{"id":466210,"date":"2025-06-20T21:11:09","date_gmt":"2025-06-20T14:11:09","guid":{"rendered":"https:\/\/hoanghamobile.com\/tin-tuc\/?p=466210"},"modified":"2025-06-20T21:11:09","modified_gmt":"2025-06-20T14:11:09","slug":"vertex-ai","status":"publish","type":"post","link":"https:\/\/hoanghamobile.com\/tin-tuc\/vertex-ai\/","title":{"rendered":"Vertex AI l\u00e0 g\u00ec? \u1ee8ng d\u1ee5ng n\u1ed5i b\u1eadt cho doanh nghi\u1ec7p"},"content":{"rendered":"<p style=\"text-align: justify;\">Trong b\u1ed1i c\u1ea3nh AI \u0111ang d\u1ea7n tr\u1edf th\u00e0nh trung t\u00e2m trong chi\u1ebfn l\u01b0\u1ee3c s\u1ed1 h\u00f3a c\u1ee7a nhi\u1ec1u c\u00f4ng ty, <strong><b>Vertex AI<\/b><\/strong>\u00a0n\u1ed5i l\u00ean nh\u01b0 m\u1ed9t gi\u1ea3i ph\u00e1p m\u1ea1nh m\u1ebd gi\u00fap doanh nghi\u1ec7p \u0111\u01a1n gi\u1ea3n h\u00f3a quy tr\u00ecnh tri\u1ec3n khai machine learning. \u0110\u00e2y l\u00e0 n\u1ec1n t\u1ea3ng do Google ph\u00e1t tri\u1ec3n, t\u00edch h\u1ee3p \u0111\u1ea7y \u0111\u1ee7 c\u00f4ng c\u1ee5 \u0111\u1ec3 hu\u1ea5n luy\u1ec7n, tri\u1ec3n khai v\u00e0 qu\u1ea3n l\u00fd m\u00f4 h\u00ecnh AI m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3. Nh\u1edd v\u00e0o kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 k\u1ebft n\u1ed1i li\u1ec1n m\u1ea1ch v\u1edbi c\u00e1c d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y, Vertex gi\u00fap ti\u1ebft ki\u1ec7m th\u1eddi gian, t\u1ed1i \u01b0u chi ph\u00ed v\u00e0 n\u00e2ng cao \u0111\u1ed9 ch\u00ednh x\u00e1c cho c\u00e1c d\u1ef1 \u00e1n AI trong m\u00f4i tr\u01b0\u1eddng th\u1ef1c t\u1ebf.<\/p>\n<h2 style=\"text-align: justify;\">Vertex AI l\u00e0 g\u00ec?<\/h2>\n<p style=\"text-align: justify;\">Vertex l\u00e0 m\u1ed9t n\u1ec1n t\u1ea3ng t\u00edch h\u1ee3p to\u00e0n di\u1ec7n t\u1eeb Google Cloud gi\u00fap b\u1ea1n x\u00e2y d\u1ef1ng, hu\u1ea5n luy\u1ec7n v\u00e0 tri\u1ec3n khai m\u00f4 h\u00ecnh m\u00e1y h\u1ecdc (ML) c\u0169ng nh\u01b0 \u1ee9ng d\u1ee5ng AI. B\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng m\u1ed9t giao di\u1ec7n duy nh\u1ea5t \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u1ea3 quy tr\u00ecnh x\u1eed l\u00fd d\u1eef li\u1ec7u, hu\u1ea5n luy\u1ec7n, \u0111\u00e1nh gi\u00e1 v\u00e0 \u0111\u01b0a m\u00f4 h\u00ecnh v\u00e0o v\u1eadn h\u00e0nh.<\/p>\n<p style=\"text-align: justify;\"><picture><source srcset=\"https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/webp-express\/webp-images\/uploads\/2025\/06\/vertex-ai.jpg.webp 800w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/webp-express\/webp-images\/uploads\/2025\/06\/vertex-ai-300x169.jpg.webp 300w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/webp-express\/webp-images\/uploads\/2025\/06\/vertex-ai-768x432.jpg.webp 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" type=\"image\/webp\"><img fetchpriority=\"high\" decoding=\"async\" class=\"size-full wp-image-466219 aligncenter webpexpress-processed\" src=\"https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai.jpg\" alt=\"vertex-ai\" width=\"800\" height=\"450\" srcset=\"https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai.jpg 800w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-300x169.jpg 300w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-768x432.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\"><\/picture><\/p>\n<p style=\"text-align: justify;\">\u0110i\u1ec3m m\u1ea1nh c\u1ee7a <strong><b>Vertex AI<\/b><\/strong>:<\/p>\n<ul style=\"text-align: justify;\">\n<li><b><\/b><strong><b>AutoML v\u00e0 hu\u1ea5n luy\u1ec7n t\u00f9y ch\u1ec9nh (Custom Training)<\/b><\/strong>: D\u1ec5 d\u00e0ng t\u1ea1o m\u00f4 h\u00ecnh v\u1edbi AutoML m\u00e0 kh\u00f4ng c\u1ea7n nhi\u1ec1u k\u1ef9 n\u0103ng l\u1eadp tr\u00ecnh. N\u1ebfu b\u1ea1n mu\u1ed1n ki\u1ec3m so\u00e1t s\u00e2u h\u01a1n, Vertex h\u1ed7 tr\u1ee3 c\u1ea3 hu\u1ea5n luy\u1ec7n theo m\u00e3 ngu\u1ed3n, \u0111i\u1ec1u ch\u1ec9nh si\u00eau tham s\u1ed1 v\u00e0 t\u00edch h\u1ee3p c\u00e1c framework ph\u1ed5 bi\u1ebfn nh\u01b0 TensorFlow, PyTorch.<\/li>\n<li><b><\/b><strong><b>Model Garden v\u00e0 Gemini<\/b><\/strong>: Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 truy c\u1eadp h\u01a1n 200 m\u00f4 h\u00ecnh g\u1ed3m c\u00e1c m\u00f4 h\u00ecnh n\u1ec1n t\u1ea3ng nh\u01b0 Gemini, Imagen, c\u00f9ng v\u1edbi c\u00e1c m\u00f4 h\u00ecnh m\u00e3 ngu\u1ed3n m\u1edf. Gemini n\u1ed5i b\u1eadt \u1edf kh\u1ea3 n\u0103ng x\u1eed l\u00fd \u0111a ph\u01b0\u01a1ng th\u1ee9c (v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh, code\u2026) v\u1edbi hi\u1ec7u qu\u1ea3 cao.<\/li>\n<li><b><\/b><strong><b>MLOps to\u00e0n di\u1ec7n<\/b><\/strong>: Vertex t\u00edch h\u1ee3p Pipeline, Model Registry, Feature Store, c\u00f4ng c\u1ee5 \u0111\u00e1nh gi\u00e1 v\u00e0 gi\u00e1m s\u00e1t m\u00f4 h\u00ecnh gi\u00fap b\u1ea1n v\u1eadn h\u00e0nh an to\u00e0n v\u00e0 hi\u1ec7u qu\u1ea3 trong v\u00f2ng \u0111\u1eddi ph\u00e1t tri\u1ec3n AI.<\/li>\n<li><b><\/b><strong><b>Agent Builder &amp; Extensions<\/b><\/strong>: B\u1ea1n c\u00f3 th\u1ec3 t\u1ea1o nhanh c\u00e1c \u201ctr\u1ee3 l\u00fd \u1ea3o\u201d th\u00f4ng minh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u doanh nghi\u1ec7p. Ngo\u00e0i ra, n\u1ec1n t\u1ea3ng c\u00f2n h\u1ed7 tr\u1ee3 k\u1ebft n\u1ed1i th\u1eddi gian th\u1ef1c gi\u1eefa m\u00f4 h\u00ecnh v\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng b\u00ean ngo\u00e0i.<\/li>\n<\/ul>\n<h2 style=\"text-align: justify;\">Quy tr\u00ecnh l\u00e0m vi\u1ec7c c\u1ee7a Vertex AI<\/h2>\n<p style=\"text-align: justify;\">V\u1ec1 c\u01a1 b\u1ea3n, quy tr\u00ecnh v\u1eadn h\u00e0nh c\u1ee7a Vertex \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng t\u1ed1i \u01b0u h\u00f3a \u0111\u1ec3 ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 chi ph\u00ed cho doanh nghi\u1ec7p. C\u00f9ng kh\u00e1m ph\u00e1 chi ti\u1ebft h\u01a1n ngay nh\u00e9.<\/p>\n<h3 style=\"text-align: justify;\">Chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u<\/h3>\n<p style=\"text-align: justify;\">Tr\u01b0\u1edbc khi b\u1eaft \u0111\u1ea7u hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh, doanh nghi\u1ec7p c\u1ea7n thu th\u1eadp v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch b\u00e0i b\u1ea3n. D\u1eef li\u1ec7u ph\u1ea3i \u0111\u01b0\u1ee3c l\u00e0m s\u1ea1ch, chu\u1ea9n h\u00f3a v\u00e0 ph\u00e2n lo\u1ea1i r\u00f5 r\u00e0ng theo y\u00eau c\u1ea7u c\u1ee5 th\u1ec3 c\u1ee7a b\u00e0i to\u00e1n. Vi\u1ec7c n\u00e0y gi\u00fap tr\u00e1nh sai l\u1ec7ch trong qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n v\u00e0 t\u0103ng \u0111\u1ed9 tin c\u1eady cho m\u00f4 h\u00ecnh.<\/p>\n<p style=\"text-align: justify;\"><picture><source srcset=\"https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/webp-express\/webp-images\/uploads\/2025\/06\/vertex-ai-1.jpg.webp 800w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/webp-express\/webp-images\/uploads\/2025\/06\/vertex-ai-1-300x169.jpg.webp 300w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/webp-express\/webp-images\/uploads\/2025\/06\/vertex-ai-1-768x432.jpg.webp 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" type=\"image\/webp\"><img decoding=\"async\" class=\"size-full wp-image-466217 aligncenter webpexpress-processed\" src=\"https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-1.jpg\" alt=\"vertex-ai-1\" width=\"800\" height=\"450\" srcset=\"https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-1.jpg 800w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-1-300x169.jpg 300w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-1-768x432.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\"><\/picture><\/p>\n<p style=\"text-align: justify;\"><strong><b>Vertex AI<\/b><\/strong>\u00a0h\u1ed7 tr\u1ee3 k\u1ebft n\u1ed1i tr\u1ef1c ti\u1ebfp v\u1edbi c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u l\u1edbn nh\u01b0 BigQuery ho\u1eb7c Cloud Storage, t\u1eeb \u0111\u00f3 t\u1ea1o \u0111i\u1ec1u ki\u1ec7n thu\u1eadn l\u1ee3i \u0111\u1ec3 x\u00e2y d\u1ef1ng pipeline d\u1eef li\u1ec7u \u1ed5n \u0111\u1ecbnh. Khi d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c chu\u1ea9n b\u1ecb k\u1ef9 l\u01b0\u1ee1ng, c\u00e1c b\u01b0\u1edbc ti\u1ebfp theo trong quy tr\u00ecnh AI s\u1ebd di\u1ec5n ra nhanh ch\u00f3ng v\u00e0 ch\u00ednh x\u00e1c h\u01a1n r\u1ea5t nhi\u1ec1u.<\/p>\n<h3 style=\"text-align: justify;\">X\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh<\/h3>\n<p style=\"text-align: justify;\">Khi \u0111\u00e3 c\u00f3 d\u1eef li\u1ec7u ch\u1ea5t l\u01b0\u1ee3ng, b\u01b0\u1edbc ti\u1ebfp theo l\u00e0 ch\u1ecdn thu\u1eadt to\u00e1n v\u00e0 t\u1ea1o m\u00f4 h\u00ecnh ph\u00f9 h\u1ee3p. Vertex cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng thi\u1ebft k\u1ebf m\u00f4 h\u00ecnh theo c\u00e1ch th\u1ee7 c\u00f4ng ho\u1eb7c s\u1eed d\u1ee5ng AutoML \u0111\u1ec3 ti\u1ebft ki\u1ec7m th\u1eddi gian. Ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng AutoML \u0111\u1ec3 t\u1ea1o m\u00f4 h\u00ecnh nhanh m\u00e0 kh\u00f4ng c\u1ea7n vi\u1ebft m\u00e3 ph\u1ee9c t\u1ea1p, trong khi nh\u1eefng ng\u01b0\u1eddi c\u00f3 kinh nghi\u1ec7m c\u00f3 th\u1ec3 \u0111i\u1ec1u ch\u1ec9nh c\u1ea5u tr\u00fac v\u00e0 si\u00eau tham s\u1ed1 chuy\u00ean s\u00e2u h\u01a1n. Ngo\u00e0i ra, ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 ch\u1ecdn m\u00f4i tr\u01b0\u1eddng hu\u1ea5n luy\u1ec7n ph\u00f9 h\u1ee3p nh\u01b0 CPU, GPU ho\u1eb7c TPU nh\u1eb1m t\u1ed1i \u01b0u t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd v\u00e0 ti\u1ebft ki\u1ec7m t\u00e0i nguy\u00ean.<\/p>\n<p style=\"text-align: justify;\"><picture><source srcset=\"https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/webp-express\/webp-images\/uploads\/2025\/06\/vertex-ai-2.jpg.webp 800w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/webp-express\/webp-images\/uploads\/2025\/06\/vertex-ai-2-300x169.jpg.webp 300w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/webp-express\/webp-images\/uploads\/2025\/06\/vertex-ai-2-768x432.jpg.webp 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" type=\"image\/webp\"><img decoding=\"async\" class=\"size-full wp-image-466216 aligncenter webpexpress-processed\" src=\"https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-2.jpg\" alt=\"vertex-ai-2\" width=\"800\" height=\"450\" srcset=\"https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-2.jpg 800w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-2-300x169.jpg 300w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-2-768x432.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\"><\/picture><\/p>\n<h3 style=\"text-align: justify;\">Vertex AI h\u1ed7 tr\u1ee3 \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh<\/h3>\n<p style=\"text-align: justify;\">Giai \u0111o\u1ea1n \u0111\u00e0o t\u1ea1o gi\u00fap m\u00f4 h\u00ecnh h\u1ecdc t\u1eeb d\u1eef li\u1ec7u \u0111\u1ec3 c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch v\u00e0 d\u1ef1 \u0111o\u00e1n. V\u1edbi Vertex, vi\u1ec7c hu\u1ea5n luy\u1ec7n \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n tr\u00ean c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng m\u1ea1nh m\u1ebd, h\u1ed7 tr\u1ee3 x\u1eed l\u00fd song song \u0111\u1ec3 r\u00fat ng\u1eafn th\u1eddi gian. Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 theo d\u00f5i tr\u1ef1c ti\u1ebfp ti\u1ebfn tr\u00ecnh hu\u1ea5n luy\u1ec7n th\u00f4ng qua b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n v\u00e0 bi\u1ec3u \u0111\u1ed3 \u0111\u00e1nh gi\u00e1. Trong tr\u01b0\u1eddng h\u1ee3p c\u1ea7n \u0111i\u1ec1u ch\u1ec9nh, vi\u1ec7c c\u1eadp nh\u1eadt th\u00f4ng s\u1ed1 c\u0169ng \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n d\u1ec5 d\u00e0ng trong l\u00fac \u0111\u00e0o t\u1ea1o \u0111ang di\u1ec5n ra. \u0110i\u1ec1u n\u00e0y gi\u00fap m\u00f4 h\u00ecnh \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111\u1ed9 ch\u00ednh x\u00e1c mong mu\u1ed1n m\u00e0 kh\u00f4ng t\u1ed1n nhi\u1ec1u c\u00f4ng s\u1ee9c th\u1eed sai.<\/p>\n<p style=\"text-align: justify;\"><picture><source srcset=\"https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/webp-express\/webp-images\/uploads\/2025\/06\/vertex-ai-3.jpg.webp 800w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/webp-express\/webp-images\/uploads\/2025\/06\/vertex-ai-3-300x169.jpg.webp 300w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/webp-express\/webp-images\/uploads\/2025\/06\/vertex-ai-3-768x432.jpg.webp 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" type=\"image\/webp\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-466215 aligncenter webpexpress-processed\" src=\"https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-3.jpg\" alt=\"vertex-ai-3\" width=\"800\" height=\"450\" srcset=\"https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-3.jpg 800w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-3-300x169.jpg 300w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-3-768x432.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\"><\/picture><\/p>\n<h3 style=\"text-align: justify;\">Tri\u1ec3n khai m\u00f4 h\u00ecnh<\/h3>\n<p style=\"text-align: justify;\">Sau khi m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o th\u00e0nh c\u00f4ng, vi\u1ec7c tri\u1ec3n khai l\u00e0 b\u01b0\u1edbc \u0111\u01b0a s\u1ea3n ph\u1ea9m AI v\u00e0o s\u1eed d\u1ee5ng th\u1ef1c t\u1ebf. <strong><b>Vertex AI<\/b><\/strong>\u00a0h\u1ed7 tr\u1ee3 tri\u1ec3n khai linh ho\u1ea1t \u1edf nhi\u1ec1u n\u1ec1n t\u1ea3ng nh\u01b0 \u0111\u00e1m m\u00e2y, thi\u1ebft b\u1ecb bi\u00ean hay h\u1ec7 th\u1ed1ng n\u1ed9i b\u1ed9. Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 t\u00edch h\u1ee3p m\u00f4 h\u00ecnh v\u00e0o \u1ee9ng d\u1ee5ng hi\u1ec7n c\u00f3 v\u00e0 theo d\u00f5i hi\u1ec7u su\u1ea5t qua c\u00e1c c\u00f4ng c\u1ee5 gi\u00e1m s\u00e1t t\u00edch h\u1ee3p. Vi\u1ec7c m\u1edf r\u1ed9ng quy m\u00f4 x\u1eed l\u00fd c\u0169ng \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n nhanh ch\u00f3ng nh\u1edd kh\u1ea3 n\u0103ng qu\u1ea3n l\u00fd t\u00e0i nguy\u00ean th\u00f4ng minh. Nh\u1edd v\u1eady, doanh nghi\u1ec7p c\u00f3 th\u1ec3 duy tr\u00ec hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng m\u00e0 kh\u00f4ng b\u1ecb gi\u00e1n \u0111o\u1ea1n.<\/p>\n<p style=\"text-align: justify;\"><picture><source srcset=\"https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/webp-express\/webp-images\/uploads\/2025\/06\/vertex-ai-4.jpg.webp 800w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/webp-express\/webp-images\/uploads\/2025\/06\/vertex-ai-4-300x169.jpg.webp 300w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/webp-express\/webp-images\/uploads\/2025\/06\/vertex-ai-4-768x432.jpg.webp 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" type=\"image\/webp\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-466214 aligncenter webpexpress-processed\" src=\"https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-4.jpg\" alt=\"vertex-ai-5\" width=\"800\" height=\"450\" srcset=\"https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-4.jpg 800w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-4-300x169.jpg 300w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-4-768x432.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\"><\/picture><\/p>\n<h3 style=\"text-align: justify;\">Gi\u00e1m s\u00e1t m\u00f4 h\u00ecnh<\/h3>\n<p style=\"text-align: justify;\">Sau khi m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o v\u1eadn h\u00e0nh, doanh nghi\u1ec7p c\u1ea7n li\u00ean t\u1ee5c ki\u1ec3m tra \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o t\u00ednh \u1ed5n \u0111\u1ecbnh v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c. <strong><b>Vertex<\/b><\/strong>\u00a0cung c\u1ea5p h\u1ec7 th\u1ed1ng theo d\u00f5i chuy\u00ean s\u00e2u, h\u1ed7 tr\u1ee3 ph\u00e1t hi\u1ec7n s\u1edbm nh\u1eefng thay \u0111\u1ed5i b\u1ea5t th\u01b0\u1eddng trong d\u1eef li\u1ec7u ho\u1eb7c hi\u1ec7u su\u1ea5t m\u00f4 h\u00ecnh. Vi\u1ec7c gi\u00e1m s\u00e1t di\u1ec5n ra t\u1ef1 \u0111\u1ed9ng v\u00e0 c\u00f3 c\u1ea3nh b\u00e1o khi c\u00f3 sai l\u1ec7ch \u0111\u00e1ng k\u1ec3, gi\u00fap nh\u00f3m k\u1ef9 thu\u1eadt k\u1ecbp th\u1eddi \u0111i\u1ec1u ch\u1ec9nh m\u00f4 h\u00ecnh ho\u1eb7c c\u1eadp nh\u1eadt l\u1ea1i d\u1eef li\u1ec7u. Nh\u1edd \u0111\u00f3, c\u00e1c gi\u1ea3i ph\u00e1p AI v\u1eabn gi\u1eef \u0111\u01b0\u1ee3c \u0111\u1ed9 tin c\u1eady khi \u00e1p d\u1ee5ng trong m\u00f4i tr\u01b0\u1eddng th\u1ef1c t\u1ebf lu\u00f4n bi\u1ebfn \u0111\u1ed9ng.<\/p>\n<h2 style=\"text-align: justify;\">Chi ph\u00ed c\u1ee7a d\u1ecbch v\u1ee5 Vertex AI<\/h2>\n<p style=\"text-align: justify;\">N\u1ebfu quan t\u00e2m \u0111\u1ebfn chi ph\u00ed s\u1eed d\u1ee5ng Vertex th\u00ec b\u1ea1n n\u00ean tham kh\u1ea3o ngay b\u1ea3ng t\u1ed5ng h\u1ee3p b\u00ean d\u01b0\u1edbi:<\/p>\n<h3 style=\"text-align: justify;\">B\u1ea3ng gi\u00e1 Vertex \u2013 AutoML (theo lo\u1ea1i d\u1eef li\u1ec7u v\u00e0 ho\u1ea1t \u0111\u1ed9ng)<\/h3>\n<table>\n<tbody>\n<tr>\n<td><strong><b>Lo\u1ea1i d\u1eef li\u1ec7u<\/b><\/strong><\/td>\n<td><strong><b>Giai \u0111o\u1ea1n s\u1eed d\u1ee5ng<\/b><\/strong><\/td>\n<td><strong><b>Chi ph\u00ed (\u01b0\u1edbc t\u00ednh)<\/b><\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong><b>Text data<\/b><\/strong><\/td>\n<td>Training<\/td>\n<td>$3.30\/gi\u1edd<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>Prediction<\/td>\n<td>$5.00\/1000 b\u1ea3n ghi ho\u1eb7c $25.00\/1000 trang t\u00e0i li\u1ec7u<\/td>\n<\/tr>\n<tr>\n<td><strong><b>Tabular Data<\/b><\/strong><\/td>\n<td>Training<\/td>\n<td>Classification\/Regression: $21.252\/node-gi\u1edd<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>Forecasting<\/td>\n<td>\u0110ang c\u1eadp nh\u1eadt<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>Prediction<\/td>\n<td>Forecasting: \u0110ang c\u1eadp nh\u1eadt<\/td>\n<\/tr>\n<tr>\n<td><strong><b>Video Data<\/b><\/strong><\/td>\n<td>Training<\/td>\n<td>Classification\/Object Tracking: $3.234\/node-gi\u1edd, Action Recognition: $3.300\/node-gi\u1edd<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>Training (Edge)<\/td>\n<td>Classification\/Object Tracking: $10.78\/node-gi\u1edd, Action Recognition: $11.00\/node-gi\u1edd<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>Predictions<\/td>\n<td>Classification\/Object Tracking: $0.462\/node-gi\u1edd, Action Recognition: $0.550\/node-gi\u1edd<\/td>\n<\/tr>\n<tr>\n<td><strong><b>Image Data<\/b><\/strong><\/td>\n<td>Training<\/td>\n<td>Classification\/Object Detection: $3.465\/node-gi\u1edd<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>Training (Edge)<\/td>\n<td>Classification\/Object Detection: $18.00\/node-gi\u1edd<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>Deployment\/Online Prediction<\/td>\n<td>Classification: $1.375\/node-gi\u1edd, Object Detection: $2.002\/node-gi\u1edd<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>Batch Prediction<\/td>\n<td>Classification\/Object Detection: $2.222\/node-gi\u1edd<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3 style=\"text-align: justify;\">B\u1ea3ng gi\u00e1 Vertex AI Forecast<\/h3>\n<table>\n<tbody>\n<tr>\n<td><strong><b>C\u00f4ng c\u1ee5<\/b><\/strong><\/td>\n<td><strong><b>Giai \u0111o\u1ea1n s\u1eed d\u1ee5ng<\/b><\/strong><\/td>\n<td><strong><b>Chi ph\u00ed \u00e1p d\u1ee5ng<\/b><\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong><b>AutoML<\/b><\/strong><\/td>\n<td>Prediction<\/td>\n<td>$0.20\/1000 \u0111i\u1ec3m d\u1eef li\u1ec7u (0\u20131 tri\u1ec7u \u0111i\u1ec3m), $0.10\/1000 \u0111i\u1ec3m d\u1eef li\u1ec7u (1\u201350 tri\u1ec7u \u0111i\u1ec3m), $0.02\/1000 \u0111i\u1ec3m d\u1eef li\u1ec7u (&gt;50 tri\u1ec7u \u0111i\u1ec3m)<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>Training<\/td>\n<td>$21.25\/gi\u1edd<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>Explainable AI<\/td>\n<td>\u0110ang c\u1eadp nh\u1eadt<\/td>\n<\/tr>\n<tr>\n<td><strong><b>ARIMA+<\/b><\/strong><\/td>\n<td>Prediction<\/td>\n<td>$5.00\/TB<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>Training<\/td>\n<td>$250.00\/TB<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>Explainable AI<\/td>\n<td>\u0110ang c\u1eadp nh\u1eadt<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"text-align: justify;\"><strong><b>L\u01b0u \u00fd<\/b><\/strong>: M\u1ee9c gi\u00e1 c\u00f3 th\u1ec3 thay \u0111\u1ed5i t\u00f9y theo khu v\u1ef1c, t\u00e0i nguy\u00ean s\u1eed d\u1ee5ng v\u00e0 th\u1eddi gian hu\u1ea5n luy\u1ec7n. Google c\u00f3 th\u1ec3 c\u1eadp nh\u1eadt b\u1ea3ng gi\u00e1 theo ch\u00ednh s\u00e1ch m\u1edbi, n\u00ean b\u1ea1n n\u00ean ki\u1ec3m tra tr\u1ef1c ti\u1ebfp tr\u00ean trang pricing ch\u00ednh th\u1ee9c c\u1ee7a <strong><b>Vertex <\/b><\/strong>\u0111\u1ec3 c\u00f3 th\u00f4ng tin ch\u00ednh x\u00e1c nh\u1ea5t.<\/p>\n<h2 style=\"text-align: justify;\">L\u1ee3i \u00edch AI Vertex v\u1edbi doanh nghi\u1ec7p<\/h2>\n<p style=\"text-align: justify;\">Vi\u1ec7c \u1ee9ng d\u1ee5ng <strong><b>Vertex AI<\/b><\/strong>\u00a0mang \u0111\u1ebfn nhi\u1ec1u l\u1ee3i \u00edch thi\u1ebft th\u1ef1c cho doanh nghi\u1ec7p trong qu\u00e1 tr\u00ecnh tri\u1ec3n khai tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. Nh\u1edd v\u00e0o h\u1ec7 th\u1ed1ng AutoML c\u00f9ng kh\u1ea3 n\u0103ng hu\u1ea5n luy\u1ec7n ph\u00e2n t\u00e1n m\u1ea1nh m\u1ebd, c\u00e1c c\u00f4ng ty c\u00f3 th\u1ec3 r\u00fat ng\u1eafn \u0111\u00e1ng k\u1ec3 th\u1eddi gian x\u00e2y d\u1ef1ng v\u00e0 th\u1eed nghi\u1ec7m m\u00f4 h\u00ecnh. Thay v\u00ec t\u1ed1n h\u00e0ng tu\u1ea7n \u0111\u1ec3 ho\u00e0n thi\u1ec7n, gi\u1edd \u0111\u00e2y qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n c\u00f3 th\u1ec3 di\u1ec5n ra trong v\u00e0i gi\u1edd ho\u1eb7c \u00edt h\u01a1n, gi\u00fap \u0111\u1ea9y nhanh ti\u1ebfn \u0111\u1ed9 tri\u1ec3n khai d\u1ef1 \u00e1n.<\/p>\n<p style=\"text-align: justify;\">V\u1ec1 m\u1eb7t chi ph\u00ed, Vertex cho ph\u00e9p doanh nghi\u1ec7p s\u1eed d\u1ee5ng t\u00e0i nguy\u00ean linh ho\u1ea1t tr\u00ean n\u1ec1n t\u1ea3ng \u0111\u00e1m m\u00e2y. Do ch\u1ec9 c\u1ea7n thanh to\u00e1n theo m\u1ee9c \u0111\u1ed9 s\u1eed d\u1ee5ng th\u1ef1c t\u1ebf, c\u00f4ng ty c\u00f3 th\u1ec3 t\u1ed1i \u01b0u ng\u00e2n s\u00e1ch m\u00e0 v\u1eabn \u0111\u1ea3m b\u1ea3o hi\u1ec7u qu\u1ea3 x\u1eed l\u00fd cao. Vi\u1ec7c ph\u00e2n b\u1ed5 t\u00e0i nguy\u00ean t\u1ef1 \u0111\u1ed9ng c\u0169ng gi\u00fap tr\u00e1nh l\u00e3ng ph\u00ed v\u00e0 duy tr\u00ec hi\u1ec7u su\u1ea5t \u1ed5n \u0111\u1ecbnh.<\/p>\n<p style=\"text-align: justify;\"><picture><source srcset=\"https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/webp-express\/webp-images\/uploads\/2025\/06\/vertex-ai-5.jpg.webp 800w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/webp-express\/webp-images\/uploads\/2025\/06\/vertex-ai-5-300x169.jpg.webp 300w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/webp-express\/webp-images\/uploads\/2025\/06\/vertex-ai-5-768x432.jpg.webp 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" type=\"image\/webp\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-466213 aligncenter webpexpress-processed\" src=\"https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-5.jpg\" alt=\"vertex-ai-5\" width=\"800\" height=\"450\" srcset=\"https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-5.jpg 800w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-5-300x169.jpg 300w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-5-768x432.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\"><\/picture><\/p>\n<p style=\"text-align: justify;\">Kh\u00f4ng nh\u1eefng v\u1eady, <strong><b>Vertex AI<\/b><\/strong>\u00a0c\u00f2n h\u1ed7 tr\u1ee3 t\u00edch h\u1ee3p d\u1ec5 d\u00e0ng v\u1edbi c\u00e1c d\u1ecbch v\u1ee5 d\u1eef li\u1ec7u ph\u1ed5 bi\u1ebfn nh\u01b0 BigQuery hay Cloud Storage. \u0110i\u1ec1u n\u00e0y gi\u00fap d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c li\u00ean k\u1ebft ch\u1eb7t ch\u1ebd v\u1edbi m\u00f4 h\u00ecnh AI, t\u1eeb \u0111\u00f3 n\u00e2ng cao \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 hi\u1ec7u qu\u1ea3 ph\u00e2n t\u00edch.<\/p>\n<p style=\"text-align: justify;\">M\u1ed9t \u0111i\u1ec3m c\u1ed9ng kh\u00e1c l\u00e0 h\u1ec7 th\u1ed1ng gi\u00e1m s\u00e1t v\u00e0 \u0111i\u1ec1u ch\u1ec9nh t\u1ef1 \u0111\u1ed9ng trong qu\u00e1 tr\u00ecnh v\u1eadn h\u00e0nh. Doanh nghi\u1ec7p c\u00f3 th\u1ec3 theo d\u00f5i li\u00ean t\u1ee5c hi\u1ec7u su\u1ea5t m\u00f4 h\u00ecnh, ph\u00e1t hi\u1ec7n sai l\u1ec7ch s\u1edbm v\u00e0 th\u1ef1c hi\u1ec7n tinh ch\u1ec9nh c\u1ea7n thi\u1ebft \u0111\u1ec3 duy tr\u00ec ch\u1ea5t l\u01b0\u1ee3ng \u0111\u1ea7u ra \u1ed5n \u0111\u1ecbnh theo th\u1eddi gian.<\/p>\n<h2 style=\"text-align: justify;\">M\u1ed9t v\u00e0i l\u01b0u \u00fd khi tri\u1ec3n khai Vertex AI<\/h2>\n<p style=\"text-align: justify;\">D\u00f9 Vertex mang l\u1ea1i nhi\u1ec1u gi\u00e1 tr\u1ecb cho doanh nghi\u1ec7p, vi\u1ec7c tri\u1ec3n khai v\u1eabn c\u1ea7n \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n m\u1ed9t c\u00e1ch c\u1ea9n tr\u1ecdng \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o hi\u1ec7u qu\u1ea3 t\u1ed1i \u0111a. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 \u0111i\u1ec3m quan tr\u1ecdng b\u1ea1n n\u00ean ghi nh\u1edb khi s\u1eed d\u1ee5ng n\u1ec1n t\u1ea3ng n\u00e0y:<\/p>\n<p style=\"text-align: justify;\"><strong><b>X\u00e1c \u0111\u1ecbnh r\u00f5 m\u1ee5c ti\u00eau<\/b><\/strong>: Tr\u01b0\u1edbc khi b\u1eaft \u0111\u1ea7u, doanh nghi\u1ec7p c\u1ea7n l\u00e0m r\u00f5 b\u00e0i to\u00e1n mu\u1ed1n gi\u1ea3i quy\u1ebft. Vi\u1ec7c x\u00e1c \u0111\u1ecbnh m\u1ee5c ti\u00eau s\u1ebd gi\u00fap l\u1ef1a ch\u1ecdn c\u00f4ng c\u1ee5 ph\u00f9 h\u1ee3p trong h\u1ec7 sinh th\u00e1i Vertex, tr\u00e1nh l\u00e3ng ph\u00ed t\u00e0i nguy\u00ean.<\/p>\n<p style=\"text-align: justify;\"><strong><b>Chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u k\u1ef9 l\u01b0\u1ee1ng<\/b><\/strong>: D\u1eef li\u1ec7u c\u1ea7n \u0111\u01b0\u1ee3c l\u00e0m s\u1ea1ch v\u00e0 t\u1ed5 ch\u1ee9c h\u1ee3p l\u00fd. Ch\u1ea5t l\u01b0\u1ee3ng \u0111\u1ea7u v\u00e0o t\u1ed1t s\u1ebd gi\u00fap m\u00f4 h\u00ecnh h\u1ecdc ch\u00ednh x\u00e1c h\u01a1n v\u00e0 gi\u1ea3m th\u1eddi gian x\u1eed l\u00fd trong giai \u0111o\u1ea1n hu\u1ea5n luy\u1ec7n.<\/p>\n<p style=\"text-align: justify;\"><picture><source srcset=\"https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/webp-express\/webp-images\/uploads\/2025\/06\/vertex-ai-6.jpg.webp 800w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/webp-express\/webp-images\/uploads\/2025\/06\/vertex-ai-6-300x169.jpg.webp 300w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/webp-express\/webp-images\/uploads\/2025\/06\/vertex-ai-6-768x432.jpg.webp 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" type=\"image\/webp\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-466212 aligncenter webpexpress-processed\" src=\"https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-6.jpg\" alt=\"vertex-ai-6\" width=\"800\" height=\"450\" srcset=\"https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-6.jpg 800w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-6-300x169.jpg 300w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-6-768x432.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\"><\/picture><\/p>\n<p style=\"text-align: justify;\"><strong><b>Gi\u00e1m s\u00e1t v\u00e0 \u0111i\u1ec1u ch\u1ec9nh \u0111\u1ecbnh k\u1ef3<\/b><\/strong>: Sau khi tri\u1ec3n khai, c\u1ea7n th\u01b0\u1eddng xuy\u00ean ki\u1ec3m tra hi\u1ec7u su\u1ea5t m\u00f4 h\u00ecnh. Vi\u1ec7c c\u1eadp nh\u1eadt d\u1eef li\u1ec7u v\u00e0 \u0111i\u1ec1u ch\u1ec9nh thu\u1eadt to\u00e1n l\u00e0 c\u1ea7n thi\u1ebft \u0111\u1ec3 m\u00f4 h\u00ecnh th\u00edch nghi t\u1ed1t v\u1edbi thay \u0111\u1ed5i trong th\u1ef1c t\u1ebf.<\/p>\n<p style=\"text-align: justify;\"><strong><b>T\u1eadn d\u1ee5ng t\u00ednh n\u0103ng t\u1ef1 \u0111\u1ed9ng h\u00f3a<\/b><\/strong>: C\u00e1c c\u00f4ng c\u1ee5 nh\u01b0 AutoML hay Vertex Pipelines gi\u00fap ti\u1ebft ki\u1ec7m c\u00f4ng s\u1ee9c v\u00e0 th\u1eddi gian cho \u0111\u1ed9i ng\u0169 k\u1ef9 thu\u1eadt. Doanh nghi\u1ec7p n\u00ean khai th\u00e1c tri\u1ec7t \u0111\u1ec3 c\u00e1c ti\u1ec7n \u00edch n\u00e0y \u0111\u1ec3 \u0111\u01a1n gi\u1ea3n h\u00f3a quy tr\u00ecnh.<\/p>\n<p style=\"text-align: justify;\"><strong><b>\u0110\u1ea3m b\u1ea3o b\u1ea3o m\u1eadt th\u00f4ng tin<\/b><\/strong>: Khi k\u1ebft n\u1ed1i v\u1edbi c\u00e1c d\u1ecbch v\u1ee5 nh\u01b0 BigQuery hay Cloud Storage, c\u1ea7n thi\u1ebft l\u1eadp quy\u1ec1n truy c\u1eadp r\u00f5 r\u00e0ng v\u00e0 theo d\u00f5i ch\u1eb7t ch\u1ebd \u0111\u1ec3 tr\u00e1nh r\u00f2 r\u1ec9 d\u1eef li\u1ec7u quan tr\u1ecdng.<\/p>\n<h2 style=\"text-align: justify;\">Vertex AI ph\u00f9 h\u1ee3p v\u1edbi \u0111\u1ed1i t\u01b0\u1ee3ng kh\u00e1ch h\u00e0ng n\u00e0o?<\/h2>\n<p style=\"text-align: justify;\">D\u01b0\u1edbi \u0111\u00e2y l\u00e0 nh\u1eefng \u0111\u1ed1i t\u01b0\u1ee3ng ph\u00f9 h\u1ee3p nh\u1ea5t v\u1edbi Vertex m\u00e0 b\u1ea1n c\u00f3 th\u1ec3 tham kh\u1ea3o:<\/p>\n<ul style=\"text-align: justify;\">\n<li><b><\/b><strong><b>Doanh nghi\u1ec7p mu\u1ed1n \u1ee9ng d\u1ee5ng AI m\u00e0 kh\u00f4ng c\u00f3 \u0111\u1ed9i ng\u0169 k\u1ef9 thu\u1eadt chuy\u00ean s\u00e2u<\/b><\/strong>: Nh\u1edd c\u00f3 AutoML, Vertex gi\u00fap ng\u01b0\u1eddi d\u00f9ng t\u1ea1o m\u00f4 h\u00ecnh m\u00e0 kh\u00f4ng c\u1ea7n vi\u1ebft nhi\u1ec1u d\u00f2ng m\u00e3. \u0110\u00e2y l\u00e0 l\u1ef1a ch\u1ecdn l\u00fd t\u01b0\u1edfng cho c\u00e1c c\u00f4ng ty mu\u1ed1n tri\u1ec3n khai AI nh\u01b0ng thi\u1ebfu chuy\u00ean gia machine learning n\u1ed9i b\u1ed9.<\/li>\n<li><b><\/b><strong><b>T\u1ed5 ch\u1ee9c c\u00f3 d\u1eef li\u1ec7u l\u1edbn c\u1ea7n x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch<\/b><\/strong>: Nh\u1eefng doanh nghi\u1ec7p ho\u1ea1t \u0111\u1ed9ng trong l\u0129nh v\u1ef1c t\u00e0i ch\u00ednh, b\u00e1n l\u1ebb, logistics hay ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe \u2013 n\u01a1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 c\u1ea7n \u0111\u01b0\u1ee3c khai th\u00e1c th\u00f4ng minh s\u1ebd h\u01b0\u1edfng l\u1ee3i l\u1edbn t\u1eeb kh\u1ea3 n\u0103ng t\u00edch h\u1ee3p v\u1edbi BigQuery, Cloud Storage v\u00e0 h\u1ec7 sinh th\u00e1i Google Cloud.<\/li>\n<li><b><\/b><strong><b>Nh\u00f3m ph\u00e1t tri\u1ec3n AI chuy\u00ean nghi\u1ec7<\/b><\/strong>p: C\u00e1c k\u1ef9 s\u01b0 d\u1eef li\u1ec7u v\u00e0 nh\u00e0 khoa h\u1ecdc m\u00e1y t\u00ednh c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng <strong><b>Vertex AI <\/b><\/strong>\u0111\u1ec3 x\u00e2y d\u1ef1ng pipeline t\u00f9y ch\u1ec9nh, t\u1ed1i \u01b0u si\u00eau tham s\u1ed1, tri\u1ec3n khai m\u00f4 h\u00ecnh \u1edf quy m\u00f4 l\u1edbn, \u0111\u1ed3ng th\u1eddi gi\u00e1m s\u00e1t v\u00e0 \u0111\u00e1nh gi\u00e1 m\u00f4 h\u00ecnh trong m\u00f4i tr\u01b0\u1eddng th\u1ef1c t\u1ebf.<\/li>\n<li><b><\/b><strong><b>Start-up c\u00f4ng ngh\u1ec7 c\u1ea7n ti\u1ebft ki\u1ec7m chi ph\u00ed<\/b><\/strong>: Vertex cho ph\u00e9p s\u1eed d\u1ee5ng t\u00e0i nguy\u00ean linh ho\u1ea1t, tr\u1ea3 ph\u00ed theo m\u1ee9c d\u00f9ng th\u1ef1c t\u1ebf. \u0110\u00e2y l\u00e0 l\u1ee3i th\u1ebf l\u1edbn cho c\u00e1c c\u00f4ng ty nh\u1ecf \u0111ang ph\u00e1t tri\u1ec3n s\u1ea3n ph\u1ea9m AI m\u00e0 c\u1ea7n t\u1ed1i \u01b0u ng\u00e2n s\u00e1ch ban \u0111\u1ea7u.<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">Nh\u00ecn chung, Vertex ph\u00f9 h\u1ee3p v\u1edbi nhi\u1ec1u nh\u00f3m \u0111\u1ed1i t\u01b0\u1ee3ng, \u0111\u1eb7c bi\u1ec7t l\u00e0 nh\u1eefng ai \u0111ang t\u00ecm ki\u1ebfm m\u1ed9t gi\u1ea3i ph\u00e1p AI m\u1ea1nh m\u1ebd, d\u1ec5 t\u00edch h\u1ee3p v\u00e0 c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng theo nhu c\u1ea7u doanh nghi\u1ec7p.<\/p>\n<p><picture><source srcset=\"https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/webp-express\/webp-images\/uploads\/2025\/06\/vertex-ai-7.jpg.webp 800w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/webp-express\/webp-images\/uploads\/2025\/06\/vertex-ai-7-300x169.jpg.webp 300w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/webp-express\/webp-images\/uploads\/2025\/06\/vertex-ai-7-768x432.jpg.webp 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" type=\"image\/webp\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-466211 aligncenter webpexpress-processed\" src=\"https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-7.jpg\" alt=\"vertex-ai-7\" width=\"800\" height=\"450\" srcset=\"https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-7.jpg 800w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-7-300x169.jpg 300w, https:\/\/hoanghamobile.com\/tin-tuc\/wp-content\/uploads\/2025\/06\/vertex-ai-7-768x432.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\"><\/picture><\/p>\n<h2 style=\"text-align: justify;\">T\u1ea1m k\u1ebft<\/h2>\n<p style=\"text-align: justify;\">T\u00f3m l\u1ea1i, Vertex AI mang t\u1edbi m\u00f4i tr\u01b0\u1eddng ph\u00e1t tri\u1ec3n AI kh\u00e9p k\u00edn, t\u1eeb giai \u0111o\u1ea1n hu\u1ea5n luy\u1ec7n \u0111\u1ebfn tri\u1ec3n khai v\u00e0 gi\u00e1m s\u00e1t. N\u00f3 h\u1ed7 tr\u1ee3 c\u1ea3 ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u v\u00e0 chuy\u00ean gia nh\u1edd v\u00e0o m\u00f4 h\u00ecnh AutoML, Custom Training, c\u00f9ng c\u00e1c c\u00f4ng c\u1ee5 MLOps v\u00e0 m\u00f4 h\u00ecnh n\u1ec1n t\u1ea3ng m\u1ea1nh m\u1ebd. Nh\u1edd v\u1eady, qu\u00e1 tr\u00ecnh \u0111\u01b0a gi\u1ea3i ph\u00e1p AI v\u00e0o th\u1ef1c t\u1ebf di\u1ec5n ra nhanh ch\u00f3ng, an to\u00e0n v\u00e0 c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng cao.<\/p>\n<p style=\"text-align: justify;\">Xem th\u00eam:<\/p>\n<ul>\n<li style=\"text-align: justify;\"><a href=\"https:\/\/hoanghamobile.com\/tin-tuc\/ai-tao-emoji\/\"><strong><u><b>Top 7 c\u00f4ng c\u1ee5 AI t\u1ea1o emoji free, si\u00eau d\u1ec5 th\u01b0\u01a1ng 2025<\/b><\/u><\/strong><\/a><\/li>\n<li style=\"text-align: justify;\"><a href=\"https:\/\/hoanghamobile.com\/tin-tuc\/ai-phuc-che-hinh-anh-cu\/\"><strong><u><b>Top 9 AI ph\u1ee5c ch\u1ebf h\u00ecnh \u1ea3nh c\u0169 nhanh, ch\u00ednh x\u00e1c nh\u1ea5t<\/b><\/u><\/strong><\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Trong b\u1ed1i c\u1ea3nh AI \u0111ang d\u1ea7n tr\u1edf th\u00e0nh trung t\u00e2m trong chi\u1ebfn l\u01b0\u1ee3c s\u1ed1 h\u00f3a c\u1ee7a nhi\u1ec1u c\u00f4ng ty, Vertex AI\u00a0n\u1ed5i l\u00ean nh\u01b0 m\u1ed9t gi\u1ea3i ph\u00e1p m\u1ea1nh m\u1ebd gi\u00fap doanh nghi\u1ec7p \u0111\u01a1n gi\u1ea3n h\u00f3a quy tr\u00ecnh tri\u1ec3n khai machine learning. \u0110\u00e2y l\u00e0 n\u1ec1n t\u1ea3ng do Google ph\u00e1t tri\u1ec3n, t\u00edch h\u1ee3p \u0111\u1ea7y \u0111\u1ee7 c\u00f4ng c\u1ee5 \u0111\u1ec3 [&hellip;]<\/p>\n","protected":false},"author":68,"featured_media":466218,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[30605,29235,3910],"tags":[],"class_list":["post-466210","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-goc-to-mo","category-kham-pha"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v24.2 (Yoast SEO v24.2) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Vertex AI l\u00e0 g\u00ec? \u1ee8ng d\u1ee5ng n\u1ed5i b\u1eadt cho doanh nghi\u1ec7p<\/title>\n<meta name=\"description\" content=\"Vertex AI mang t\u1edbi m\u00f4i tr\u01b0\u1eddng ph\u00e1t tri\u1ec3n AI kh\u00e9p k\u00edn, t\u1eeb giai \u0111o\u1ea1n hu\u1ea5n luy\u1ec7n \u0111\u1ebfn tri\u1ec3n khai v\u00e0 gi\u00e1m s\u00e1t. 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