{"id":16258,"date":"2025-04-15T07:42:22","date_gmt":"2025-04-15T07:42:22","guid":{"rendered":"https:\/\/www.mon-agent-ia.fr\/blog\/?p=16258"},"modified":"2025-04-15T07:42:23","modified_gmt":"2025-04-15T07:42:23","slug":"google-co-ke-hoach-tao-ra-mot-gia-dinh-cac-tac-nhan-ai-de-toi-uu-hoa-viec-quan-ly-du-lieu","status":"publish","type":"post","link":"https:\/\/www.mon-agent-ia.fr\/blog\/vi\/google-co-ke-hoach-tao-ra-mot-gia-dinh-cac-tac-nhan-ai-de-toi-uu-hoa-viec-quan-ly-du-lieu\/","title":{"rendered":"Google c\u00f3 k\u1ebf ho\u1ea1ch t\u1ea1o ra m\u1ed9t &lsquo;gia \u0111\u00ecnh&rsquo; c\u00e1c t\u00e1c nh\u00e2n AI \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a vi\u1ec7c qu\u1ea3n l\u00fd d\u1eef li\u1ec7u"},"content":{"rendered":"<p class=\"wp-block-paragraph\">Trong th\u1eddi \u0111\u1ea1i s\u1ed1 n\u0103m 2025, khi d\u1eef li\u1ec7u l\u00e0 v\u00e0ng m\u1edbi, nhu c\u1ea7u qu\u1ea3n l\u00fd d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3 tr\u1edf n\u00ean c\u1ea5p thi\u1ebft. Google Cloud n\u1ed5i b\u1eadt v\u1edbi t\u1ea7m nh\u00ecn t\u00e1o b\u1ea1o nh\u1eb1m c\u00e1ch m\u1ea1ng h\u00f3a vi\u1ec7c qu\u1ea3n l\u00fd d\u1eef li\u1ec7u. Th\u00f4ng qua h\u1ed9i ngh\u1ecb Next 25, c\u00f4ng ty \u0111\u00e3 ti\u1ebft l\u1ed9 tham v\u1ecdng t\u1ea1o ra m\u1ed9t \u00ab\u00a0gia \u0111\u00ecnh\u00a0\u00bb t\u00e1c nh\u00e2n tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a nhi\u1ec1u quy tr\u00ecnh kinh doanh li\u00ean quan \u0111\u1ebfn qu\u1ea3n l\u00fd d\u1eef li\u1ec7u. Nh\u1eefng ti\u1ebfn b\u1ed9 n\u00e0y h\u1ee9a h\u1eb9n s\u1ebd ph\u00e1 v\u1ee1 c\u00e1c r\u00e0o c\u1ea3n hi\u1ec7n t\u1ea1i v\u00e0 t\u00edch h\u1ee3p AI m\u1ed9t c\u00e1ch th\u00f4ng minh v\u00e0o c\u00e1c \u1ee9ng d\u1ee5ng nh\u01b0 BigQuery, \u0111\u1ed3ng th\u1eddi t\u1eadn d\u1ee5ng m\u00f4 h\u00ecnh Gemini m\u1ea1nh m\u1ebd c\u1ee7a \u1ee9ng d\u1ee5ng n\u00e0y. Nh\u01b0ng s\u1ef1 chuy\u1ec3n \u0111\u1ed5i nh\u01b0 v\u1eady th\u1ef1c s\u1ef1 c\u00f3 \u00fd ngh\u0129a g\u00ec \u0111\u1ed1i v\u1edbi c\u00e1c c\u00f4ng ty \u0111ang t\u00ecm ki\u1ebfm hi\u1ec7u qu\u1ea3 v\u00e0 \u0111\u1ed5i m\u1edbi?<\/p>\n\n<h2 class=\"wp-block-heading\">Tham v\u1ecdng c\u1ee7a Google v\u1edbi Gemini: \u0111\u01b0a AI t\u1ea1o ra tr\u1edf n\u00ean ph\u1ed5 bi\u1ebfn trong BigQuery<\/h2>\n\n<p class=\"wp-block-paragraph\">Google Cloud \u0111ang h\u01b0\u1edbng \u0111\u1ebfn t\u01b0\u01a1ng lai b\u1eb1ng c\u00e1ch \u0111\u01b0a AI t\u1ea1o sinh v\u00e0o d\u1ecbch v\u1ee5 BigQuery c\u1ee7a m\u00ecnh. V\u1edbi h\u00e0ng ng\u00e0n ng\u01b0\u1eddi d\u00f9ng \u0111\u00e3 \u00e1p d\u1ee5ng Gemini nh\u01b0 m\u1ed9t ph\u1ea7n trong chi\u1ebfn l\u01b0\u1ee3c qu\u1ea3n l\u00fd d\u1eef li\u1ec7u c\u1ee7a m\u00ecnh, c\u00f4ng ty h\u1ee9a h\u1eb9n c\u00e1c c\u00f4ng c\u1ee5 kh\u00f4ng ch\u1ec9 th\u1ef1c hi\u1ec7n l\u1ec7nh m\u00e0 c\u00f2n h\u1ed7 tr\u1ee3 ng\u01b0\u1eddi d\u00f9ng trong cu\u1ed9c s\u1ed1ng h\u00e0ng ng\u00e0y.<\/p>\n\n<p class=\"wp-block-paragraph\">T\u1ea1i h\u1ed9i ngh\u1ecb, Abhishek Kashyap, Tr\u01b0\u1edfng nh\u00f3m qu\u1ea3n l\u00fd s\u1ea3n ph\u1ea9m BigQuery, \u0111\u00e3 b\u00e1o c\u00e1o t\u1ef7 l\u1ec7 ch\u1ea5p nh\u1eadn h\u01a1n 60% cho c\u00e1c \u0111\u1ec1 xu\u1ea5t m\u00e3 do c\u00f4ng c\u1ee5 Gemini AI Code Assist t\u1ea1o ra. Hi\u1ec7u su\u1ea5t n\u00e0y kh\u00f4ng ch\u1ec9 minh h\u1ecda s\u1ee9c m\u1ea1nh c\u1ee7a AI trong qu\u1ea3n l\u00fd d\u1eef li\u1ec7u m\u00e0 c\u00f2n ph\u1ea3n \u00e1nh nhu c\u1ea7u ng\u00e0y c\u00e0ng t\u0103ng \u0111\u1ed1i v\u1edbi c\u00e1c gi\u1ea3i ph\u00e1p AI chuy\u00ean d\u1ee5ng, nh\u01b0 Kevin Petrie, nh\u00e0 ph\u00e2n t\u00edch t\u1ea1i BARC US \u0111\u00e3 nh\u1ea5n m\u1ea1nh.<\/p>\n\n<h3 class=\"wp-block-heading\">M\u1ed9t c\u00f4ng c\u1ee5 ph\u00f9 h\u1ee3p v\u1edbi nhu c\u1ea7u ng\u00e0y c\u00e0ng t\u0103ng trong ph\u00e2n t\u00edch d\u1eef li\u1ec7u<\/h3>\n\n<p class=\"wp-block-paragraph\">\u0110\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u ng\u00e0y c\u00e0ng t\u0103ng, Google \u0111\u00e3 gi\u1edbi thi\u1ec7u c\u00e1c t\u00ednh n\u0103ng t\u1ea1o v\u00e0 ho\u00e0n thi\u1ec7n m\u00e3 SQL v\u00e0 Python ti\u00ean ti\u1ebfn trong phi\u00ean b\u1ea3n BigQuery Enterprise Plus. Nh\u1eefng b\u1ed5 sung n\u00e0y s\u1ebd \u0111\u01b0a AI v\u00e0o c\u00e1c nhi\u1ec7m v\u1ee5 quan tr\u1ecdng nh\u01b0:<\/p>\n\n<ul class=\"wp-block-list\"><li>Chu\u1ea9n b\u1ecb v\u00e0 l\u00e0m s\u1ea1ch d\u1eef li\u1ec7u<\/li><li>Thi\u1ebft k\u1ebf m\u00f4 h\u00ecnh d\u1eef li\u1ec7u t\u1ed1i \u01b0u<\/li><li>T\u1ea1o c\u00e1c khuy\u1ebfn ngh\u1ecb v\u1ec1 ph\u00e2n v\u00f9ng v\u00e0 ch\u1ebf \u0111\u1ed9 xem \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n<\/li><li>T\u1ea1o giao di\u1ec7n \u0111\u00e0m tho\u1ea1i \u0111\u1ec3 d\u1ec5 d\u00e0ng truy c\u1eadp d\u1eef li\u1ec7u<\/li><\/ul>\n\n<p class=\"wp-block-paragraph\">C\u00e1c t\u00ednh n\u0103ng m\u1edbi n\u00e0y nh\u1eb1m m\u1ee5c \u0111\u00edch \u0111\u01a1n gi\u1ea3n h\u00f3a v\u00e0 h\u1ee3p l\u00fd h\u00f3a c\u00f4ng vi\u1ec7c c\u1ee7a c\u00e1c nh\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 k\u1ef9 s\u01b0, cho ph\u00e9p h\u1ecd t\u1eadp trung v\u00e0o c\u00e1c nhi\u1ec7m v\u1ee5 c\u00f3 gi\u00e1 tr\u1ecb gia t\u0103ng cao h\u01a1n thay v\u00ec d\u00e0nh th\u1eddi gian v\u00e0o vi\u1ec7c x\u1eed l\u00fd d\u1eef li\u1ec7u c\u01a1 b\u1ea3n.<\/p>\n\n<h3 class=\"wp-block-heading\">H\u1ed7 tr\u1ee3 chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u: l\u1ee3i nhu\u1eadn \u0111\u1ea7u t\u01b0 c\u1ee5 th\u1ec3<\/h3>\n\n<p class=\"wp-block-paragraph\">V\u1edbi c\u00f4ng c\u1ee5 Prepare Assist trong BigQuery Studio, ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh s\u1ef1 kh\u00f4ng nh\u1ea5t qu\u00e1n trong t\u1ec7p d\u1eef li\u1ec7u c\u1ee7a h\u1ecd, gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 v\u1ec1 l\u01b0\u1ee3c \u0111\u1ed3 ho\u1eb7c t\u1ef1 \u0111\u1ed9ng t\u1ea1o m\u00e3 SQL \u0111\u1ec3 s\u1eeda l\u1ed7i. M\u1eb7c d\u00f9 \u0111i\u1ec1u n\u00e0y kh\u00f4ng thay th\u1ebf ho\u00e0n to\u00e0n chuy\u00ean m\u00f4n c\u1ee7a con ng\u01b0\u1eddi, nh\u01b0ng n\u00f3 th\u1ec3 hi\u1ec7n b\u01b0\u1edbc ti\u1ebfn \u0111\u00e1ng k\u1ec3 trong vi\u1ec7c t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c nhi\u1ec7m v\u1ee5 l\u1eb7p \u0111i l\u1eb7p l\u1ea1i, d\u00e0nh nhi\u1ec1u th\u1eddi gian h\u01a1n cho vi\u1ec7c ph\u00e2n t\u00edch chi\u1ebfn l\u01b0\u1ee3c.<\/p>\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>D\u1ee5ng c\u1ee5<\/th>\n<th>Ch\u1ee9c n\u0103ng<\/th>\n<th>Ng\u01b0\u1eddi d\u00f9ng m\u1ee5c ti\u00eau<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>H\u1ed7 tr\u1ee3 m\u00e3 AI c\u1ee7a Gemini<\/td>\n<td>T\u1ea1o m\u00e3 SQL \/ Python<\/td>\n<td>Nh\u00e0 ph\u00e2n t\u00edch, Nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u<\/td>\n<\/tr>\n<tr>\n<td>\u0110\u1ea1i l\u00fd khoa h\u1ecdc d\u1eef li\u1ec7u<\/td>\n<td>H\u1ed7 tr\u1ee3 kh\u00e1m ph\u00e1 v\u00e0 m\u00f4 h\u00ecnh h\u00f3a<\/td>\n<td>Nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u<\/td>\n<\/tr>\n<tr>\n<td>Ph\u00e2n t\u00edch h\u1ed9i tho\u1ea1i<\/td>\n<td>Ph\u00e2n t\u00edch d\u1eef li\u1ec7u ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean<\/td>\n<td>Nh\u00e0 ph\u00e2n t\u00edch kinh doanh<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n<p class=\"wp-block-paragraph\">B\u1eb1ng c\u00e1ch t\u00edch h\u1ee3p c\u00e1c t\u00e1c nh\u00e2n n\u00e0y v\u00e0o c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng c\u1ee7a m\u00ecnh, Google Cloud kh\u00f4ng ch\u1ec9 h\u01b0\u1edbng \u0111\u1ebfn m\u1ee5c ti\u00eau c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 quy tr\u00ecnh m\u00e0 c\u00f2n thi\u1ebft l\u1eadp m\u1ed9t n\u1ec1n t\u1ea3ng th\u1ed1ng nh\u1ea5t, n\u01a1i m\u1ed7i ng\u01b0\u1eddi d\u00f9ng, d\u00f9 l\u00e0 nh\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u, nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u hay nh\u00e0 ph\u00e2n t\u00edch kinh doanh, \u0111\u1ec1u c\u00f3 th\u1ec3 t\u00ecm th\u1ea5y s\u1ef1 h\u1ed7 tr\u1ee3 ph\u00f9 h\u1ee3p v\u1edbi nhu c\u1ea7u c\u1ee5 th\u1ec3 c\u1ee7a m\u00ecnh.<\/p>\n\n<h2 class=\"wp-block-heading\">K\u1ebft n\u1ed1i c\u00e1c t\u00e1c nh\u00e2n AI: T\u01b0\u01a1ng lai kh\u00f4ng c\u00f3 Silo<\/h2>\n\n<p class=\"wp-block-paragraph\">M\u1eb7c d\u00f9 Google Cloud \u0111\u00e3 \u0111\u1ea1t \u0111\u01b0\u1ee3c ti\u1ebfn b\u1ed9 \u0111\u00e1ng k\u1ec3 trong vi\u1ec7c t\u00edch h\u1ee3p c\u00e1c t\u00e1c nh\u00e2n AI, nh\u01b0ng m\u1ed9t trong nh\u1eefng th\u00e1ch th\u1ee9c ch\u00ednh n\u1eb1m \u1edf vi\u1ec7c t\u1ea1o ra s\u1ef1 k\u1ebft n\u1ed1i th\u1ef1c s\u1ef1 gi\u1eefa c\u00e1c t\u00e1c nh\u00e2n n\u00e0y. Theo c\u00e1c chuy\u00ean gia ch\u1ec9 ra, m\u1ee5c ti\u00eau c\u1ea7n \u0111\u1ea1t \u0111\u01b0\u1ee3c l\u00e0 chuy\u1ec3n \u0111\u1ed5i ho\u00e0n to\u00e0n sang h\u1ec7 th\u1ed1ng kh\u00f4ng c\u00f2n s\u1ef1 ph\u00e2n chia. M\u1ee5c ti\u00eau l\u00e0 \u0111\u1ea3m b\u1ea3o c\u00e1c t\u00e1c nh\u00e2n l\u00e0m vi\u1ec7c m\u1ed9t c\u00e1ch c\u1ed9ng t\u00e1c, thay v\u00ec ch\u1ec9 ho\u1ea1t \u0111\u1ed9ng trong nh\u1eefng ng\u0103n k\u00edn.<\/p>\n\n<h3 class=\"wp-block-heading\">T\u1ea7m nh\u00ecn c\u1ee7a m\u1ed9t gia \u0111\u00ecnh c\u00e1c t\u00e1c nh\u00e2n AI<\/h3>\n\n<p class=\"wp-block-paragraph\">Abhishek Kashyap \u0111\u00e3 chia s\u1ebb t\u1ea7m nh\u00ecn c\u1ee7a Google Cloud v\u1ec1 m\u1ed9t t\u1eadp h\u1ee3p c\u00e1c t\u00e1c nh\u00e2n \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i v\u1edbi nhau, m\u1ed7i t\u00e1c nh\u00e2n chuy\u00ean v\u1ec1 c\u00e1c l\u0129nh v\u1ef1c kh\u00e1c nhau nh\u01b0 k\u1ef9 thu\u1eadt d\u1eef li\u1ec7u, ph\u00e2n t\u00edch v\u00e0 qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u. C\u00e1c t\u00e1c nh\u00e2n n\u00e0y s\u1ebd s\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh Gemini m\u1edbi nh\u1ea5t \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a nhi\u1ec1u t\u00e1c v\u1ee5 kh\u00e1c nhau:<\/p>\n\n<ul class=\"wp-block-list\"><li>Chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u ng\u01b0\u1ee3c d\u00f2ng<\/li><li>Thi\u1ebft k\u1ebf t\u1ed1i \u01b0u c\u1ee7a \u0111\u01b0\u1eddng \u1ed1ng d\u1eef li\u1ec7u<\/li><li>Ph\u00e1t tri\u1ec3n thu\u1eadt ng\u1eef kinh doanh v\u00e0 si\u00eau d\u1eef li\u1ec7u<\/li><li>Ph\u00e1t hi\u1ec7n v\u00e0 x\u1eed l\u00fd c\u00e1c b\u1ea5t th\u01b0\u1eddng trong d\u1eef li\u1ec7u<\/li><\/ul>\n\n<p class=\"wp-block-paragraph\">T\u00ednh linh ho\u1ea1t v\u00e0 kh\u1ea3 n\u0103ng ph\u1ea3n h\u1ed3i c\u1ee7a c\u00e1c t\u00e1c nh\u00e2n n\u00e0y kh\u00f4ng ch\u1ec9 cung c\u1ea5p th\u00f4ng tin cho quy\u1ebft \u0111\u1ecbnh c\u1ee7a ng\u01b0\u1eddi d\u00f9ng m\u00e0 c\u00f2n li\u00ean t\u1ee5c c\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u. Tuy nhi\u00ean, tham v\u1ecdng n\u00e0y \u0111\u00f2i h\u1ecfi m\u1ed9t l\u1ed9 tr\u00ecnh ch\u00ednh x\u00e1c \u0111\u1ec3 thi\u1ebft l\u1eadp m\u1ed9t khu\u00f4n kh\u1ed5 h\u00e0i h\u00f2a trong \u0111\u00f3 c\u00e1c t\u00e1c nh\u00e2n c\u00f3 th\u1ec3 t\u01b0\u01a1ng t\u00e1c d\u1ec5 d\u00e0ng.<\/p>\n\n<h3 class=\"wp-block-heading\">Nh\u1eefng th\u00e1ch th\u1ee9c g\u1eb7p ph\u1ea3i trong qu\u00e1 tr\u00ecnh h\u1ed9i nh\u1eadp<\/h3>\n\n<p class=\"wp-block-paragraph\">B\u1ea5t ch\u1ea5p s\u1ef1 nhi\u1ec7t t\u00ecnh xung quanh nh\u1eefng ti\u1ebfn b\u1ed9 n\u00e0y, m\u1ed9t c\u00e2u h\u1ecfi quan tr\u1ecdng v\u1eabn c\u00f2n \u0111\u00f3: l\u00e0m th\u1ebf n\u00e0o ch\u00fang ta c\u00f3 th\u1ec3 \u0111\u1ea3m b\u1ea3o s\u1ef1 h\u1ee3p t\u00e1c hi\u1ec7u qu\u1ea3 gi\u1eefa c\u00e1c t\u00e1c nh\u00e2n AI kh\u00e1c nhau? Th\u00e1ch th\u1ee9c n\u00e0y c\u00e0ng quan tr\u1ecdng h\u01a1n khi c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u, nh\u00e0 ph\u00e2n t\u00edch kinh doanh v\u00e0 k\u1ef9 s\u01b0 d\u1eef li\u1ec7u c\u00f3 nh\u1eefng k\u1ef9 n\u0103ng v\u00e0 ph\u01b0\u01a1ng ph\u00e1p c\u1ee5 th\u1ec3 th\u01b0\u1eddng \u0111a d\u1ea1ng.<\/p>\n\n<p class=\"wp-block-paragraph\">\u0110\u1ec3 ti\u1ebfp t\u1ee5c h\u01b0\u1edbng t\u1edbi l\u00fd t\u01b0\u1edfng t\u00edch h\u1ee3p n\u00e0y, Google c\u1ea7n trao \u0111\u1ed5i nhi\u1ec1u h\u01a1n v\u1ec1 c\u00e1ch c\u00e1c t\u00e1c nh\u00e2n n\u00e0y c\u00f3 th\u1ec3 t\u01b0\u01a1ng t\u00e1c m\u1ed9t c\u00e1ch hi\u1ec7p l\u1ef1c, do \u0111\u00f3 gi\u1ea3m nguy c\u01a1 tr\u00f9ng l\u1eb7p nhi\u1ec7m v\u1ee5 v\u00e0 \u0111\u1ea3m b\u1ea3o t\u00ednh nh\u1ea5t qu\u00e1n trong quy tr\u00ecnh l\u00e0m vi\u1ec7c. <\/p>\n\n<h2 class=\"wp-block-heading\">Ph\u00e1t tri\u1ec3n theo h\u01b0\u1edbng x\u1eed l\u00fd d\u1eef li\u1ec7u k\u1ebft h\u1ee3p SQL v\u00e0 AI t\u1ea1o ra<\/h2>\n\n<p class=\"wp-block-paragraph\">T\u1ea7m nh\u00ecn c\u1ee7a Google Cloud kh\u00f4ng d\u1eebng l\u1ea1i \u1edf \u0111\u00f3. V\u1edbi s\u1ef1 ra \u0111\u1eddi c\u1ee7a AI Query Engine, tham v\u1ecdng l\u00e0 k\u1ebft h\u1ee3p vi\u1ec7c s\u1eed d\u1ee5ng SQL v\u1edbi l\u1eddi nh\u1eafc b\u1eb1ng ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean. S\u1ef1 ph\u00e1t tri\u1ec3n n\u00e0y \u0111\u00e1nh d\u1ea5u b\u01b0\u1edbc ngo\u1eb7t quan tr\u1ecdng trong x\u1eed l\u00fd d\u1eef li\u1ec7u v\u00ec n\u00f3 cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng th\u1ef1c hi\u1ec7n truy v\u1ea5n tr\u00ean c\u1ea3 d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac v\u00e0 th\u00f4ng qua c\u00e1c y\u00eau c\u1ea7u ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean.<\/p>\n\n<h3 class=\"wp-block-heading\">C\u00f4ng c\u1ee5 truy v\u1ea5n AI: H\u01b0\u1edbng t\u1edbi ph\u00e2n t\u00edch phong ph\u00fa h\u01a1n<\/h3>\n\n<p class=\"wp-block-paragraph\">S\u1ef1 \u0111\u1ed5i m\u1edbi n\u00e0y s\u1ebd cho ph\u00e9p BigQuery t\u1eadn d\u1ee5ng s\u1ee9c m\u1ea1nh c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef ti\u00ean ti\u1ebfn nh\u01b0 Gemini \u0111\u1ec3 truy v\u1ea5n c\u01a1 s\u1edf d\u1eef li\u1ec7u, t\u1ea1o ra nh\u1eefng th\u00f4ng tin chi ti\u1ebft s\u00e2u s\u1eafc v\u00e0 c\u00f3 gi\u00e1 tr\u1ecb h\u01a1n. Nh\u01b0 Kashyap ch\u1ec9 ra, \u0111i\u1ec1u n\u00e0y m\u1edf ra v\u00f4 s\u1ed1 tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng, bao g\u1ed3m:<\/p>\n\n<ul class=\"wp-block-list\"><li>T\u1ea1o c\u00e1c t\u00ednh n\u0103ng phong ph\u00fa cho c\u00e1c m\u00f4 h\u00ecnh AI<\/li><li>Th\u1ef1c hi\u1ec7n ph\u00e2n kh\u00fac kh\u00e1ch h\u00e0ng n\u00e2ng cao<\/li><li>Kh\u00e1m ph\u00e1 th\u00f4ng tin c\u00f3 gi\u00e1 tr\u1ecb tr\u01b0\u1edbc \u0111\u00e2y kh\u00f4ng th\u1ec3 truy c\u1eadp \u0111\u01b0\u1ee3c<\/li><\/ul>\n\n<p class=\"wp-block-paragraph\">Th\u00f4ng qua ph\u01b0\u01a1ng ph\u00e1p n\u00e0y, ng\u01b0\u1eddi d\u00f9ng s\u1ebd c\u00f3 th\u1ec3 \u0111\u1eb7t c\u00e2u h\u1ecfi m\u1ed9t c\u00e1ch tr\u1ef1c quan v\u00e0 nh\u1eadn \u0111\u01b0\u1ee3c c\u00e2u tr\u1ea3 l\u1eddi th\u1ef1c t\u1ebf. S\u1ef1 thay \u0111\u1ed5i theo h\u01b0\u1edbng ti\u1ebfp c\u1eadn mang t\u00ednh \u0111\u00e0m tho\u1ea1i v\u00e0 d\u1ec5 hi\u1ec3u h\u01a1n n\u00e0y \u0111\u00e1nh d\u1ea5u s\u1ef1 thay \u0111\u1ed5i l\u1edbn v\u1ec1 c\u00e1ch ch\u00fang ta t\u01b0\u01a1ng t\u00e1c v\u1edbi d\u1eef li\u1ec7u.<\/p>\n\n<h3 class=\"wp-block-heading\">Tri\u1ec3n v\u1ecdng c\u1ee7a AI Query Engine trong b\u1ed1i c\u1ea3nh c\u00f4ng ngh\u1ec7<\/h3>\n\n<p class=\"wp-block-paragraph\">C\u00f9ng l\u00fac \u0111\u00f3, nh\u1eefng g\u00e3 kh\u1ed5ng l\u1ed3 nh\u01b0 Amazon Web Services, Microsoft v\u00e0 Databricks c\u0169ng \u0111ang \u0111i theo h\u01b0\u1edbng t\u01b0\u01a1ng t\u1ef1, t\u00edch h\u1ee3p c\u00e1c ch\u1ee9c n\u0103ng t\u01b0\u01a1ng t\u1ef1. Nhu c\u1ea7u mang l\u1ea1i tr\u1ea3i nghi\u1ec7m tr\u1ef1c quan v\u00e0 li\u1ec1n m\u1ea1ch cho ng\u01b0\u1eddi d\u00f9ng \u0111ang ng\u00e0y c\u00e0ng tr\u1edf n\u00ean c\u1ea5p thi\u1ebft, cho th\u1ea5y xu h\u01b0\u1edbng chung trong ng\u00e0nh l\u00e0 t\u00edch h\u1ee3p c\u00e1c chi\u1ebfn l\u01b0\u1ee3c ph\u00e2n t\u00edch d\u1eef li\u1ec7u h\u1ed7 tr\u1ee3 AI.<\/p>\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>Cu\u1ed9c thi<\/th>\n<th>C\u00e1c t\u00ednh n\u0103ng ch\u00ednh<\/th>\n<th>\u0110\u1ec1 xu\u1ea5t gi\u00e1 tr\u1ecb<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0110\u00e1m m\u00e2y c\u1ee7a Google<\/td>\n<td>C\u00f4ng c\u1ee5 truy v\u1ea5n AI, BigQuery, AI Agents<\/td>\n<td>Gi\u1ea3m thi\u1ec3u c\u00e1c silo v\u00e0 c\u1ea3i thi\u1ec7n t\u00edch h\u1ee3p d\u1eef li\u1ec7u<\/td>\n<\/tr>\n<tr>\n<td>D\u1ecbch v\u1ee5 web c\u1ee7a Amazon<\/td>\n<td>Amazon Q, SageMaker<\/td>\n<td>T\u00ednh linh ho\u1ea1t v\u00e0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng tr\u00ean \u0111\u00e1m m\u00e2y<\/td>\n<\/tr>\n<tr>\n<td>Microsoft<\/td>\n<td>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o Azure, Power BI<\/td>\n<td>Ph\u00e2n t\u00edch c\u00f3 th\u1ec3 truy c\u1eadp \u0111\u01b0\u1ee3c cho t\u1ea5t c\u1ea3 m\u1ecdi ng\u01b0\u1eddi<\/td>\n<\/tr>\n<tr>\n<td>Robot d\u1eef li\u1ec7u<\/td>\n<td>N\u1ec1n t\u1ea3ng h\u1ecdc m\u00e1y<\/td>\n<td>T\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n<p class=\"wp-block-paragraph\">Nh\u1eefng di\u1ec5n bi\u1ebfn n\u00e0y \u0111\u00e1nh d\u1ea5u s\u1ef1 c\u1ea1nh tranh gay g\u1eaft trong l\u0129nh v\u1ef1c qu\u1ea3n l\u00fd d\u1eef li\u1ec7u v\u00e0 nh\u1ea5n m\u1ea1nh t\u1ea7m quan tr\u1ecdng ng\u00e0y c\u00e0ng t\u0103ng c\u1ee7a AI trong vi\u1ec7c chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u n\u00e0y th\u00e0nh t\u00e0i s\u1ea3n chi\u1ebfn l\u01b0\u1ee3c.<\/p>\n\n<h2 class=\"wp-block-heading\">K\u1ebft lu\u1eadn: T\u1ea7m nh\u00ecn v\u1ec1 t\u01b0\u01a1ng lai c\u1ee7a qu\u1ea3n l\u00fd d\u1eef li\u1ec7u<\/h2>\n\n<p class=\"wp-block-paragraph\">M\u1eb7c d\u00f9 b\u00e0i vi\u1ebft n\u00e0y kh\u00f4ng tr\u00ecnh b\u00e0y quan \u0111i\u1ec3m cu\u1ed1i c\u00f9ng, nh\u01b0ng n\u00f3 n\u00eau b\u1eadt nh\u1eefng th\u00e1ch th\u1ee9c l\u1edbn m\u00e0 Google Cloud s\u1ebd ph\u1ea3i v\u01b0\u1ee3t qua \u0111\u1ec3 hi\u1ec7n th\u1ef1c h\u00f3a tham v\u1ecdng v\u1ec1 m\u1ed9t \u201cgia \u0111\u00ecnh\u201d t\u00e1c nh\u00e2n AI. Vi\u1ec7c s\u1eafp x\u1ebfp c\u00e1c t\u00e1c nh\u00e2n \u0111\u1ec3 ph\u00e1 v\u1ee1 s\u1ef1 c\u00f4 l\u1eadp, \u0111\u1ed3ng th\u1eddi t\u1ed1i \u01b0u h\u00f3a qu\u00e1 tr\u00ecnh x\u1eed l\u00fd d\u1eef li\u1ec7u th\u00f4ng qua c\u00e1c c\u00f4ng ngh\u1ec7 nh\u01b0 AI Query Engine s\u1ebd \u0111\u01b0a Google tr\u1edf th\u00e0nh m\u1ed9t nh\u00e2n t\u1ed1 ch\u1ee7 ch\u1ed1t trong qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ed1 c\u1ee7a c\u00e1c doanh nghi\u1ec7p. Trong m\u1ed9t l\u0129nh v\u1ef1c kh\u00f4ng ng\u1eebng ph\u00e1t tri\u1ec3n, c\u00e1c b\u01b0\u1edbc ti\u1ebfp theo s\u1ebd r\u1ea5t quan tr\u1ecdng \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o r\u1eb1ng nh\u1eefng \u0111\u1ed5i m\u1edbi n\u00e0y kh\u00f4ng ch\u1ec9 ph\u00f9 h\u1ee3p m\u00e0 c\u00f2n ph\u00f9 h\u1ee3p v\u1edbi mong \u0111\u1ee3i c\u1ee7a ng\u01b0\u1eddi d\u00f9ng.<\/p>\n\n\n","protected":false},"excerpt":{"rendered":"<p>Trong th\u1eddi \u0111\u1ea1i s\u1ed1 n\u0103m 2025, khi d\u1eef li\u1ec7u l\u00e0 v\u00e0ng m\u1edbi, nhu c\u1ea7u qu\u1ea3n l\u00fd d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3 tr\u1edf n\u00ean c\u1ea5p thi\u1ebft. Google Cloud n\u1ed5i b\u1eadt v\u1edbi t\u1ea7m nh\u00ecn t\u00e1o b\u1ea1o nh\u1eb1m c\u00e1ch m\u1ea1ng h\u00f3a vi\u1ec7c qu\u1ea3n l\u00fd d\u1eef li\u1ec7u. Th\u00f4ng qua h\u1ed9i ngh\u1ecb Next 25, c\u00f4ng ty \u0111\u00e3 ti\u1ebft l\u1ed9 tham v\u1ecdng [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":16228,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[77],"tags":[752,4524,31204,31207,284],"class_list":["post-16258","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-non-classe-vi","tag-dac-vu-ai-vi","tag-google-vi","tag-quan-ly-du-lieu-vi","tag-toi-uu-hoa-du-lieu-vi","tag-tri-tue-nhan-tao-vi"],"_links":{"self":[{"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/posts\/16258","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/comments?post=16258"}],"version-history":[{"count":1,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/posts\/16258\/revisions"}],"predecessor-version":[{"id":16259,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/posts\/16258\/revisions\/16259"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/media\/16228"}],"wp:attachment":[{"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/media?parent=16258"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/categories?post=16258"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/tags?post=16258"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}