{"id":1060866,"date":"2024-01-12T01:23:00","date_gmt":"2024-01-12T09:23:00","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1060866"},"modified":"2024-09-25T04:00:45","modified_gmt":"2024-09-25T11:00:45","slug":"jiang-bian-foundation-models-in-industry","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/jiang-bian-foundation-models-in-industry\/","title":{"rendered":"\u4eba\u5de5\u667a\u80fd\u2260\u673a\u5668\u201c\u4eba\u201d\uff1a\u6fc0\u6d3b\u57fa\u7840\u6a21\u578b\u5728\u4ea7\u4e1a\u4e2d\u7684\u5de8\u5927\u5e94\u7528\u6f5c\u529b\u548c\u5546\u4e1a\u4ef7\u503c"},"content":{"rendered":"\n<p><em>\u4f5c\u8005\uff1a\u8fb9\u6c5f<\/em><\/p>\n\n\n\n<div class=\"wp-block-media-text has-vertical-margin-small  has-vertical-padding-none  is-stacked-on-mobile has-white-background-color has-background\" style=\"grid-template-columns:34% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"679\" height=\"679\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-author.jpg\" alt=\"Jiang Bian\" class=\"wp-image-1060869 size-full\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-author.jpg 679w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-author-300x300.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-author-150x150.jpg 150w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-author-180x180.jpg 180w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-author-360x360.jpg 360w\" sizes=\"auto, (max-width: 679px) 100vw, 679px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<div class=\"wp-block-group wp-block-quote is-style-spectrum is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<p style=\"font-size:1rem;font-style:italic;\">\u201c\u4eba\u5de5\u667a\u80fd\u57fa\u7840\u6a21\u578b\uff08Foundation Models\uff09\uff0c\u4e5f\u5c31\u662f\u4eba\u4eec\u5e38\u8bf4\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08Large Language 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class=\"wp-block-heading\" id=\"\u6784\u5efa\u4ea7\u4e1a\u57fa\u7840\u6a21\u578b-\u878d\u5408\u901a\u7528\u77e5\u8bc6\u4e0e\u9886\u57df\u4e13\u4e1a\u77e5\u8bc6\">\u6784\u5efa\u4ea7\u4e1a\u57fa\u7840\u6a21\u578b\uff1a\u878d\u5408\u901a\u7528\u77e5\u8bc6\u4e0e\u9886\u57df\u4e13\u4e1a\u77e5\u8bc6<\/h2>\n\n\n\n<p>\u4e3a\u4e86\u63a8\u52a8\u57fa\u7840\u6a21\u578b\u5728\u4ea7\u4e1a\u754c\u66f4\u5feb\u5730\u843d\u5730\u548c\u5e94\u7528\uff0c\u6211\u4eec\u53ef\u4ee5\u7740\u91cd\u4ece\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\u5165\u624b\uff1a<\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u6211\u4eec\u53ef\u4ee5\u5229\u7528\u4e30\u5bcc\u548c\u590d\u6742\u7684\u4ea7\u4e1a\u9886\u57df\u6570\u636e\uff0c\u6784\u5efa\u66f4\u901a\u7528\u3001\u9ad8\u6548\u548c\u5b9e\u7528\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u6846\u67b6\uff0c\u53ef\u4ee5\u9002\u914d\u5404\u4e2a\u5782\u76f4\u9886\u57df\uff0c\u5e2e\u52a9\u63d0\u70bc\u51fa\u91cd\u8981\u7684\u9886\u57df\u77e5\u8bc6\uff0c\u53d1\u73b0\u6570\u636e\u548c\u77e5\u8bc6\u4e4b\u95f4\u7684\u9690\u542b\u5173\u8054\uff0c\u5e76\u5bf9\u5b83\u4eec\u8fdb\u884c\u6709\u6548\u7684\u7ec4\u7ec7\u548c\u7ba1\u7406\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"571\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-1-1024x571.png\" alt=\"\u57fa\u4e8e\u57fa\u7840\u6a21\u578b\u7684\u66f4\u901a\u7528\u3001\u9ad8\u6548\u548c\u5b9e\u7528\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u6846\u67b6\" class=\"wp-image-1060872\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-1-1024x571.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-1-300x167.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-1-768x428.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-1-240x134.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-1.png 1269w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u57fa\u4e8e\u57fa\u7840\u6a21\u578b\u7684\u66f4\u901a\u7528\u3001\u9ad8\u6548\u548c\u5b9e\u7528\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u6846\u67b6<\/figcaption><\/figure>\n\n\n\n<p>\u5176\u6b21\uff0c\u57fa\u4e8e\u5de5\u4e1a\u573a\u666f\u4e2d\u91cd\u8981\u7684\u6570\u503c\u6570\u636e\u548c\u76f8\u5e94\u7684\u7ed3\u6784\u5316\u4f9d\u8d56\uff0c\u6784\u5efa\u9002\u5408\u4ea7\u4e1a\u5316\u7684\u57fa\u7840\u6a21\u578b\uff0c\u901a\u8fc7\u6709\u6548\u878d\u5408\u901a\u7528\u77e5\u8bc6\u548c\u65f6\u5e8f\u6570\u636e\u6216\u8868\u683c\u6570\u636e\u4e2d\u7684\u9886\u57df\u77e5\u8bc6\uff0c\u66f4\u6709\u6548\u5730\u89e3\u51b3\u4ea7\u4e1a\u4e2d\u7684\u9884\u6d4b\u3001\u5206\u7c7b\u7b49\u4efb\u52a1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"378\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-2-1024x378.png\" alt=\"\u4ece\u4f20\u7edf\u4eba\u5de5\u667a\u80fd\u7684\u4ea7\u4e1a\u89e3\u51b3\u65b9\u6848\u5230\u878d\u5408\u901a\u7528\u4e0e\u9886\u57df\u77e5\u8bc6\u7684\u4ea7\u4e1a\u57fa\u7840\u6a21\u578b\" class=\"wp-image-1060875\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-2-1024x378.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-2-300x111.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-2-768x284.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-2-240x89.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-2.png 1278w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u4ece\u4f20\u7edf\u4eba\u5de5\u667a\u80fd\u7684\u4ea7\u4e1a\u89e3\u51b3\u65b9\u6848\u5230\u878d\u5408\u901a\u7528\u4e0e\u9886\u57df\u77e5\u8bc6\u7684\u4ea7\u4e1a\u57fa\u7840\u6a21\u578b<\/figcaption><\/figure>\n\n\n\n<p>\u53e6\u4e00\u4e2a\u6211\u4eec\u76ee\u524d\u6b63\u5728\u7740\u91cd\u63a2\u7d22\u7684\u65b9\u5411\uff1a\u5229\u7528\u57fa\u7840\u6a21\u578b\u5df2\u5177\u5907\u7684\u5f3a\u5927\u7684\u751f\u6210\u3001\u6cdb\u5316\u548c\u8fc1\u79fb\u80fd\u529b\uff0c\u63d0\u9ad8\u4ea7\u4e1a\u51b3\u7b56\u7684\u8d28\u91cf\u548c\u6548\u7387\u3002\u5728\u8fd9\u65b9\u9762\uff0c\u6211\u4eec\u5728\u63a2\u7d22\u4e24\u79cd\u8def\u5f84\uff0c\u4e00\u662f\u5c06\u57fa\u7840\u6a21\u578b\u4f5c\u4e3a\u4e00\u4e2a\u667a\u80fd\u4f53\uff0c\u4e8c\u662f\u8ba9\u57fa\u7840\u6a21\u578b\u8f85\u52a9\u5f3a\u5316\u5b66\u4e60\u667a\u80fd\u4f53\u3002<\/p>\n\n\n\n<p>\u5c06\u57fa\u7840\u6a21\u578b\u4f5c\u4e3a\u4e00\u4e2a\u667a\u80fd\u4f53\uff1a\u6211\u4eec\u53ef\u4ee5\u5229\u7528\u57fa\u7840\u6a21\u578b\u7684\u5148\u9a8c\u77e5\u8bc6\uff0c\u7ed3\u5408\u79bb\u7ebf\u5f3a\u5316\u5b66\u4e60\uff08Offline Reinforcement Learning\uff09\uff0c\u901a\u8fc7\u6301\u7eed\u6536\u96c6\u65b0\u7684\u9886\u57df\u77e5\u8bc6\u5e76\u4e0d\u65ad\u5fae\u8c03\uff0c\u4fc3\u8fdb\u667a\u80fd\u4f53\u7684\u8fdb\u5316\uff0c\u63d0\u9ad8\u4f5c\u4e3a\u667a\u80fd\u4f53\u7684\u57fa\u7840\u6a21\u578b\u7684\u4f18\u5316\u51b3\u7b56\u80fd\u529b\uff0c\u4f7f\u5176\u80fd\u66f4\u4e13\u6ce8\u4e8e\u5904\u7406\u4ea7\u4e1a\u9886\u57df\u5185\u7684\u4efb\u52a1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"921\" height=\"610\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-3.png\" alt=\"\u534f\u540c\u57fa\u7840\u6a21\u578b\u4e0e\u79bb\u7ebf\u5f3a\u5316\u5b66\u4e60\u6784\u5efa\u51b3\u7b56\u667a\u80fd\u4f53\" class=\"wp-image-1060878\" style=\"width:900px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-3.png 921w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-3-300x199.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-3-768x509.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-3-240x159.png 240w\" sizes=\"auto, (max-width: 921px) 100vw, 921px\" \/><figcaption class=\"wp-element-caption\">\u534f\u540c\u57fa\u7840\u6a21\u578b\u4e0e\u79bb\u7ebf\u5f3a\u5316\u5b66\u4e60\u6784\u5efa\u51b3\u7b56\u667a\u80fd\u4f53<\/figcaption><\/figure>\n\n\n\n<p>\u7ecf\u8fc7\u4f18\u5316\u7684\u57fa\u7840\u6a21\u578b\u53ef\u4ee5\u5728\u591a\u79cd\u4ea7\u4e1a\u573a\u666f\u4e2d\u53d1\u6325\u4f5c\u7528\u3002\u4f8b\u5982\uff0c\u5728\u65b9\u7a0b\u5f0f\u8d5b\u8f66\u4e2d\uff0c\u8be5\u57fa\u7840\u6a21\u578b\u80fd\u591f\u4f18\u5316\u8d5b\u8f66\u7684\u8f6e\u80ce\u7ef4\u4fee\u7b56\u7565\uff0c\u6839\u636e\u8d5b\u8f66\u8f6e\u80ce\u7684\u635f\u8017\u548c\u7ef4\u4fee\u6210\u672c\uff0c\u627e\u5230\u6700\u4f73\u7684\u8fdb\u7ad9\u7ef4\u4fee\u65f6\u95f4\uff0c\u4ee5\u7f29\u77ed\u8d5b\u7a0b\u3001\u63d0\u9ad8\u8d5b\u8f66\u6392\u540d\uff1b\u5728\u5316\u5de5\u4f01\u4e1a\u7684\u4ea7\u54c1\u8c03\u5ea6\u4e2d\uff0c\u5229\u7528\u8fd9\u4e00\u57fa\u7840\u6a21\u578b\u53ef\u4ee5\u5927\u5e45\u63d0\u9ad8\u4ea7\u54c1\u5b58\u50a8\u4e0e\u751f\u4ea7\u8fc7\u7a0b\u4e2d\u7ba1\u7ebf\u534f\u540c\u7684\u6548\u7387\uff0c\u4ece\u800c\u63d0\u5347\u751f\u4ea7\u6267\u884c\u6548\u7387\uff1b\u53e6\u5916\uff0c\u57fa\u4e8e\u57fa\u7840\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u4e0e\u9c81\u68d2\u6027\uff0c\u8fd8\u53ef\u4ee5\u5c06\u5176\u5feb\u901f\u8fc1\u79fb\u81f3\u7a7a\u8c03\u63a7\u5236\u4f18\u5316\u7684\u573a\u666f\u4e2d\uff0c\u5728\u4fdd\u8bc1\u8212\u9002\u6e29\u5ea6\u7684\u540c\u65f6\u5b9e\u73b0\u80fd\u8017\u6700\u5c0f\u5316\u3002<\/p>\n\n\n\n<p>\u4f7f\u7528\u57fa\u7840\u6a21\u578b\u8f85\u52a9\u5f3a\u5316\u5b66\u4e60\u667a\u80fd\u4f53\uff1a\u6211\u4eec\u53ef\u4ee5\u8ba9\u6a21\u578b\u5b66\u4e60\u901a\u7528\u8868\u793a\uff0c\u5728\u4e0d\u540c\u7684\u73af\u5883\u548c\u4efb\u52a1\u4e2d\u5feb\u901f\u9002\u5e94\uff0c\u4ece\u800c\u63d0\u5347\u6cdb\u5316\u80fd\u529b\u3002\u5728\u8fd9\u4e00\u65b9\u6cd5\u4e2d\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u9884\u8bad\u7ec3\u4e16\u754c\u6a21\u578b\uff08Pretrained World Model\uff09\uff0c\u5b83\u53ef\u4ee5\u6a21\u62df\u4eba\u7c7b\u7684\u5b66\u4e60\u548c\u51b3\u7b56\u8fc7\u7a0b\uff0c\u589e\u5f3a\u4ea7\u4e1a\u51b3\u7b56\u7684\u6548\u679c\u3002\u901a\u8fc7\u5229\u7528\u5177\u6709\u5e7f\u6cdb\u77e5\u8bc6\u7684\u9884\u8bad\u7ec3\u4e16\u754c\u6a21\u578b\uff0c\u5e76\u91c7\u7528\u4e24\u9636\u6bb5\u9884\u8bad\u7ec3\u6846\u67b6\uff0c\u5f00\u53d1\u8005\u80fd\u591f\u66f4\u5168\u9762\u548c\u7075\u6d3b\u5730\u8bad\u7ec3\u57fa\u7840\u6a21\u578b\u8fdb\u884c\u4ea7\u4e1a\u51b3\u7b56\uff0c\u5e76\u5c06\u5176\u6269\u5c55\u5230\u4efb\u4f55\u7279\u5b9a\u7684\u51b3\u7b56\u573a\u666f\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u4e0e\u5fae\u8f6f Xbox \u56e2\u961f\u5408\u4f5c\uff0c\u5728\u6e38\u620f\u6d4b\u8bd5\u7684\u573a\u666f\u4e2d\u9a8c\u8bc1\u4e86\u8fd9\u4e2a\u6846\u67b6\u7684\u6709\u6548\u6027\u3002\u6211\u4eec\u5229\u7528\u8be5\u6846\u67b6\u9488\u5bf9\u6e38\u620f\u5730\u56fe\u9884\u8bad\u7ec3\u4e86\u4e16\u754c\u6a21\u578b\uff0c\u89e3\u51b3\u4e86\u5728\u65b0\u6e38\u620f\u573a\u666f\u4e2d\u5229\u7528\u5730\u6807\u89c2\u5bdf\u8fdb\u884c\u957f\u671f\u7a7a\u95f4\u63a8\u7406\u6216\u5bfc\u822a\u7684\u95ee\u9898\u3002\u8be5\u9884\u8bad\u7ec3\u6a21\u578b\u660e\u663e\u4f18\u4e8e\u6ca1\u6709\u4e16\u754c\u6a21\u578b\u6216\u4f7f\u7528\u4f20\u7edf\u5b66\u4e60\u65b9\u6cd5\u7684\u6a21\u578b\uff0c\u6781\u5927\u5730\u63d0\u9ad8\u4e86\u6e38\u620f\u63a2\u7d22\u7684\u6548\u7387\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u6211\u4eec\u8fd8\u53ef\u4ee5\u4f7f\u7528\u9886\u57df\u5185\u4e13\u6709\u7684\u57fa\u7840\u6570\u636e\u548c\u6240\u8574\u542b\u7684\u7279\u5b9a\u8bed\u4e49\u4fe1\u606f\uff0c\u6253\u9020\u9886\u57df\u5185\u7684\u57fa\u7840\u6a21\u578b\uff0c\u4e3a\u667a\u80fd\u53ef\u4ea4\u4e92\u7684\u51b3\u7b56\u548c\u6a21\u62df\u5f00\u62d3\u65b0\u7684\u53ef\u80fd\u6027\u3002\u6bd4\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u57fa\u4e8e\u91d1\u878d\u5e02\u573a\u4ea4\u6613\u8ba2\u5355\u6570\u636e\u6784\u5efa\u91d1\u878d\u6295\u8d44\u57fa\u7840\u6a21\u578b\uff0c\u8fd9\u4e9b\u57fa\u7840\u6570\u636e\u662f\u5305\u542b\u4e30\u5bcc\u8bed\u4e49\u7ed3\u6784\u548c\u4fe1\u606f\u7684\u4ea4\u6613\u8ba2\u5355\uff0c\u800c\u4e0d\u662f\u7eaf\u6587\u672c\u5b57\u7b26\u3002\u57fa\u4e8e\u8fd9\u4e00\u91d1\u878d\u57fa\u7840\u6a21\u578b\uff0c\u6211\u4eec\u53ef\u4ee5\u5b9e\u73b0\u9488\u5bf9\u4e0d\u540c\u5e02\u573a\u98ce\u683c\u7684\u8ba2\u5355\u6d41\u751f\u6210\uff0c\u6a21\u62df\u4e0d\u540c\u5e02\u573a\u73af\u5883\u4e0b\u7684\u5927\u89c4\u6a21\u8ba2\u5355\u4ea4\u6613\uff0c\u5b9e\u73b0\u5bf9\u91d1\u878d\u6295\u8d44\u5e02\u573a\u7684\u53ef\u63a7\u6a21\u62df\uff0c\u4ece\u800c\u66f4\u597d\u5730\u7406\u89e3\u5e02\u573a\u53d8\u5316\u7684\u89c4\u5f8b\uff0c\u63a2\u7d22\u5e94\u5bf9\u6781\u7aef\u573a\u666f\u7684\u7b56\u7565\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"260\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-4-1024x260.png\" alt=\"\u57fa\u4e8e\u91d1\u878d\u57fa\u7840\u6a21\u578b\u5b9e\u73b0\u9488\u5bf9\u4e0d\u540c\u5e02\u573a\u98ce\u683c\u7684\u8ba2\u5355\u6d41\u751f\u6210\uff0c\u4ece\u800c\u6a21\u62df\u591a\u6837\u7684\u5e02\u573a\u73af\u5883\" class=\"wp-image-1060881\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-4-1024x260.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-4-300x76.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-4-768x195.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-4-240x61.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-4.png 1487w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u57fa\u4e8e\u91d1\u878d\u57fa\u7840\u6a21\u578b\u5b9e\u73b0\u9488\u5bf9\u4e0d\u540c\u5e02\u573a\u98ce\u683c\u7684\u8ba2\u5355\u6d41\u751f\u6210\uff0c\u4ece\u800c\u6a21\u62df\u591a\u6837\u7684\u5e02\u573a\u73af\u5883<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" 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class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"756\" height=\"719\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-5.png\" alt=\"\u7814\u53d1\u667a\u80fd\u4f53\uff1a\u81ea\u52a8\u6f14\u8fdb\u4ee5\u5de5\u4e1a\u6570\u636e\u4e3a\u4e2d\u5fc3\u7684\u7814\u53d1\u5468\u671f\" class=\"wp-image-1060884\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-5.png 756w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-5-300x285.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/jiang-bian-foundation-models-in-industry-5-189x180.png 189w\" sizes=\"auto, (max-width: 756px) 100vw, 756px\" \/><figcaption 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\u4eba\u5de5\u667a\u80fd\u91cf\u5316\u6295\u8d44\u5e73\u53f0\uff1ahttps:\/\/www.msra.cn\/zh-cn\/news\/features\/qlib-2<\/p>\n\n\n\n<p>MARO \u591a\u667a\u80fd\u4f53\u8d44\u6e90\u4f18\u5316\u5e73\u53f0\uff1ahttps:\/\/github.com\/microsoft\/maro<\/p>\n\n\n\n<p>FOST \u65f6\u7a7a\u9884\u6d4b\u5de5\u5177\uff1ahttps:\/\/github.com\/microsoft\/FOST<\/p>\n\n\n\n<p>BatteryML \u7535\u6c60\u6027\u80fd\u5206\u6790\u4e0e\u9884\u6d4b\u5e73\u53f0\uff1ahttps:\/\/github.com\/microsoft\/BatteryML<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1a\u8fb9\u6c5f 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