{"id":4738,"date":"2025-02-21T22:08:09","date_gmt":"2025-02-21T14:08:09","guid":{"rendered":"https:\/\/infernews.com\/?p=4738"},"modified":"2025-02-21T22:17:32","modified_gmt":"2025-02-21T14:17:32","slug":"%e6%9c%80%e5%85%88%e9%80%b2%e7%9a%84-multimodal-embeddings","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/%e6%9c%80%e5%85%88%e9%80%b2%e7%9a%84-multimodal-embeddings\/","title":{"rendered":"\u6700\u5148\u9032\u7684 Multimodal Embeddings"},"content":{"rendered":"\n<p>\u5f71\u7247\u4e3b\u8981\u63a2\u8a0e\u591a\u6a21\u614b\u5d4c\u5165\u6a21\u578b (Multimodal Embedding Models)\u00a0\u8207\u6aa2\u7d22\u589e\u5f37\u751f\u6210 (Retrieval-Augmented Generation, RAG)\u00a0\u7684\u61c9\u7528\u3002\u4f5c\u8005\u8a0e\u8ad6\u4e86 Voyage AI \u7684\u591a\u6a21\u614b\u5d4c\u5165\u6a21\u578b\uff0c\u4e26\u5f37\u8abf\u6a21\u578b\u80fd\u6709\u6548\u5730\u5c07\u5716\u50cf\u8207\u6587\u5b57\u7b49\u591a\u7a2e\u6a21\u614b\u7684\u8cc7\u6599\u6574\u5408\u5230\u540c\u4e00\u7684\u5d4c\u5165\u7a7a\u9593\uff0c\u7531\u65bc\u50b3\u7d71\u7684 CLIP \u6a21\u578b\u5728\u591a\u6a21\u614b\u6aa2\u7d22\u548c RAG \u61c9\u7528\u4e2d\u5b58\u5728\u6a21\u614b\u5dee\u8ddd\u7b49\u554f\u984c\uff0c\u800c Voyage AI \u53ef\u4ee5\u76f4\u63a5\u5c07\u4e0d\u540c\u6a21\u614b\u7684\u8cc7\u6599\u8f49\u63db\u70ba tokens \u4e26\u8f38\u5165 Transformer \u7de8\u78bc\u5668\uff0c\u89e3\u6c7a\u4e86\u9019\u4e9b\u9650\u5236\u3002<\/p>\n\n\n\n<figure class=\"wp-block-audio\"><audio controls src=\"\/blog\/wp-content\/uploads\/2025\/02\/1740147388842284472-240003409174723.mp3\"><\/audio><\/figure>\n\n\n<figure class=\"wp-block-embed-youtube wp-block-embed is-type-video is-provider-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"lyte-wrapper\" title=\"State-of-the-Art Multimodal Embeddings with Voyage AI\" style=\"width:853px;max-width:100%;margin:5px auto;\"><div class=\"lyMe\" id=\"WYL_MaRyyeBlTwI\" itemprop=\"video\" itemscope itemtype=\"https:\/\/schema.org\/VideoObject\"><div><meta itemprop=\"thumbnailUrl\" content=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FMaRyyeBlTwI%2Fhqdefault.jpg\" \/><meta itemprop=\"embedURL\" content=\"https:\/\/www.youtube.com\/embed\/MaRyyeBlTwI\" \/><meta itemprop=\"duration\" content=\"PT1H5M1S\" \/><meta itemprop=\"uploadDate\" content=\"2025-02-20T05:45:09Z\" \/><\/div><div id=\"lyte_MaRyyeBlTwI\" data-src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FMaRyyeBlTwI%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\" itemprop=\"name\">State-of-the-Art Multimodal Embeddings with Voyage AI<\/div><\/div><div class=\"play\"><\/div><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/MaRyyeBlTwI\" rel=\"nofollow\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FMaRyyeBlTwI%2F0.jpg\" alt=\"State-of-the-Art Multimodal Embeddings with Voyage AI\" width=\"853\" height=\"460\" \/><br \/>Watch this video on YouTube<\/a><\/noscript><meta itemprop=\"description\" content=\"Join us on Wednesday February 19th for a joint live session with Voyage AI\u2019s Frank Liu, exploring multimodal embedding models, how they work, and how to build a multimodal RAG pipeline. This session will cover: - Intro to multimodal embedding models - Voyage AI\u2019s new \u2018voyage-multimodal-3\u2019 - Building a multimodal RAG pipeline for images and text Who Should Attend? AI Engineers, Developers, ML engineers, and anyone interested in leveraging advanced multimodal embeddings in their AI applications. Register today and to stay on top of the latest in multimodal embeddings. See you there!\"><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:853px;margin:5px auto;\"><\/div><figcaption><\/figcaption><\/figure>\n\n\n<p><br><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5f71\u7247\u4e3b\u8981\u63a2\u8a0e\u591a\u6a21\u614b\u5d4c\u5165\u6a21\u578b (Multimodal Embedding Models)\u00a0\u8207\u6aa2\u7d22\u589e\u5f37\u751f\u6210 (Retrieval-Augmented Generation, RAG)\u00a0\u7684\u61c9\u7528\u3002\u4f5c\u8005\u8a0e\u8ad6\u4e86 Voyage AI \u7684\u591a\u6a21\u614b\u5d4c\u5165\u6a21\u578b\uff0c\u4e26\u5f37\u8abf\u6a21\u578b\u80fd\u6709\u6548\u5730\u5c07\u5716\u50cf\u8207\u6587\u5b57\u7b49\u591a\u7a2e\u6a21\u614b\u7684\u8cc7\u6599\u6574\u5408\u5230\u540c\u4e00\u7684\u5d4c\u5165\u7a7a\u9593\uff0c\u7531\u65bc\u50b3\u7d71\u7684 CLIP \u6a21\u578b\u5728\u591a\u6a21\u614b\u6aa2\u7d22\u548c RAG \u61c9\u7528\u4e2d\u5b58\u5728\u6a21\u614b\u5dee\u8ddd\u7b49\u554f\u984c\uff0c\u800c Voyage AI \u53ef\u4ee5\u76f4\u63a5\u5c07\u4e0d\u540c\u6a21\u614b\u7684\u8cc7\u6599\u8f49\u63db\u70ba tokens \u4e26\u8f38\u5165 Transformer \u7de8\u78bc\u5668\uff0c\u89e3\u6c7a\u4e86\u9019\u4e9b\u9650\u5236\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"googlesitekit_rrm_CAowvqSiDA:productID":"","footnotes":""},"categories":[131,119],"tags":[],"class_list":["post-4738","post","type-post","status-publish","format-standard","hentry","category-embedding","category-119"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/4738","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=4738"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/4738\/revisions"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=4738"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=4738"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=4738"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}