{"id":478082,"date":"2023-08-09T09:27:13","date_gmt":"2023-08-09T09:27:13","guid":{"rendered":""},"modified":"2023-09-05T11:16:01","modified_gmt":"2023-09-05T11:16:01","slug":"multimodal-pre-training","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/vn\/wiki\/multimodal-pre-training\/","title":{"rendered":"\u0110\u00e0o t\u1ea1o tr\u01b0\u1edbc \u0111a ph\u01b0\u01a1ng th\u1ee9c"},"content":{"rendered":"<p>\u0110\u00e0o t\u1ea1o tr\u01b0\u1edbc \u0111a ph\u01b0\u01a1ng th\u1ee9c \u0111\u1ec1 c\u1eadp \u0111\u1ebfn qu\u00e1 tr\u00ecnh \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y tr\u00ean nhi\u1ec1u ph\u01b0\u01a1ng th\u1ee9c, ch\u1eb3ng h\u1ea1n nh\u01b0 v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh v\u00e0 video. B\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng th\u00f4ng tin t\u1eeb nhi\u1ec1u ph\u01b0\u01a1ng th\u1ee9c kh\u00e1c nhau, c\u00e1c m\u00f4 h\u00ecnh n\u00e0y c\u00f3 th\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111\u1ed9 ch\u00ednh x\u00e1c cao h\u01a1n v\u00e0 th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 ph\u1ee9c t\u1ea1p h\u01a1n. Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y c\u00f3 nhi\u1ec1u \u1ee9ng d\u1ee5ng trong c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean, th\u1ecb gi\u00e1c m\u00e1y t\u00ednh v\u00e0 h\u01a1n th\u1ebf n\u1eefa.<\/p>\n<h2>L\u1ecbch s\u1eed ngu\u1ed3n g\u1ed1c c\u1ee7a \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc \u0111a ph\u01b0\u01a1ng th\u1ee9c v\u00e0 s\u1ef1 \u0111\u1ec1 c\u1eadp \u0111\u1ea7u ti\u00ean v\u1ec1 n\u00f3<\/h2>\n<p>Kh\u00e1i ni\u1ec7m h\u1ecdc t\u1eadp \u0111a ph\u01b0\u01a1ng th\u1ee9c c\u00f3 th\u1ec3 b\u1eaft ngu\u1ed3n t\u1eeb nh\u1eefng nghi\u00ean c\u1ee9u ban \u0111\u1ea7u v\u1ec1 khoa h\u1ecdc nh\u1eadn th\u1ee9c v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. V\u00e0o cu\u1ed1i th\u1ebf k\u1ef7 20, c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u b\u1eaft \u0111\u1ea7u kh\u00e1m ph\u00e1 nh\u1eefng c\u00e1ch b\u1eaft ch\u01b0\u1edbc kh\u1ea3 n\u0103ng x\u1eed l\u00fd th\u00f4ng tin t\u1eeb nhi\u1ec1u gi\u00e1c quan c\u1ee7a b\u1ed9 n\u00e3o con ng\u01b0\u1eddi c\u00f9ng m\u1ed9t l\u00fac.<\/p>\n<p>Vi\u1ec7c \u0111\u1ec1 c\u1eadp \u0111\u1ebfn \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc \u0111a ph\u01b0\u01a1ng th\u1ee9c l\u1ea7n \u0111\u1ea7u ti\u00ean b\u1eaft \u0111\u1ea7u xu\u1ea5t hi\u1ec7n v\u00e0o \u0111\u1ea7u nh\u1eefng n\u0103m 2010. C\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u b\u1eaft \u0111\u1ea7u hi\u1ec3u \u0111\u01b0\u1ee3c l\u1ee3i \u00edch c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh \u0111\u00e0o t\u1ea1o tr\u00ean nhi\u1ec1u ph\u01b0\u01a1ng th\u1ee9c \u0111\u1ec3 c\u1ea3i thi\u1ec7n t\u00ednh m\u1ea1nh m\u1ebd v\u00e0 hi\u1ec7u qu\u1ea3 c\u1ee7a c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc t\u1eadp.<\/p>\n<h2>Th\u00f4ng tin chi ti\u1ebft v\u1ec1 \u0110\u00e0o t\u1ea1o tr\u01b0\u1edbc \u0111a ph\u01b0\u01a1ng th\u1ee9c: M\u1edf r\u1ed9ng ch\u1ee7 \u0111\u1ec1<\/h2>\n<p>\u0110\u00e0o t\u1ea1o tr\u01b0\u1edbc \u0111a ph\u01b0\u01a1ng th\u1ee9c v\u01b0\u1ee3t xa \u0111\u00e0o t\u1ea1o \u0111\u01a1n ph\u01b0\u01a1ng th\u1ee9c truy\u1ec1n th\u1ed1ng, trong \u0111\u00f3 c\u00e1c m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o v\u1ec1 m\u1ed9t lo\u1ea1i d\u1eef li\u1ec7u t\u1ea1i m\u1ed9t th\u1eddi \u0111i\u1ec3m. B\u1eb1ng c\u00e1ch t\u00edch h\u1ee3p c\u00e1c ph\u01b0\u01a1ng th\u1ee9c kh\u00e1c nhau nh\u01b0 v\u0103n b\u1ea3n, \u00e2m thanh v\u00e0 h\u00ecnh \u1ea3nh, c\u00e1c m\u00f4 h\u00ecnh n\u00e0y c\u00f3 th\u1ec3 n\u1eafm b\u1eaft t\u1ed1t h\u01a1n m\u1ed1i quan h\u1ec7 gi\u1eefa ch\u00fang, d\u1eabn \u0111\u1ebfn s\u1ef1 hi\u1ec3u bi\u1ebft to\u00e0n di\u1ec7n h\u01a1n v\u1ec1 d\u1eef li\u1ec7u.<\/p>\n<h3>Thu\u1eadn l\u1ee3i<\/h3>\n<ol>\n<li><strong>C\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c<\/strong>: C\u00e1c m\u00f4 h\u00ecnh \u0111a ph\u01b0\u01a1ng th\u1ee9c th\u01b0\u1eddng ho\u1ea1t \u0111\u1ed9ng t\u1ed1t h\u01a1n c\u00e1c m\u00f4 h\u00ecnh \u0111\u01a1n ph\u01b0\u01a1ng th\u1ee9c.<\/li>\n<li><strong>Bi\u1ec3u di\u1ec5n phong ph\u00fa h\u01a1n<\/strong>: Ch\u00fang n\u1eafm b\u1eaft c\u00e1c m\u1eabu ph\u1ee9c t\u1ea1p h\u01a1n trong d\u1eef li\u1ec7u.<\/li>\n<li><strong>M\u1ea1nh m\u1ebd h\u01a1n<\/strong>: C\u00e1c m\u00f4 h\u00ecnh \u0111a ph\u01b0\u01a1ng th\u1ee9c c\u00f3 th\u1ec3 c\u00f3 kh\u1ea3 n\u0103ng ch\u1ed1ng nhi\u1ec5u ho\u1eb7c thi\u1ebfu d\u1eef li\u1ec7u t\u1ed1t h\u01a1n.<\/li>\n<\/ol>\n<h3>Th\u1eed th\u00e1ch<\/h3>\n<ol>\n<li><strong>C\u0103n ch\u1ec9nh d\u1eef li\u1ec7u<\/strong>: Vi\u1ec7c \u0111i\u1ec1u ch\u1ec9nh c\u00e1c ph\u01b0\u01a1ng th\u1ee9c kh\u00e1c nhau c\u00f3 th\u1ec3 l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c.<\/li>\n<li><strong>Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng<\/strong>: X\u1eed l\u00fd v\u00e0 x\u1eed l\u00fd c\u00e1c b\u1ed9 d\u1eef li\u1ec7u \u0111a ph\u01b0\u01a1ng th\u1ee9c l\u1edbn \u0111\u00f2i h\u1ecfi ngu\u1ed3n l\u1ef1c t\u00ednh to\u00e1n \u0111\u00e1ng k\u1ec3.<\/li>\n<\/ol>\n<h2>C\u1ea5u tr\u00fac b\u00ean trong c\u1ee7a \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc \u0111a ph\u01b0\u01a1ng th\u1ee9c: C\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng<\/h2>\n<p>\u0110\u00e0o t\u1ea1o tr\u01b0\u1edbc \u0111a ph\u01b0\u01a1ng th\u1ee9c th\u01b0\u1eddng bao g\u1ed3m c\u00e1c giai \u0111o\u1ea1n sau:<\/p>\n<ol>\n<li><strong>Thu th\u1eadp d\u1eef li\u1ec7u<\/strong>: Thu th\u1eadp v\u00e0 x\u1eed l\u00fd tr\u01b0\u1edbc d\u1eef li\u1ec7u t\u1eeb c\u00e1c ph\u01b0\u01a1ng th\u1ee9c kh\u00e1c nhau.<\/li>\n<li><strong>C\u0103n ch\u1ec9nh d\u1eef li\u1ec7u<\/strong>: C\u0103n ch\u1ec9nh c\u00e1c ph\u01b0\u01a1ng th\u1ee9c kh\u00e1c nhau, \u0111\u1ea3m b\u1ea3o ch\u00fang t\u01b0\u01a1ng \u1ee9ng v\u1edbi c\u00f9ng m\u1ed9t tr\u01b0\u1eddng h\u1ee3p.<\/li>\n<li><strong>L\u1ef1a ch\u1ecdn ki\u1ebfn tr\u00fac m\u00f4 h\u00ecnh<\/strong>: L\u1ef1a ch\u1ecdn m\u1ed9t m\u00f4 h\u00ecnh ph\u00f9 h\u1ee3p \u0111\u1ec3 x\u1eed l\u00fd nhi\u1ec1u ph\u01b0\u01a1ng th\u1ee9c, nh\u01b0 m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh s\u00e2u.<\/li>\n<li><strong>T\u1eadp hu\u1ea5n tr\u01b0\u1edbc<\/strong>: Hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh tr\u00ean c\u00e1c t\u1eadp d\u1eef li\u1ec7u \u0111a ph\u01b0\u01a1ng th\u1ee9c l\u1edbn.<\/li>\n<li><strong>Tinh ch\u1ec9nh<\/strong>: \u0110\u00e0o t\u1ea1o th\u00eam m\u00f4 h\u00ecnh v\u1ec1 c\u00e1c nhi\u1ec7m v\u1ee5 c\u1ee5 th\u1ec3, ch\u1eb3ng h\u1ea1n nh\u01b0 ph\u00e2n lo\u1ea1i ho\u1eb7c h\u1ed3i quy.<\/li>\n<\/ol>\n<h2>Ph\u00e2n t\u00edch c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m ch\u00ednh c\u1ee7a \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc \u0111a ph\u01b0\u01a1ng th\u1ee9c<\/h2>\n<p>C\u00e1c t\u00ednh n\u0103ng ch\u00ednh bao g\u1ed3m:<\/p>\n<ol>\n<li><strong>T\u00edch h\u1ee3p nhi\u1ec1u ph\u01b0\u01a1ng th\u1ee9c<\/strong>: K\u1ebft h\u1ee3p v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh, video, v.v.<\/li>\n<li><strong>Chuy\u1ec3n giao n\u0103ng l\u1ef1c h\u1ecdc t\u1eadp<\/strong>: C\u00e1c m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c tinh ch\u1ec9nh cho c\u00e1c nhi\u1ec7m v\u1ee5 c\u1ee5 th\u1ec3.<\/li>\n<li><strong>Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng<\/strong>: C\u00f3 kh\u1ea3 n\u0103ng x\u1eed l\u00fd l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau.<\/li>\n<li><strong>\u0110\u1ed9 b\u1ec1n<\/strong>: Kh\u1ea3 n\u0103ng ch\u1ed1ng nhi\u1ec5u v\u00e0 thi\u1ebfu th\u00f4ng tin \u1edf m\u1ed9t ho\u1eb7c nhi\u1ec1u ph\u01b0\u01a1ng th\u1ee9c.<\/li>\n<\/ol>\n<h2>C\u00e1c lo\u1ea1i h\u00ecnh \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc \u0111a ph\u01b0\u01a1ng th\u1ee9c: S\u1eed d\u1ee5ng b\u1ea3ng v\u00e0 danh s\u00e1ch<\/h2>\n<h3>B\u1ea3ng: C\u00e1c h\u00ecnh th\u1ee9c \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc \u0111a ph\u01b0\u01a1ng th\u1ee9c ph\u1ed5 bi\u1ebfn<\/h3>\n<table>\n<thead>\n<tr>\n<th>Ki\u1ec3u<\/th>\n<th>Ph\u01b0\u01a1ng th\u1ee9c<\/th>\n<th>\u1ee8ng d\u1ee5ng ph\u1ed5 bi\u1ebfn<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Nghe nh\u00ecn<\/td>\n<td>\u00c2m thanh v\u00e0 h\u00ecnh \u1ea3nh<\/td>\n<td>Nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i<\/td>\n<\/tr>\n<tr>\n<td>V\u0103n b\u1ea3n-H\u00ecnh \u1ea3nh<\/td>\n<td>V\u0103n b\u1ea3n v\u00e0 H\u00ecnh \u1ea3nh<\/td>\n<td>Ch\u00fa th\u00edch h\u00ecnh \u1ea3nh<\/td>\n<\/tr>\n<tr>\n<td>V\u0103n b\u1ea3n-L\u1eddi n\u00f3i-H\u00ecnh \u1ea3nh<\/td>\n<td>V\u0103n b\u1ea3n, L\u1eddi n\u00f3i v\u00e0 H\u00ecnh \u1ea3nh<\/td>\n<td>T\u01b0\u01a1ng t\u00e1c gi\u1eefa ng\u01b0\u1eddi v\u00e0 m\u00e1y t\u00ednh<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>C\u00e1ch s\u1eed d\u1ee5ng \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc \u0111a ph\u01b0\u01a1ng th\u1ee9c, c\u00e1c v\u1ea5n \u0111\u1ec1 v\u00e0 gi\u1ea3i ph\u00e1p<\/h2>\n<h3>C\u00e1ch s\u1eed d\u1ee5ng<\/h3>\n<ol>\n<li><strong>Ph\u00e2n t\u00edch n\u1ed9i dung<\/strong>: Tr\u00ean m\u1ea1ng x\u00e3 h\u1ed9i, tin t\u1ee9c, v.v.<\/li>\n<li><strong>T\u01b0\u01a1ng t\u00e1c gi\u1eefa ng\u01b0\u1eddi v\u00e0 m\u00e1y<\/strong>: N\u00e2ng cao tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng.<\/li>\n<\/ol>\n<h3>V\u1ea5n \u0111\u1ec1 v\u00e0 gi\u1ea3i ph\u00e1p<\/h3>\n<ul>\n<li><strong>V\u1ea5n \u0111\u1ec1<\/strong>: Sai l\u1ec7ch d\u1eef li\u1ec7u.\n<ul>\n<li><strong>Gi\u1ea3i ph\u00e1p<\/strong>: K\u1ef9 thu\u1eadt ti\u1ec1n x\u1eed l\u00fd v\u00e0 c\u0103n ch\u1ec9nh nghi\u00eam ng\u1eb7t.<\/li>\n<\/ul>\n<\/li>\n<li><strong>V\u1ea5n \u0111\u1ec1<\/strong>: \u0110\u1eaft ti\u1ec1n.\n<ul>\n<li><strong>Gi\u1ea3i ph\u00e1p<\/strong>: Thu\u1eadt to\u00e1n hi\u1ec7u qu\u1ea3 v\u00e0 t\u0103ng t\u1ed1c ph\u1ea7n c\u1ee9ng.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>C\u00e1c \u0111\u1eb7c \u0111i\u1ec3m ch\u00ednh v\u00e0 so s\u00e1nh v\u1edbi c\u00e1c thu\u1eadt ng\u1eef t\u01b0\u01a1ng t\u1ef1<\/h2>\n<h3>B\u1ea3ng: So s\u00e1nh v\u1edbi \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc Unimodal<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u0110\u1eb7c tr\u01b0ng<\/th>\n<th>\u0110a ph\u01b0\u01a1ng th\u1ee9c<\/th>\n<th>\u0110\u01a1n ph\u01b0\u01a1ng th\u1ee9c<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Ph\u01b0\u01a1ng th\u1ee9c<\/td>\n<td>Nhi\u1ec1u<\/td>\n<td>\u0110\u01a1n<\/td>\n<\/tr>\n<tr>\n<td>\u0110\u1ed9 ph\u1ee9c t\u1ea1p<\/td>\n<td>Cao h\u01a1n<\/td>\n<td>Th\u1ea5p h\u01a1n<\/td>\n<\/tr>\n<tr>\n<td>Hi\u1ec7u su\u1ea5t<\/td>\n<td>N\u00f3i chung l\u00e0 t\u1ed1t h\u01a1n<\/td>\n<td>C\u00f3 th\u1ec3 thay \u0111\u1ed5i<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>Quan \u0111i\u1ec3m v\u00e0 c\u00f4ng ngh\u1ec7 c\u1ee7a t\u01b0\u01a1ng lai li\u00ean quan \u0111\u1ebfn \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc \u0111a ph\u01b0\u01a1ng th\u1ee9c<\/h2>\n<p>C\u00e1c h\u01b0\u1edbng \u0111i trong t\u01b0\u01a1ng lai bao g\u1ed3m:<\/p>\n<ul>\n<li><strong>T\u00edch h\u1ee3p v\u1edbi th\u1ef1c t\u1ebf t\u0103ng c\u01b0\u1eddng<\/strong>: K\u1ebft h\u1ee3p v\u1edbi AR \u0111\u1ec3 c\u00f3 tr\u1ea3i nghi\u1ec7m tuy\u1ec7t v\u1eddi.<\/li>\n<li><strong>H\u1ecdc t\u1eadp c\u00e1 nh\u00e2n<\/strong>: \u0110i\u1ec1u ch\u1ec9nh m\u00f4 h\u00ecnh theo nhu c\u1ea7u c\u00e1 nh\u00e2n c\u1ee7a ng\u01b0\u1eddi d\u00f9ng.<\/li>\n<li><strong>C\u00e2n nh\u1eafc v\u1ec1 \u0111\u1ea1o \u0111\u1ee9c<\/strong>: \u0110\u1ea3m b\u1ea3o s\u1ef1 c\u00f4ng b\u1eb1ng v\u00e0 tr\u00e1nh th\u00e0nh ki\u1ebfn.<\/li>\n<\/ul>\n<h2>C\u00e1ch s\u1eed d\u1ee5ng ho\u1eb7c li\u00ean k\u1ebft m\u00e1y ch\u1ee7 proxy v\u1edbi \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc \u0111a ph\u01b0\u01a1ng th\u1ee9c<\/h2>\n<p>C\u00e1c m\u00e1y ch\u1ee7 proxy gi\u1ed1ng nh\u01b0 c\u00e1c m\u00e1y ch\u1ee7 do OneProxy cung c\u1ea5p c\u00f3 th\u1ec3 \u0111\u00f3ng m\u1ed9t vai tr\u00f2 quan tr\u1ecdng trong qu\u00e1 tr\u00ecnh \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc \u0111a ph\u01b0\u01a1ng th\u1ee9c. H\u1ecd c\u00f3 th\u1ec3:<\/p>\n<ul>\n<li><strong>T\u1ea1o \u0111i\u1ec1u ki\u1ec7n thu th\u1eadp d\u1eef li\u1ec7u<\/strong>: B\u1eb1ng c\u00e1ch cung c\u1ea5p quy\u1ec1n truy c\u1eadp v\u00e0o d\u1eef li\u1ec7u b\u1ecb gi\u1edbi h\u1ea1n v\u1ec1 m\u1eb7t \u0111\u1ecba l\u00fd.<\/li>\n<li><strong>T\u0103ng c\u01b0\u1eddng b\u1ea3o m\u1eadt<\/strong>: Th\u00f4ng qua c\u00e1c k\u1ebft n\u1ed1i \u0111\u01b0\u1ee3c m\u00e3 h\u00f3a, b\u1ea3o v\u1ec7 t\u00ednh to\u00e0n v\u1eb9n d\u1eef li\u1ec7u.<\/li>\n<li><strong>C\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng<\/strong>: B\u1eb1ng c\u00e1ch qu\u1ea3n l\u00fd c\u00e1c y\u00eau c\u1ea7u v\u00e0 gi\u1ea3m \u0111\u1ed9 tr\u1ec5 trong qu\u00e1 tr\u00ecnh \u0111\u00e0o t\u1ea1o.<\/li>\n<\/ul>\n<h2>Li\u00ean k\u1ebft li\u00ean quan<\/h2>\n<ul>\n<li><a href=\"https:\/\/example.com\/multimodal-survey\" target=\"_new\" rel=\"noopener nofollow\">H\u1ecdc t\u1eadp \u0111a ph\u01b0\u01a1ng th\u1ee9c s\u00e2u: M\u1ed9t cu\u1ed9c kh\u1ea3o s\u00e1t<\/a><\/li>\n<li><a href=\"https:\/\/example.com\/multimodal-techniques\" target=\"_new\" rel=\"noopener nofollow\">K\u1ef9 thu\u1eadt \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc \u0111a ph\u01b0\u01a1ng th\u1ee9c<\/a><\/li>\n<li><a href=\"https:\/\/oneproxy.pro\/vn\/\" target=\"_new\" rel=\"noopener\">Gi\u1ea3i ph\u00e1p proxy c\u1ee7a OneProxy<\/a><\/li>\n<\/ul>\n<p>L\u0129nh v\u1ef1c \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc \u0111a ph\u01b0\u01a1ng th\u1ee9c \u0111ang ph\u00e1t tri\u1ec3n ti\u1ebfp t\u1ee5c v\u01b0\u1ee3t qua c\u00e1c ranh gi\u1edbi c\u1ee7a h\u1ecdc m\u00e1y, m\u1edf \u0111\u01b0\u1eddng cho c\u00e1c h\u1ec7 th\u1ed1ng th\u00f4ng minh v\u00e0 c\u00f3 n\u0103ng l\u1ef1c h\u01a1n. Vi\u1ec7c t\u00edch h\u1ee3p v\u1edbi c\u00e1c d\u1ecbch v\u1ee5 nh\u01b0 OneProxy t\u0103ng c\u01b0\u1eddng h\u01a1n n\u1eefa kh\u1ea3 n\u0103ng x\u1eed l\u00fd d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c ph\u00e2n ph\u1ed1i tr\u00ean to\u00e0n c\u1ea7u, quy m\u00f4 l\u1edbn, mang l\u1ea1i tri\u1ec3n v\u1ecdng \u0111\u1ea7y h\u1ee9a h\u1eb9n cho t\u01b0\u01a1ng lai.<\/p>","protected":false},"featured_media":468961,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-478082","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Multimodal Pre-Training: A Comprehensive Overview<\/mark>","faq_items":null},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/wiki\/478082","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/wiki\/478082\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/media\/468961"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/media?parent=478082"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}