nh ph\u1ea7n quan tr\u1ecdng trong nhi\u1ec1u \u1ee9ng d\u1ee5ng hi\u1ec7n \u0111\u1ea1i nh\u01b0 th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed, m\u1ea1ng x\u00e3 h\u1ed9i, d\u1ecbch v\u1ee5 ph\u00e1t nh\u1ea1c v\u00e0 video. Khi quy m\u00f4 d\u1eef li\u1ec7u v\u00e0 s\u1ed1 l\u01b0\u1ee3ng ng\u01b0\u1eddi d\u00f9ng t\u0103ng l\u00ean h\u00e0ng tri\u1ec7u ho\u1eb7c h\u00e0ng t\u1ef7, vi\u1ec7c hu\u1ea5n luy\u1ec7n v\u00e0 tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh g\u1ee3i \u00fd \u0111\u00f2i h\u1ecfi h\u1ea1 t\u1ea7ng x\u1eed l\u00fd m\u1ea1nh m\u1ebd, \u0111\u1eb7c bi\u1ec7t l\u00e0 kh\u1ea3 n\u0103ng t\u1eadn d\u1ee5ng GPU \u0111\u1ec3 t\u0103ng t\u1ed1c to\u00e0n b\u1ed9 pipeline.<\/p>\n<p>\u0110\u1ec3 \u0111\u00e1p \u1ee9ng v\u1edbi nhu c\u1ea7u \u0111\u00f3, NVIDIA \u0111\u00e3 t\u1ea1o ra m\u1ed9t b\u1ed9 c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd, d\u00e0nh ri\u00eang cho vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c h\u1ec7 th\u1ed1ng g\u1ee3i \u00fd hi\u1ec7u su\u1ea5t cao tr\u00ean quy m\u00f4 l\u1edbn \u0111\u00f3 l\u00e0 NVIDIA Merlin.<\/p>\n<p>V\u00e0 trong b\u00e0i vi\u1ebft n\u00e0y ch\u00fang ta s\u1ebd t\u00ecm hi\u1ec3u v\u1ec1 framework n\u00e0y v\u00e0 m\u00ecnh s\u1ebd h\u01b0\u1edbng d\u1eabn c\u00e1c b\u1ea1n truy c\u1eadp v\u00e0o m\u1ed9t notebook m\u1eabu, t\u1eeb \u0111\u00f3 c\u00e1c b\u1ea1n c\u00f3 th\u1ec3 n\u1eafm \u0111\u01b0\u1ee3c ki\u1ebfn th\u1ee9c v\u00e0 c\u00e1ch th\u1ee9c x\u00e2y d\u1ef1ng \u0111\u01b0\u1ee3c m\u1ed9t h\u1ec7 th\u1ed1ng g\u1ee3i \u00fd.<\/p>\r\n\t\t\t\t<div class=\"tgmcad hor\" style=\"text-align:center;margin:30px 0; padding: 10px 0; border-radius:5px; border-top:solid 1px #ccc; border-bottom:solid 1px #ccc; \">\r\n\t\t\t\t<a href=\"https:\/\/thegioimaychu.vn\/giai-phap\/deep-learning\/\"><img decoding=\"async\" alt=\"Gi\u1ea3i ph\u00e1p h\u1ea1 t\u1ea7ng Deep Learning, Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o - AI\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/11\/tgmc-deep-learning.jpg\" \/><\/a>\r\n\t\t\t\t<\/div>\n<h1>V\u1eady NVIDIA Merlin l\u00e0 g\u00ec?<\/h1>\n<p>NVIDIA Merlin l\u00e0 m\u1ed9t framework m\u00e3 ngu\u1ed3n m\u1edf do NVIDIA ph\u00e1t tri\u1ec3n, \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf chuy\u00ean bi\u1ec7t cho vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c h\u1ec7 th\u1ed1ng g\u1ee3i \u00fd (recommendation systems) \u1edf quy m\u00f4 l\u1edbn.\u00a0Merlin cung c\u1ea5p m\u1ed9t t\u1eadp h\u1ee3p c\u00e1c th\u01b0 vi\u1ec7n gi\u00fap t\u1ed1i \u01b0u h\u00f3a c\u1ea3 qu\u00e1 tr\u00ecnh t\u1eeb ti\u1ec1n x\u1eed l\u00fd d\u1eef li\u1ec7u, hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh cho \u0111\u1ebfn tri\u1ec3n khai trong m\u00f4i tr\u01b0\u1eddng th\u1ef1c t\u1ebf.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-22674\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/merlin-detailed-diagram-850x480.jpg\" alt=\"\" width=\"850\" height=\"480\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/merlin-detailed-diagram-850x480.jpg 850w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/merlin-detailed-diagram-850x480-300x169.jpg 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/merlin-detailed-diagram-850x480-768x434.jpg 768w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/merlin-detailed-diagram-850x480-40x23.jpg 40w\" sizes=\"auto, (max-width: 850px) 100vw, 850px\" \/><\/p>\n<ul>\n<li>Merlin NVTabular: Th\u01b0 vi\u1ec7n ti\u1ec1n x\u1eed l\u00fd v\u00e0 k\u1ef9 thu\u1eadt t\u00ednh n\u0103ng (feature engineering) \u0111\u01b0\u1ee3c t\u0103ng t\u1ed1c b\u1eb1ng GPU, gi\u00fap x\u1eed l\u00fd hi\u1ec7u qu\u1ea3 c\u00e1c t\u1eadp d\u1eef li\u1ec7u c\u00f3 k\u00edch th\u01b0\u1edbc terabyte.<\/li>\n<li>Merlin Models: Cung c\u1ea5p c\u00e1c m\u00f4 h\u00ecnh ti\u00eau chu\u1ea9n v\u00e0 tri\u1ec3n khai ch\u1ea5t l\u01b0\u1ee3ng cao cho c\u00e1c t\u00e1c v\u1ee5 truy xu\u1ea5t (retrieval) v\u00e0 x\u1ebfp h\u1ea1ng (ranking).<\/li>\n<li>Merlin HugeCTR: Framework m\u1ea1ng n\u01a1-ron s\u00e2u (Deep Neural Network) chuy\u00ean d\u1ee5ng cho c\u00e1c h\u1ec7 th\u1ed1ng g\u1ee3i \u00fd tr\u00ean GPU, h\u1ed7 tr\u1ee3 hu\u1ea5n luy\u1ec7n v\u00e0 suy lu\u1eadn song song m\u00f4 h\u00ecnh ph\u00e2n t\u00e1n (distributed model-parallel).<\/li>\n<li>Merlin Systems: H\u1ed7 tr\u1ee3 tri\u1ec3n khai to\u00e0n b\u1ed9 pipeline g\u1ee3i \u00fd (t\u1eeb truy xu\u1ea5t \u0111\u1ebfn x\u1ebfp h\u1ea1ng) v\u00e0o m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t, th\u01b0\u1eddng k\u1ebft h\u1ee3p v\u1edbi NVIDIA Triton Inference Server.<\/li>\n<\/ul>\n<h1>\u01afu \u0111i\u1ec3m c\u1ee7a NVIDIA Merlin?<\/h1>\n<ul>\n<li>T\u1ed1i \u01b0u hi\u1ec7u n\u0103ng tr\u00ean GPU: to\u00e0n b\u1ed9 pipeline \u2013 t\u1eeb ETL \u0111\u1ebfn inference \u2013 \u0111\u1ec1u \u0111\u01b0\u1ee3c t\u0103ng t\u1ed1c b\u1eb1ng GPU<\/li>\n<li>Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng: h\u1ed7 tr\u1ee3 hu\u1ea5n luy\u1ec7n ph\u00e2n t\u00e1n v\u1edbi d\u1eef li\u1ec7u v\u00e0 m\u00f4 h\u00ecnh c\u00f3 quy m\u00f4 v\u01b0\u1ee3t xa dung l\u01b0\u1ee3ng m\u1ed9t GPU.<\/li>\n<li>Kh\u1ea3 n\u0103ng t\u00edch h\u1ee3p: l\u00e0m vi\u1ec7c linh ho\u1ea1t v\u1edbi TensorFlow, PyTorch, v\u00e0 c\u00e1c c\u00f4ng c\u1ee5 d\u1eef li\u1ec7u kh\u00e1c.<\/li>\n<li>T\u00ednh th\u1ef1c ti\u1ec5n: cung c\u1ea5p notebook minh h\u1ecda v\u00e0 pipeline m\u1eabu, gi\u00fap r\u00fat ng\u1eafn kho\u1ea3ng c\u00e1ch gi\u1eefa nghi\u00ean c\u1ee9u v\u00e0 tri\u1ec3n khai.<\/li>\n<\/ul>\n<p>V\u1edbi s\u00f4 \u01b0u \u0111i\u1ec3m k\u1ec3 tr\u00ean Merlin \u0111\u00e3 \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c nhau nh\u01b0:<\/p>\n<ul>\n<li>Th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed: g\u1ee3i \u00fd s\u1ea3n ph\u1ea9m v\u00e0 c\u00e1 nh\u00e2n h\u00f3a tr\u1ea3i nghi\u1ec7m mua s\u1eafm.<\/li>\n<li>Qu\u1ea3ng c\u00e1o tr\u1ef1c tuy\u1ebfn:\u00a0t\u1ed1i \u01b0u h\u00f3a qu\u00e1 tr\u00ecnh matching gi\u1eefa qu\u1ea3ng c\u00e1o v\u00e0 ng\u01b0\u1eddi d\u00f9ng.<\/li>\n<li>M\u1ea1ng x\u00e3 h\u1ed9i:\u00a0x\u1ebfp h\u1ea1ng n\u1ed9i dung trong newsfeed v\u00e0 g\u1ee3i \u00fd b\u1ea1n b\u00e8.<\/li>\n<\/ul>\n<p>Nh\u01b0 c\u00e1c b\u1ea1n th\u1ea5y \u0111\u1ea5y, Merlin r\u1ea5t ti\u1ec7n l\u1ee3i trong vi\u1ec7c \u0111\u01b0a ra c\u00e1c g\u1ee3i \u00fd \u0111\u00fang kh\u00f4ng n\u00e0o, v\u1eady n\u00ean sau \u0111\u00e2y t\u00f4i s\u1ebd h\u01b0\u1edbng d\u1eabn c\u00e1c b\u1ea1n truy c\u1eadp v\u00e0o notebook m\u1eabu t\u1eeb NVIDIA \u0111\u1ec3 c\u00e1c b\u1ea1n c\u00f3 th\u1ec3 t\u1ef1 t\u00ecm hi\u1ec3u v\u1ec1 qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n v\u00e0 x\u00e2y d\u1ef1ng m\u1ed9t m\u00f4 h\u00ecnh g\u1ee3i \u00fd s\u1ea3n ph\u1ea9m (recommender system) b\u1eb1ng NVIDIA Merlin nh\u00e1.<\/p>\n<h1>H\u01b0\u1edbng d\u1eabn t\u1ea3i v\u00e0 truy c\u1eadp v\u00e0o notebook NVIDIA Merlin.<\/h1>\n<p>Trong h\u01b0\u1edbng d\u1eabn n\u00e0y, m\u00ecnh s\u1ebd truy c\u1eadp tr\u1ef1c ti\u1ebfp v\u00e0o container c\u1ee7a NVIDIA Merlin t\u1eeb \u0111\u00f3 c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00e1c th\u01b0 vi\u1ec7n v\u00e0 c\u00f4ng c\u1ee5 c\u00f3 trong container \u0111\u1ec3 c\u00e1c b\u1ea1n kh\u00f4ng ph\u1ea3i t\u1ea3i th\u00eam c\u00e1c th\u01b0 vi\u1ec7n r\u01b0\u1eddm r\u00e0 \u1edf tr\u00ean m\u00e1y c\u1ee7a b\u1ea1n.<\/p>\n<p>C\u0169ng nh\u01b0 c\u00e1c b\u00e0i h\u01b0\u1edbng d\u1eabn tr\u01b0\u1edbc \u0111\u00e2y, c\u00e1c b\u1ea1n h\u00e3y truy c\u1eadp v\u00e0o trang <a href=\"https:\/\/catalog.ngc.nvidia.com\/\">NGC<\/a> c\u1ee7a NVIDIA \u0111\u1ec3 l\u1ea5y API Key c\u1ee7a b\u1ea1n. N\u1ebfu \u0111\u00e2y l\u00e0 l\u1ea7n \u0111\u1ea7u c\u00e1c b\u1ea1n l\u00e0m theo th\u00ec c\u00f3 th\u1ec3 xem qua b\u00e0i vi\u1ebft <a href=\"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/nvidia-nim-bien-y-tuong-ung-dung-ai-thanh-hien-thuc-trong-tam-tay-p21807\/\">NVIDIA NIM: Bi\u1ebfn \u00fd t\u01b0\u1edfng AI th\u00e0nh hi\u1ec7n th\u1ef1c trong t\u1ea7m tay<\/a>\u00a0\u0111\u1ec3 bi\u1ebft c\u00e1ch l\u1ea5y API Key nh\u00e1.<\/p>\n<p>Sau khi c\u00e1c b\u1ea1n c\u00f3 API Key r\u1ed3i th\u00ec ch\u00fang ta ti\u1ebfp t\u1ee5c \u0111\u0103ng nh\u1eadp v\u00e0o m\u00e1y \u1ea3o \/ server linux c\u1ee7a b\u1ea1n.<\/p>\n<pre class=\"code\">$ docker login nvcr.io\r\nUsername: $oauthtoken\r\nPassword: &lt;API_KEY c\u1ee7a b\u1ea1n&gt;<\/pre>\n<p>Sau khi \u0111\u0103ng nh\u1eadp v\u00e0o, c\u00e1c b\u1ea1n s\u1eed d\u1ee5ng c\u00e2u l\u1ec7nh:<\/p>\n<pre class=\"code\"><span class=\"token builtin class-name\">export<\/span> <span class=\"token assign-left variable\">NGC_API_KEY<\/span><span class=\"token operator\">=<\/span><span class=\"token operator\">&lt;API_KEY c\u1ee7a b\u1ea1n<\/span><span class=\"token operator\">&gt;<\/span><\/pre>\n<p>C\u00e2u l\u1ec7nh tr\u00ean s\u1ebd g\u00e1n bi\u1ebfn NGC_API_KEY b\u1eb1ng API Key c\u1ee7a b\u1ea1n \u0111\u1ec3 k\u1ebft n\u1ed1i v\u00e0 s\u1eed d\u1ee5ng d\u1ecbch v\u1ee5 c\u1ee7a NVIDIA NGC trong c\u00e1c b\u01b0\u1edbc ti\u1ebfp theo.<\/p>\n<p>S\u1eed d\u1ee5ng l\u1ec7nh &#8221; docker pull &#8221; v\u00e0 t\u1ea3i container c\u1ee7a NVIDIA Merlin.<\/p>\n<pre class=\"code\">docker pull nvcr.io\/nvidia\/merlin\/merlin-tensorflow:nightly<\/pre>\n<p>T\u1ea3i xong v\u00e0 g\u00f5:<\/p>\n<pre class=\"code\">docker images<\/pre>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-22661\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/list_images.png\" alt=\"\" width=\"667\" height=\"108\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/list_images.png 667w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/list_images-300x49.png 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/list_images-40x6.png 40w\" sizes=\"auto, (max-width: 667px) 100vw, 667px\" \/><\/p>\n<p>C\u00e1c b\u1ea1n s\u1ebd th\u1ea5y container c\u1ee7a c\u00e1c b\u1ea1n \u0111\u00e3 t\u1ea3i. N\u1ebfu ki\u1ec3m tra th\u1ea5y r\u1ed3i th\u00ec ch\u00fang ta c\u00f3 th\u1ec3 di chuy\u1ec3n \u0111\u1ebfn b\u01b0\u1edbc ti\u1ebfp theo l\u00e0 ch\u1ea1y v\u00e0 truy c\u1eadp v\u00e0o trong container c\u1ee7a NVIDIA Merlin.<\/p>\n<pre class=\"code\">docker run --gpus all -dit \\\r\n  --name merlin \\\r\n  -p 8888:8888 \\\r\n  nvcr.io\/nvidia\/merlin\/merlin-tensorflow:nightly<\/pre>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-22663\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/container.png\" alt=\"\" width=\"869\" height=\"312\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/container.png 869w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/container-300x108.png 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/container-768x276.png 768w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/container-40x14.png 40w\" sizes=\"auto, (max-width: 869px) 100vw, 869px\" \/><\/p>\n<p>V\u1edbi c\u00e2u l\u1ec7nh n\u00e0y b\u1ea1n s\u1ebd ch\u1ea1y v\u00e0 truy c\u1eadp v\u00e0o trong container c\u1ee7a Merlin \u0111\u1ed3ng th\u1eddi \u0111\u1eb7t t\u00ean cho container \u0111\u1ec3 ti\u1ec7n cho vi\u1ec7c truy c\u1eadp l\u1ea1i sau n\u00e0y. N\u1ebfu sau khi tho\u00e1t container c\u00e1c b\u1ea1n mu\u1ed1n truy c\u1eadp l\u1ea1i c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng l\u1ec7nh:<\/p>\n<pre class=\"code\">docker exec -it merlin \/bin\/bash<\/pre>\n<p>Khi truy c\u1eadp v\u00e0o \u0111\u01b0\u1ee3c container c\u00e1c b\u1ea1n s\u1ebd th\u1ea5y\u00a0 d\u00f2ng command line t\u01b0\u01a1ng t\u1ef1 nh\u01b0 d\u01b0\u1edbi \u0111\u00e2y:<\/p>\n<pre class=\"code\">root@b5623f0da6f5:<\/pre>\n<p>Ti\u1ebfp theo ch\u00fang ta s\u1ebd di chuy\u1ec3n t\u1edbi th\u01b0 m\u1ee5c ch\u1ee9a notebook:<\/p>\n<pre class=\"code\">cd \/Merlin\/examples<\/pre>\n<p>Sau khi di chuy\u1ec3n, c\u00e1c b\u1ea1n g\u00f5 &#8221;\u00a0<strong>ls\u00a0<\/strong>&#8221; s\u1ebd th\u1ea5y c\u00e1c th\u01b0 m\u1ee5c ch\u1ee9a c\u00e1c file notebook h\u01b0\u1edbng d\u1eabn.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-22664\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/examples.png\" alt=\"\" width=\"853\" height=\"97\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/examples.png 853w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/examples-300x34.png 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/examples-768x87.png 768w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/examples-40x5.png 40w\" sizes=\"auto, (max-width: 853px) 100vw, 853px\" \/>C\u00e1c b\u1ea1n s\u1ebd truy c\u1eadp v\u00e0o th\u01b0 m\u1ee5c h\u01b0\u1edbng d\u1eabn x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng g\u1ee3i \u00fd. L\u1ea7n n\u00e0y c\u00e1c b\u1ea1n g\u00f5 &#8221;\u00a0<strong>ls\u00a0<\/strong>&#8221; s\u1ebd th\u1ea5y c\u00e1c file notebook.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-22665\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/build_deploy.png\" alt=\"\" width=\"840\" height=\"73\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/build_deploy.png 840w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/build_deploy-300x26.png 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/build_deploy-768x67.png 768w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/build_deploy-40x3.png 40w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><\/p>\n<p>C\u00e1c b\u1ea1n ti\u1ebfp t\u1ee5c g\u00f5 l\u1ec7nh:<\/p>\n<pre>jupyter-lab --allow-root --ip=0.0.0.0 --port=8888 --no-browser<\/pre>\n<p>L\u1ec7nh \u1edf tr\u00ean s\u1ebd kh\u1edfi ch\u1ea1y jupyter notebook v\u00e0 tr\u1ea3 v\u1ec1 2 \u0111\u01b0\u1eddng d\u1eabn.<\/p>\n<p><a href=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/lab.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-22667\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/lab.png\" alt=\"\" width=\"1218\" height=\"530\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/lab.png 1218w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/lab-300x131.png 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/lab-768x334.png 768w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/lab-1024x446.png 1024w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/lab-40x17.png 40w\" sizes=\"auto, (max-width: 1218px) 100vw, 1218px\" \/><\/a><\/p>\n<p style=\"text-align: center\">(\u1ea5n v\u00e0o \u1ea3nh \u0111\u1ec3 xem chi ti\u1ebft)<\/p>\n<p>Copy m\u1ed9t trong hai \u0111\u01b0\u1eddng d\u1eabn \u0111\u00f3 v\u00e0 d\u00e1n ra trang web l\u00e0 b\u1ea1n \u0111\u00e3 c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u vi\u1ec7c h\u1ecdc l\u00e0 x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh g\u1ee3i \u00fd s\u1ea3n ph\u1ea9m.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-22669\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/web.png\" alt=\"\" width=\"1598\" height=\"822\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/web.png 1598w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/web-300x154.png 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/web-768x395.png 768w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/web-1024x527.png 1024w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/web-40x21.png 40w\" sizes=\"auto, (max-width: 1598px) 100vw, 1598px\" \/><\/p>\n<p>Ch\u00fac c\u00e1c b\u1ea1n th\u00e0nh c\u00f4ng.<\/p>\n<p>M\u1ecdi th\u1eafc m\u1eafc c\u00f3 th\u1ec3 li\u00ean h\u1ec7 m\u00ecnh th\u00f4ng qua email:\u00a0<strong>anldb@nhattienchung.vn<\/strong><\/p>\n<div>____<br \/><b>B\u00e0i vi\u1ebft li\u00ean quan<\/b><\/div>\n<ul>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=23415\">B\u01b0\u1edbc v\u00e0o k\u1ef7 nguy\u00ean tr\u1ee3 l\u00fd AI c\u00e1 nh\u00e2n &#8211; so s\u00e1nh chi ti\u1ebft NVIDIA RTX Spark v\u00e0 DGX Spark<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=23322\">NVIDIA RTX PRO 4500 Blackwell Server Edition: B\u01b0\u1edbc nh\u1ea3y v\u1ecdt t\u1eeb th\u1ebf h\u1ec7 L4 cho h\u1ea1 t\u1ea7ng AI suy lu\u1eadn hi\u1ec7u n\u0103ng cao<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=23119\">NVIDIA NGC\u2011ready Low\u2011latency Edge AI: Gi\u1ea3i ph\u00e1p cho Retail, Manufacturing v\u00e0 Smart Cities<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=23110\">So s\u00e1nh s\u1ee9c m\u1ea1nh c\u1ee7a m\u00e1y t\u00ednh AI DGX Spark v\u1edbi c\u00e1c card GPU m\u00e1y tr\u1ea1m chuy\u00ean nghi\u1ec7p c\u1ee7a NVIDIA<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22969\">T\u1eeb Orin \u0111\u1ebfn Thor: B\u01b0\u1edbc nh\u1ea3y v\u1ecdt ki\u1ebfn tr\u00fac c\u1ee7a NVIDIA JetPack 7.0 v\u00e0 t\u01b0\u01a1ng lai c\u1ee7a robot h\u00ecnh ng\u01b0\u1eddi<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22887\">T\u1ea1i sao g\u1ecdi NVIDIA DGX Spark l\u00e0 Si\u00eau m\u00e1y t\u00ednh AI c\u00e1 nh\u00e2n?<\/a><\/li>\n<\/ul>\n<\/p>","protected":false},"excerpt":{"rendered":"<p>H&#7879; th&#7889;ng g&#7907;i &yacute; (recommendation system) l&agrave; th&agrave;nh ph&#7847;n quan tr&#7885;ng trong nhi&#7873;u &#7913;ng d&#7909;ng hi&#7879;n &#273;&#7841;i nh&#432; th&#432;&#417;ng m&#7841;i &#273;i&#7879;n t&#7917;, m&#7841;ng x&atilde; h&#7897;i, d&#7883;ch v&#7909; ph&aacute;t nh&#7841;c v&agrave; video. Khi quy m&ocirc; d&#7919; li&#7879;u v&agrave; s&#7889; l&#432;&#7907;ng ng&#432;&#7901;i d&ugrave;ng t&#259;ng l&ecirc;n h&agrave;ng tri&#7879;u ho&#7863;c h&agrave;ng t&#7927;, vi&#7879;c hu&#7845;n luy&#7879;n v&agrave; tri&#7875;n khai c&aacute;c&#8230;<\/p>\n","protected":false},"author":26,"featured_media":22644,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3],"tags":[7,1368,1314],"class_list":["post-22612","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","tag-ai","tag-merlin","tag-nvidia"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>NVIDIA Merlin: T\u1ed5ng quan v\u1ec1 toolkit cho h\u1ec7 th\u1ed1ng g\u1ee3i \u00fd quy m\u00f4 l\u1edbn - Blog | TheGioiMayChu<\/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:\/\/thegioimaychu.vn\/blog\/ai-hpc\/nvidia-merlin-tong-quan-ve-toolkit-cho-he-thong-goi-y-quy-mo-lon-p22612\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"NVIDIA Merlin: T\u1ed5ng quan v\u1ec1 toolkit cho h\u1ec7 th\u1ed1ng g\u1ee3i \u00fd quy m\u00f4 l\u1edbn - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"H&#7879; th&#7889;ng g&#7907;i &yacute; (recommendation system) l&agrave; th&agrave;nh ph&#7847;n quan tr&#7885;ng trong nhi&#7873;u &#7913;ng d&#7909;ng hi&#7879;n &#273;&#7841;i nh&#432; th&#432;&#417;ng m&#7841;i &#273;i&#7879;n t&#7917;, m&#7841;ng x&atilde; h&#7897;i, d&#7883;ch v&#7909; ph&aacute;t nh&#7841;c v&agrave; video. Khi quy m&ocirc; d&#7919; li&#7879;u v&agrave; s&#7889; l&#432;&#7907;ng ng&#432;&#7901;i d&ugrave;ng t&#259;ng l&ecirc;n h&agrave;ng tri&#7879;u ho&#7863;c h&agrave;ng t&#7927;, vi&#7879;c hu&#7845;n luy&#7879;n v&agrave; tri&#7875;n khai c&aacute;c...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2025\/09\/title.png\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Ethan Lam\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"8 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/nvidia-merlin-tong-quan-ve-toolkit-cho-he-thong-goi-y-quy-mo-lon-p22612\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/nvidia-merlin-tong-quan-ve-toolkit-cho-he-thong-goi-y-quy-mo-lon-p22612\\\/\"},\"author\":{\"name\":\"Ethan Lam\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/912eaedb7f41e99d83364071e046360f\"},\"headline\":\"NVIDIA Merlin: T\u1ed5ng quan v\u1ec1 toolkit cho h\u1ec7 th\u1ed1ng g\u1ee3i \u00fd quy m\u00f4 l\u1edbn\",\"datePublished\":\"2025-09-22T09:24:29+00:00\",\"dateModified\":\"2025-09-22T09:39:00+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/nvidia-merlin-tong-quan-ve-toolkit-cho-he-thong-goi-y-quy-mo-lon-p22612\\\/\"},\"wordCount\":1514,\"publisher\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/nvidia-merlin-tong-quan-ve-toolkit-cho-he-thong-goi-y-quy-mo-lon-p22612\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2025\\\/09\\\/title.png\",\"keywords\":[\"ai\",\"merlin\",\"NVIDIA\"],\"articleSection\":[\"AI - 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