{"id":1060,"date":"2021-12-22T14:18:18","date_gmt":"2021-12-22T06:18:18","guid":{"rendered":"http:\/\/wh-nx3um5eupfhyxrxim5x.my3w.com\/?page_id=1060"},"modified":"2024-05-30T14:51:10","modified_gmt":"2024-05-30T06:51:10","slug":"people","status":"publish","type":"page","link":"http:\/\/zhangleuestc.cn\/index.php\/people\/","title":{"rendered":"\u7814\u7a76\u65b9\u5411\/\u62db\u751f"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"1060\" class=\"elementor elementor-1060\" data-elementor-settings=\"[]\">\n\t\t\t\t\t\t\t<div class=\"elementor-section-wrap\">\n\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-155ad916 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"155ad916\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-48231d75\" data-id=\"48231d75\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-636fe458 elementor-widget elementor-widget-text-editor\" data-id=\"636fe458\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h1 style=\"text-align: center;\">\u5173\u4e8e\u62db\u751f\u65b9\u5411<\/h1><p>\u76ee\u524d\u56e2\u961f\u611f\u5174\u8da3\u7684\u7814\u7a76\u65b9\u5411\u5982\u4e0b\uff1a<\/p><p><strong><b>\u00a0<\/b><\/strong><b>\u4e00\u3001<\/b><b><\/b><strong><b>\u5927\u6a21\u578b\u5fae\u8c03<\/b><\/strong><\/p><p><strong><b>\u00a0 \u00a0 \u00a0<\/b><\/strong><span style=\"font-style: inherit; font-weight: inherit; background-color: var(--ast-global-color-4); color: var(--ast-global-color-3);\">\u5927\u6a21\u578b\u5fae\u8c03\u6280\u672f\u662f\u6307\u5728\u9884\u8bad\u7ec3\u5927\u89c4\u6a21\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u7684\u57fa\u7840\u4e0a\uff0c\u901a\u8fc7\u8fdb\u4e00\u6b65\u8c03\u6574\u6a21\u578b\u53c2\u6570\uff0c\u4f7f\u5176\u5728\u7279\u5b9a\u4efb\u52a1\u6216\u9886\u57df\u4e0a\u8868\u73b0\u66f4\u4f18\u3002\u8fd9\u79cd\u65b9\u6cd5\u5229\u7528\u4e86\u9884\u8bad\u7ec3\u6a21\u578b\u5728\u5927\u89c4\u6a21\u6570\u636e\u96c6\u4e0a\u5b66\u5230\u7684\u5e7f\u6cdb\u77e5\u8bc6\uff0c\u5e76\u901a\u8fc7\u5fae\u8c03\u4f7f\u5176\u9002\u5e94\u7279\u5b9a\u5e94\u7528\u573a\u666f\u3002\u5927\u6a21\u578b\u5fae\u8c03\u7684\u6838\u5fc3\u5728\u4e8e\u6709\u6548\u5730\u5229\u7528\u5df2\u6709\u7684\u6a21\u578b\u80fd\u529b\uff0c\u51cf\u5c11\u8bad\u7ec3\u65f6\u95f4\u548c\u8d44\u6e90\uff0c\u540c\u65f6\u63d0\u5347\u6a21\u578b\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u3002\u5f53\u4e0b\u5927\u6a21\u578b\u5fae\u8c03\u7684\u4e3b\u8981\u65b9\u6cd5\u5305\u62ec\uff1a<\/span><\/p><ul><li>\u5168\u53c2\u6570\u5fae\u8c03\uff08Fine-tuning\uff09\uff1a\u5bf9\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u6240\u6709\u53c2\u6570\u8fdb\u884c\u5fae\u8c03\uff0c\u4f7f\u6a21\u578b\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u8fbe\u5230\u6700\u4f18\u6027\u80fd\u3002\u8fd9\u79cd\u65b9\u6cd5\u7075\u6d3b\u4f46\u8ba1\u7b97\u8d44\u6e90\u9700\u6c42\u9ad8\u3002<\/li><li>\u5c42\u5fae\u8c03\uff08Layer-wise Fine-tuning\uff09\uff1a\u4ec5\u5fae\u8c03\u6a21\u578b\u7684\u90e8\u5206\u5c42\uff08\u5982\u6700\u540e\u51e0\u5c42\uff09\uff0c\u4fdd\u6301\u5176\u4ed6\u5c42\u7684\u9884\u8bad\u7ec3\u53c2\u6570\u4e0d\u53d8\uff0c\u4ee5\u51cf\u5c11\u8ba1\u7b97\u9700\u6c42\u548c\u8fc7\u62df\u5408\u98ce\u9669\u3002<\/li><li>\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\u51bb\u7ed3\u5c42\uff08Layer Freezing\uff09\uff1a\u51bb\u7ed3\u5927\u90e8\u5206\u6a21\u578b\u5c42\uff0c\u4ec5\u5fae\u8c03\u5c11\u6570\u5c42\u7684\u53c2\u6570\uff0c\u51cf\u5c11\u8ba1\u7b97\u5f00\u9500\u3002<\/li><\/ul><ol><li>\u9002\u914d\u5c42\uff08Adapter Layers\uff09\uff1a\u5728\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u67d0\u4e9b\u5c42\u4e4b\u95f4\u63d2\u5165\u5c0f\u578b\u9002\u914d\u5c42\uff0c\u5fae\u8c03\u8fd9\u4e9b\u9002\u914d\u5c42\u7684\u53c2\u6570\u4ee5\u9002\u5e94\u65b0\u4efb\u52a1\u3002<\/li><li>\u63d0\u793a\u5b66\u4e60\uff08Prompt Tuning\uff09\uff1a\u901a\u8fc7\u5fae\u8c03\u8f93\u5165\u63d0\u793a\uff08prompts\uff09\u800c\u4e0d\u662f\u6a21\u578b\u672c\u8eab\u7684\u53c2\u6570\uff0c\u6765\u5f15\u5bfc\u9884\u8bad\u7ec3\u6a21\u578b\u6267\u884c\u7279\u5b9a\u4efb\u52a1\u3002<\/li><\/ol><ul><li>\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff08Mixture of Experts\uff09\uff1a\u4f7f\u7528\u591a\u4e2a\u5b50\u6a21\u578b\uff08\u4e13\u5bb6\u6a21\u578b\uff09\u5904\u7406\u4e0d\u540c\u7684\u4efb\u52a1\u6216\u6570\u636e\u5b50\u96c6\uff0c\u901a\u8fc7\u52a8\u6001\u8def\u7531\u9009\u62e9\u6700\u9002\u5408\u7684\u4e13\u5bb6\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u3002<\/li><li>\u84b8\u998f\uff08Knowledge Distillation\uff09\uff1a\u901a\u8fc7\u5c06\u5927\u6a21\u578b\u7684\u77e5\u8bc6\u84b8\u998f\u5230\u5c0f\u6a21\u578b\u4e2d\uff0c\u5b9e\u73b0\u9ad8\u6548\u5fae\u8c03\u548c\u6a21\u578b\u538b\u7f29\uff0c\u540c\u65f6\u4fdd\u6301\u6a21\u578b\u6027\u80fd\u3002<\/li><\/ul><p>\u8bfe\u9898\u7ec4\u5728\u8fd9\u4e00\u65b9\u5411\u4e0a\u611f\u5174\u8da3\u7684\u7814\u7a76\u70b9\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\uff1a<\/p><ul><li>\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\u6280\u672f\uff1a<\/li><\/ul><ol><li>\u9002\u914d\u5c42\u4f18\u5316\uff1a\u7814\u7a76\u5982\u4f55\u8bbe\u8ba1\u548c\u4f18\u5316\u9002\u914d\u5c42\uff0c\u4f7f\u5176\u5728\u5404\u79cd\u4efb\u52a1\u4e2d\u90fd\u80fd\u9ad8\u6548\u53d1\u6325\u4f5c\u7528\u3002<\/li><li>\u63d0\u793a\u5b66\u4e60\u6539\u8fdb\uff1a\u63a2\u7d22\u66f4\u6709\u6548\u7684\u63d0\u793a\u751f\u6210\u548c\u4f18\u5316\u65b9\u6cd5\uff0c\u63d0\u9ad8\u63d0\u793a\u5b66\u4e60\u7684\u9002\u5e94\u6027\u548c\u6548\u679c\u3002<\/li><\/ol><ul><li>\u707e\u96be\u6027\u9057\u5fd8\u95ee\u9898\uff1a<\/li><\/ul><ol><li>\u9009\u62e9\u6027\u9057\u5fd8\u673a\u5236\uff1a\u5f00\u53d1\u673a\u5236\u4f7f\u6a21\u578b\u5728\u5fae\u8c03\u8fc7\u7a0b\u4e2d\u9009\u62e9\u6027\u5730\u4fdd\u7559\u548c\u9057\u5fd8\u4fe1\u606f\uff0c\u4ee5\u907f\u514d\u707e\u96be\u6027\u9057\u5fd8\u3002<\/li><li>\u8fde\u7eed\u5b66\u4e60\u7b56\u7565\uff1a\u7814\u7a76\u5982\u4f55\u5728\u4e0d\u65ad\u5f15\u5165\u65b0\u4efb\u52a1\u548c\u6570\u636e\u65f6\uff0c\u4f7f\u6a21\u578b\u4fdd\u6301\u5bf9\u65e7\u4efb\u52a1\u7684\u826f\u597d\u6027\u80fd\u3002<\/li><\/ol><ul><li>\u591a\u6a21\u6001\u5fae\u8c03\uff1a<\/li><\/ul><ol><li>\u591a\u6a21\u6001\u878d\u5408\uff1a\u63a2\u7d22\u5982\u4f55\u5728\u591a\u6a21\u6001\u5927\u6a21\u578b\u4e2d\u6709\u6548\u878d\u5408\u4e0d\u540c\u6a21\u6001\u7684\u4fe1\u606f\uff0c\u63d0\u9ad8\u6a21\u578b\u7684\u7efc\u5408\u80fd\u529b\u3002<\/li><li>\u8de8\u6a21\u6001\u9002\u5e94\uff1a\u7814\u7a76\u5982\u4f55\u4f7f\u6a21\u578b\u5728\u4e0d\u540c\u6a21\u6001\u95f4\u9ad8\u6548\u8fc1\u79fb\u548c\u9002\u5e94\uff0c\u63d0\u5347\u591a\u6a21\u6001\u4efb\u52a1\u7684\u8868\u73b0\u3002<\/li><\/ol><ul><li>\u9690\u79c1\u4fdd\u62a4\u5fae\u8c03\uff1a<\/li><\/ul><ol><li>\u5dee\u5206\u9690\u79c1\u5fae\u8c03\uff1a\u5728\u5fae\u8c03\u8fc7\u7a0b\u4e2d\u52a0\u5165\u5dee\u5206\u9690\u79c1\u4fdd\u62a4\u673a\u5236\uff0c\u786e\u4fdd\u6570\u636e\u9690\u79c1\u4e0d\u88ab\u6cc4\u9732\u3002<\/li><li>\u8054\u90a6\u5fae\u8c03\uff1a\u5728\u8054\u90a6\u5b66\u4e60\u6846\u67b6\u4e0b\u8fdb\u884c\u5fae\u8c03\uff0c\u4fdd\u62a4\u5404\u53c2\u4e0e\u65b9\u7684\u6570\u636e\u9690\u79c1\uff0c\u540c\u65f6\u63d0\u5347\u6a21\u578b\u6027\u80fd\u3002<\/li><\/ol><ul><li>\u4f18\u5316\u7b97\u6cd5\uff1a<\/li><\/ul><ol><li>\u81ea\u9002\u5e94\u4f18\u5316\u65b9\u6cd5\uff1a\u5f00\u53d1\u9002\u5e94\u5fae\u8c03\u9700\u6c42\u7684\u81ea\u9002\u5e94\u4f18\u5316\u7b97\u6cd5\uff0c\u63d0\u9ad8\u5fae\u8c03\u6548\u7387\u548c\u6548\u679c\u3002<\/li><li>\u6700\u4f18\u7b56\u7565\u6b63\u5219\u5316\uff1a\u7814\u7a76\u57fa\u4e8e\u6700\u4f18\u7b56\u7565\u7684\u6b63\u5219\u5316\u65b9\u6cd5\uff0c\u786e\u4fdd\u5fae\u8c03\u8fc7\u7a0b\u4e2d\u6a21\u578b\u53c2\u6570\u7684\u7a33\u5b9a\u6027\u548c\u4e00\u81f4\u6027\u3002<\/li><\/ol><ul><li>\u9ad8\u6548\u8ba1\u7b97\u4e0e\u8d44\u6e90\u5229\u7528\uff1a<\/li><\/ul><ol><li>\u5206\u5e03\u5f0f\u5fae\u8c03\uff1a\u5229\u7528\u5206\u5e03\u5f0f\u8ba1\u7b97\u8d44\u6e90\u8fdb\u884c\u9ad8\u6548\u5fae\u8c03\uff0c\u63d0\u5347\u8bad\u7ec3\u901f\u5ea6\u548c\u6a21\u578b\u89c4\u6a21\u9002\u5e94\u6027\u3002<\/li><li>\u6a21\u578b\u538b\u7f29\u4e0e\u52a0\u901f\uff1a\u7ed3\u5408\u5fae\u8c03\u8fc7\u7a0b\u4e2d\u7684\u6a21\u578b\u538b\u7f29\u6280\u672f\uff0c\u51cf\u5c11\u8ba1\u7b97\u8d44\u6e90\u9700\u6c42\uff0c\u63d0\u9ad8\u63a8\u7406\u901f\u5ea6\u3002<\/li><\/ol><p><strong><b>\u00a0<\/b><\/strong><\/p><p><strong><b>\u00a0\u4e8c\u3001\u00a0<\/b><\/strong><strong style=\"font-style: inherit; background-color: var(--ast-global-color-4); color: var(--ast-global-color-3);\"><b>\u6df1\u5ea6\u96c6\u6210\u5b66\u4e60<\/b><\/strong><\/p><p><strong><b>\u00a0<\/b><\/strong><\/p><p>\u00a0 \u00a0\u96c6\u6210\u5b66\u4e60\uff08Ensemble Learning\uff09\u662f\u4e00\u79cd\u901a\u8fc7\u7ec4\u5408\u591a\u4e2a\u6a21\u578b\u6765\u63d0\u5347\u6574\u4f53\u6027\u80fd\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u3002\u96c6\u6210\u5b66\u4e60\u7684\u6838\u5fc3\u601d\u60f3\u662f\u901a\u8fc7\u7ec4\u5408\u591a\u4e2a\u5f31\u6a21\u578b\uff08\u901a\u5e38\u662f\u51c6\u786e\u5ea6\u4e0d\u9ad8\u7684\u7b80\u5355\u6a21\u578b\uff09\uff0c\u4f7f\u5f97\u7ec4\u5408\u540e\u7684\u6a21\u578b\uff08\u96c6\u6210\u6a21\u578b\uff09\u7684\u8868\u73b0\u4f18\u4e8e\u5355\u4e2a\u6a21\u578b\u3002\u5728\u6df1\u5ea6\u5b66\u4e60\u65f6\u4ee3\uff0c\u96c6\u6210\u5b66\u4e60\u7684\u65b9\u6cd5\u540c\u6837\u9002\u7528\u4e8e\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff0c\u79f0\u4e3a\u6df1\u5ea6\u96c6\u6210\u5b66\u4e60\uff08Deep Ensemble Learning\uff09\u3002\u5728\u6df1\u5ea6\u5b66\u4e60\u65f6\u4ee3\uff0c\u6df1\u5ea6\u7f51\u7edc\u4f9d\u7136\u5177\u6709\u5f88\u9ad8\u7684\u65b9\u5dee\uff0c\u6a21\u578b\u7684\u7ed3\u679c\u5bf9\u521d\u59cb\u5316\u53c2\u6570 \u5f02\u5e38\u654f\u611f\u3002\u6b64\u73b0\u8c61\u4f1a\u8fdb\u4e00\u6b65\u5f71\u54cd\u5176\u6cdb\u5316\u6027\u80fd\u3002\u56e0\u6b64\uff0c\u5927\u91cf\u5de5\u4f5c\u5229\u7528\u96c6\u6210\u5b66\u4e60\u7684\u601d \u60f3\u6765\u63d0\u5347\u5355\u4e2a\u6df1\u5ea6\u7f51\u7edc\u7684\u6027\u80fd\u3002\u4f46\u662f\u76ee\u524d\u7684\u7814\u7a76\u65b9\u5411\u90fd\u53ea\u662f\u5728\u8ba1\u7b97\u529b\u548c\u6570\u636e\u8d44\u6e90\u5145\u8db3\u7684\u5047\u8bbe\u4e0b\u8fdb\u884c\u6a21\u578b\u7684\u8bad\u7ec3\u4ee5\u53ca\u90e8\u7f72\u3002\u66f4\u4e3a\u4e25\u91cd\u7684\u662f\uff0c\u5728\u5b9e\u9645\u4e2d\uff0c\u6602\u8d35\u7684\u6df1\u5ea6 \u96c6\u6210\u7cfb\u7edf\u72b9\u5982\u672a\u4e0a\u9501\u7684\u8f66\u5b50\uff0c\u4efb\u4f55\u4eba\u90fd\u53ef\u4ee5\u4f7f\u7528\uff1b\u4e00\u65e6\u8be5\u795e\u7ecf\u7f51\u7edc\u96c6\u6210\u7cfb\u7edf\u88ab\u975e\u6cd5\u62f7\u8d1d\u53ca\u4f7f\u7528\uff0c\u539f\u4e3b\u4eba\u65e0\u6cd5\u8bc1\u660e\u548c\u7ef4\u62a4\u5176\u53d1\u660e\u7684\u5408\u6cd5\u77e5\u8bc6\u4ea7\u6743\u3002\u8fd9\u6837\u4f01\u4e1a\u7684\u521b\u65b0\u52a8\u529b\u4f1a\u53d7\u5230\u4f24\u5bb3\uff0c\u8fdb\u800c\u7ed9\u6574\u4e2a\u4ea7\u4e1a\u7684\u53d1\u5c55\u524d\u666f\u8499\u4e0a\u9634\u5f71\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u5728\u6570\u636e\u3001\u8ba1\u7b97\u529b\u548c\u6a21\u578b\u77e5\u8bc6\u4ea7\u6743\u53d7\u9650\u7b49\u975e\u7406\u60f3\u6761\u4ef6\u4e0b\u7684\u6df1\u5ea6\u96c6\u6210\u7cfb\u7edf\u53ca\u5176\u76f8\u5173\u5178\u578b\u5e94\u7528\u5177\u6709\u975e\u5e38\u91cd\u8981\u7684\u7814\u7a76\u4ef7\u503c\u3002 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style=\"background-color: var(--ast-global-color-4); color: var(--ast-global-color-3); font-style: inherit;\"><b>\u4e09\u3001\u6df1\u5ea6\u8054\u90a6\u5b66\u4e60<\/b><\/span><\/p><p><span style=\"background-color: var(--ast-global-color-4); color: var(--ast-global-color-3); font-style: inherit; font-weight: inherit;\">\u00a0 \u00a0 \u6df1\u5ea6\u8054\u90a6\u5b66\u4e60\uff08Deep Federated Learning\uff0cDeep FL\uff09\u662f\u4e00\u79cd\u5206\u5e03\u5f0f\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\uff0c\u5141\u8bb8\u591a\u4e2a\u53c2\u4e0e\u65b9\u5728\u4e0d\u5171\u4eab\u6570\u636e\u7684\u524d\u63d0\u4e0b\uff0c\u5171\u540c\u8bad\u7ec3\u4e00\u4e2a\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u3002\u6bcf\u4e2a\u53c2\u4e0e\u65b9\u4ec5\u9700\u5728\u672c\u5730\u6570\u636e\u4e0a\u8bad\u7ec3\u6a21\u578b\uff0c\u5e76\u4e0e\u4e2d\u5fc3\u670d\u52a1\u5668\u6216\u5176\u4ed6\u8282\u70b9\u5171\u4eab\u6a21\u578b\u53c2\u6570\u6216\u68af\u5ea6\uff0c\u800c\u4e0d\u662f\u5171\u4eab\u539f\u59cb\u6570\u636e\u3002\u8fd9\u6837\u53ef\u4ee5\u4fdd\u62a4\u6570\u636e\u9690\u79c1\uff0c\u63d0\u9ad8\u6570\u636e\u5b89\u5168\u6027\u3002\u6df1\u5ea6\u8054\u90a6\u5b66\u4e60\u7279\u522b\u9002\u7528\u4e8e\u6570\u636e\u9690\u79c1\u654f\u611f\u7684\u573a\u666f\uff0c\u5982\u533b\u7597\u3001\u91d1\u878d\u548c\u79fb\u52a8\u8bbe\u5907\u6570\u636e\u3002<\/span><\/p><p>\u6df1\u5ea6\u8054\u90a6\u5b66\u4e60\u7684\u7814\u7a76\u65b9\u5411\u5f53\u4e0b\u6df1\u5ea6\u8054\u90a6\u5b66\u4e60\u6709\u8bb8\u591a\u503c\u5f97\u7814\u7a76\u7684\u70b9\uff0c\u8bfe\u9898\u7ec4\u611f\u5174\u8da3\u7684\u70b9\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\uff1a<\/p><ul><li>\u9690\u79c1\u4fdd\u62a4\u4e0e\u5b89\u5168\u6027<\/li><\/ul><ol><li>\u5dee\u5206\u9690\u79c1\uff1a\u5728\u4f20\u8f93\u6a21\u578b\u53c2\u6570\u6216\u68af\u5ea6\u65f6\u52a0\u5165\u566a\u58f0\uff0c\u4ee5\u4fdd\u62a4\u53c2\u4e0e\u65b9\u7684\u9690\u79c1\u6570\u636e\u4e0d\u88ab\u63a8\u65ad\u3002<\/li><li>\u5b89\u5168\u591a\u65b9\u8ba1\u7b97\uff08SMC\uff09\uff1a\u5229\u7528\u52a0\u5bc6\u6280\u672f\u4f7f\u5f97\u5404\u65b9\u5728\u4e0d\u6cc4\u9732\u6570\u636e\u7684\u60c5\u51b5\u4e0b\u8fdb\u884c\u534f\u4f5c\u8ba1\u7b97\u3002<\/li><li>\u540c\u6001\u52a0\u5bc6\uff1a\u4f7f\u6570\u636e\u5728\u52a0\u5bc6\u72b6\u6001\u4e0b\u4e5f\u80fd\u8fdb\u884c\u8ba1\u7b97\uff0c\u4ece\u800c\u4fdd\u62a4\u6570\u636e\u9690\u79c1\u3002<\/li><\/ol><ul><li>\u901a\u4fe1\u6548\u7387<\/li><\/ul><ol><li>\u6a21\u578b\u538b\u7f29\u4e0e\u526a\u679d\uff1a\u51cf\u5c11\u4f20\u8f93\u7684\u6a21\u578b\u53c2\u6570\u6570\u91cf\uff0c\u4ee5\u964d\u4f4e\u901a\u4fe1\u5f00\u9500\u3002<\/li><li>\u68af\u5ea6\u538b\u7f29\uff1a\u5bf9\u4f20\u8f93\u7684\u68af\u5ea6\u8fdb\u884c\u538b\u7f29\uff0c\u5982\u91cf\u5316\u548c\u7a00\u758f\u5316\uff0c\u51cf\u5c11\u901a\u4fe1\u5e26\u5bbd\u9700\u6c42\u3002<\/li><li>\u5c40\u90e8\u66f4\u65b0\uff1a\u589e\u52a0\u6bcf\u6b21\u5168\u5c40\u901a\u4fe1\u524d\u7684\u672c\u5730\u66f4\u65b0\u6b21\u6570\uff0c\u51cf\u5c11\u5168\u5c40\u901a\u4fe1\u9891\u7387\u3002<\/li><\/ol><ul><li>\u5f02\u6784\u6570\u636e<\/li><\/ul><ol><li>\u975e\u72ec\u7acb\u540c\u5206\u5e03\uff08Non-IID\uff09\u6570\u636e\u5904\u7406\uff1a\u5904\u7406\u53c2\u4e0e\u65b9\u6570\u636e\u5206\u5e03\u4e0d\u540c\u7684\u95ee\u9898\uff0c\u5982\u6570\u636e\u504f\u659c\u548c\u5f02\u6784\u6027\uff0c\u786e\u4fdd\u6a21\u578b\u5728\u4e0d\u540c\u5206\u5e03\u6570\u636e\u4e0a\u90fd\u80fd\u6709\u6548\u8bad\u7ec3\u3002<\/li><li>\u6570\u636e\u5206\u7247\u4e0e\u91cd\u7ec4\uff1a\u7814\u7a76\u5982\u4f55\u5728\u8054\u90a6\u5b66\u4e60\u6846\u67b6\u4e2d\u6709\u6548\u5730\u8fdb\u884c\u6570\u636e\u5206\u7247\u4e0e\u91cd\u7ec4\uff0c\u63d0\u9ad8\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/li><\/ol><ul><li>\u6a21\u578b\u4f18\u5316<\/li><\/ul><ol><li>\u81ea\u9002\u5e94\u4f18\u5316\u7b97\u6cd5\uff1a\u5f00\u53d1\u9002\u7528\u4e8e\u8054\u90a6\u5b66\u4e60\u573a\u666f\u7684\u4f18\u5316\u7b97\u6cd5\uff0c\u5982FedAvg\u3001FedProx\u7b49\uff0c\u4ee5\u63d0\u9ad8\u6a21\u578b\u8bad\u7ec3\u7684\u6548\u7387\u548c\u6548\u679c\u3002<\/li><li>\u4e2a\u6027\u5316\u6a21\u578b\uff1a\u7814\u7a76\u5982\u4f55\u5728\u5171\u4eab\u5168\u5c40\u6a21\u578b\u7684\u57fa\u7840\u4e0a\uff0c\u4e3a\u6bcf\u4e2a\u53c2\u4e0e\u65b9\u751f\u6210\u4e2a\u6027\u5316\u7684\u6a21\u578b\uff0c\u63d0\u9ad8\u672c\u5730\u6a21\u578b\u7684\u6027\u80fd\u3002<\/li><\/ol><ul><li>\u7cfb\u7edf\u67b6\u6784\u4e0e\u5b9e\u73b0<\/li><\/ul><ol><li>\u8054\u90a6\u5b66\u4e60\u6846\u67b6\u5f00\u53d1\uff1a\u5f00\u53d1\u9ad8\u6548\u3001\u6613\u7528\u7684\u8054\u90a6\u5b66\u4e60\u6846\u67b6\uff0c\u5982TensorFlow Federated\u3001PySyft\u7b49\uff0c\u4ee5\u4fc3\u8fdb\u8054\u90a6\u5b66\u4e60\u7684\u7814\u7a76\u548c\u5e94\u7528\u3002<\/li><li>\u5206\u5e03\u5f0f\u8ba1\u7b97\uff1a\u5229\u7528\u8fb9\u7f18\u8ba1\u7b97\u548c\u4e91\u8ba1\u7b97\u8d44\u6e90\uff0c\u4f18\u5316\u8054\u90a6\u5b66\u4e60\u7684\u7cfb\u7edf\u67b6\u6784\u548c\u8ba1\u7b97\u6548\u7387\u3002<\/li><\/ol><ul><li>\u5e94\u7528\u573a\u666f<\/li><\/ul><ol><li>\u533b\u7597\u5065\u5eb7\uff1a\u7814\u7a76\u5728\u533b\u7597\u6570\u636e\u9690\u79c1\u4fdd\u62a4\u4e0b\u7684\u8054\u90a6\u5b66\u4e60\u5e94\u7528\uff0c\u5982\u75c5\u5386\u6570\u636e\u5171\u4eab\u548c\u8054\u5408\u8bca\u65ad\u6a21\u578b\u8bad\u7ec3\u3002<\/li><li>\u91d1\u878d\u9886\u57df\uff1a\u5728\u91d1\u878d\u6570\u636e\u4fdd\u5bc6\u7684\u524d\u63d0\u4e0b\uff0c\u5229\u7528\u8054\u90a6\u5b66\u4e60\u8fdb\u884c\u98ce\u9669\u8bc4\u4f30\u3001\u6b3a\u8bc8\u68c0\u6d4b\u7b49\u5e94\u7528\u3002<\/li><li>\u667a\u80fd\u8bbe\u5907\uff1a\u5728\u79fb\u52a8\u8bbe\u5907\u548c\u7269\u8054\u7f51\u8bbe\u5907\u4e0a\u5e94\u7528\u8054\u90a6\u5b66\u4e60\uff0c\u8fdb\u884c\u4e2a\u6027\u5316\u63a8\u8350\u3001\u6545\u969c\u8bca\u65ad\u7b49\u4efb\u52a1\u3002<\/li><\/ol><ul><li>\u9c81\u68d2\u6027\u4e0e\u5bb9\u9519\u6027<\/li><\/ul><ol><li>\u5bf9\u6297\u653b\u51fb\u9632\u5fa1\uff1a\u7814\u7a76\u5982\u4f55\u5728\u8054\u90a6\u5b66\u4e60\u4e2d\u9632\u5fa1\u5bf9\u6297\u653b\u51fb\uff0c\u786e\u4fdd\u6a21\u578b\u7684\u9c81\u68d2\u6027\u548c\u5b89\u5168\u6027\u3002<\/li><li>\u5bb9\u9519\u673a\u5236\uff1a\u5f00\u53d1\u5e94\u5bf9\u53c2\u4e0e\u65b9\u6389\u7ebf\u6216\u6570\u636e\u8d28\u91cf\u5dee\u7b49\u95ee\u9898\u7684\u5bb9\u9519\u673a\u5236\uff0c\u786e\u4fdd\u8054\u90a6\u5b66\u4e60\u8fc7\u7a0b\u7684\u7a33\u5b9a\u6027\u3002<\/li><li>\u901a\u8fc7\u5728\u8fd9\u4e9b\u65b9\u5411\u4e0a\u7684\u7814\u7a76\uff0c\u6df1\u5ea6\u8054\u90a6\u5b66\u4e60\u6280\u672f\u80fd\u591f\u4e0d\u65ad\u53d1\u5c55\uff0c\u6ee1\u8db3\u66f4\u591a\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u9700\u6c42\uff0c\u63d0\u5347\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5728\u9690\u79c1\u4fdd\u62a4\u548c\u5206\u5e03\u5f0f\u73af\u5883\u4e2d\u7684\u9002\u5e94\u6027\u548c\u5b9e\u7528\u6027\u3002<\/li><\/ol><p><strong><b>\u00a0<\/b><\/strong><\/p><p><strong><b>\u00a0\u56db\u3001<\/b><\/strong><strong style=\"font-style: inherit; background-color: var(--ast-global-color-4); color: var(--ast-global-color-3);\"><b>\u795e\u7ecf\u7f51\u7edc\u8f7b\u91cf\u5316<\/b><\/strong><\/p><p>\u00a0 \u00a0 \u795e\u7ecf\u7f51\u7edc\u7684\u8f7b\u91cf\u5316\u662f\u6307\u5728\u4fdd\u6301\u6a21\u578b\u6027\u80fd\u7684\u524d\u63d0\u4e0b\uff0c\u901a\u8fc7\u4f18\u5316\u6280\u672f\u51cf\u5c11\u6a21\u578b\u7684\u53c2\u6570\u91cf\u548c\u8ba1\u7b97\u590d\u6742\u5ea6\uff0c\u4f7f\u5176\u80fd\u591f\u5728\u8d44\u6e90\u53d7\u9650\u7684\u73af\u5883\u4e2d\u9ad8\u6548\u8fd0\u884c\u3002\u8f7b\u91cf\u5316\u6280\u672f\u5728\u79fb\u52a8\u8bbe\u5907\u3001\u5d4c\u5165\u5f0f\u7cfb\u7edf\u548c\u7269\u8054\u7f51\u8bbe\u5907\u7b49\u573a\u666f\u4e2d\u5c24\u4e3a\u91cd\u8981\u3002\u8f7b\u91cf\u5316\u795e\u7ecf\u7f51\u7edc\u7684\u4e3b\u8981\u76ee\u6807\u5305\u62ec\u964d\u4f4e\u6a21\u578b\u5b58\u50a8\u7a7a\u95f4\u3001\u51cf\u5c11\u8ba1\u7b97\u8d44\u6e90\u9700\u6c42\u548c\u52a0\u901f\u63a8\u7406\u901f\u5ea6\u3002<\/p><p>\u5728\u795e\u7ecf\u7f51\u7edc\u8f7b\u91cf\u5316\u65b9\u9762\uff0c\u6709\u591a\u4e2a\u503c\u5f97\u7814\u7a76\u7684\u70b9\uff0c\u4e3b\u8981\u5305\u62ec\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a<\/p><ul><li>\u6a21\u578b\u526a\u679d\uff08Model Pruning\uff09\uff1a<\/li><\/ul><ol><li>\u7ed3\u6784\u526a\u679d\uff1a\u901a\u8fc7\u526a\u6389\u4e0d\u91cd\u8981\u7684\u795e\u7ecf\u5143\u6216\u8fde\u63a5\uff0c\u51cf\u5c11\u6a21\u578b\u7684\u53c2\u6570\u91cf\u548c\u8ba1\u7b97\u91cf\u3002\u4f8b\u5982\uff0c\u526a\u6389\u5377\u79ef\u6838\u4e2d\u7684\u67d0\u4e9b\u901a\u9053\u6216\u8fc7\u6ee4\u5668\u3002<\/li><li>\u975e\u7ed3\u6784\u526a\u679d\uff1a\u526a\u6389\u6743\u91cd\u503c\u63a5\u8fd1\u96f6\u7684\u53c2\u6570\uff0c\u8fd9\u79cd\u65b9\u6cd5\u867d\u7136\u80fd\u51cf\u5c11\u53c2\u6570\u91cf\uff0c\u4f46\u9700\u8981\u4e13\u95e8\u7684\u786c\u4ef6\u52a0\u901f\u5668\u6765\u63d0\u9ad8\u8ba1\u7b97\u6548\u7387\u3002<\/li><\/ol><ul><li>\u91cf\u5316\uff08Quantization\uff09\uff1a<\/li><\/ul><ol><li>\u6743\u91cd\u91cf\u5316\uff1a\u5c06\u6a21\u578b\u7684\u6d6e\u70b9\u6743\u91cd\u91cf\u5316\u4e3a\u4f4e\u7cbe\u5ea6\u7684\u6574\u6570\u8868\u793a\uff08\u59828\u4f4d\u6216\u66f4\u4f4e\uff09\uff0c\u4ee5\u51cf\u5c11\u5b58\u50a8\u9700\u6c42\u548c\u8ba1\u7b97\u590d\u6742\u5ea6\u3002<\/li><li>\u6fc0\u6d3b\u503c\u91cf\u5316\uff1a\u5c06\u4e2d\u95f4\u6fc0\u6d3b\u503c\u91cf\u5316\u4e3a\u4f4e\u7cbe\u5ea6\u8868\u793a\uff0c\u8fdb\u4e00\u6b65\u51cf\u5c11\u8ba1\u7b97\u9700\u6c42\u3002<\/li><li>\u8bad\u7ec3\u65f6\u91cf\u5316\uff1a\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u76f4\u63a5\u4f7f\u7528\u91cf\u5316\u6743\u91cd\u548c\u6fc0\u6d3b\u503c\u8fdb\u884c\u8bad\u7ec3\uff0c\u63d0\u9ad8\u6a21\u578b\u7684\u91cf\u5316\u9002\u5e94\u6027\u3002<\/li><\/ol><ul><li>\u84b8\u998f\uff08Knowledge Distillation\uff09\uff1a<\/li><\/ul><ol><li>\u6559\u5e08-\u5b66\u751f\u6a21\u578b\uff1a\u5229\u7528\u5927\u6a21\u578b\uff08\u6559\u5e08\u6a21\u578b\uff09\u7684\u9884\u6d4b\u7ed3\u679c\u6765\u6307\u5bfc\u5c0f\u6a21\u578b\uff08\u5b66\u751f\u6a21\u578b\uff09\u7684\u8bad\u7ec3\uff0c\u4f7f\u5c0f\u6a21\u578b\u5728\u4fdd\u6301\u6027\u80fd\u7684\u524d\u63d0\u4e0b\u5927\u5e45\u51cf\u5c11\u53c2\u6570\u91cf\u3002<\/li><li>\u5bf9\u6297\u8bad\u7ec3\uff1a\u901a\u8fc7\u5bf9\u6297\u8bad\u7ec3\u7684\u65b9\u6cd5\uff0c\u8ba9\u5b66\u751f\u6a21\u578b\u66f4\u597d\u5730\u5b66\u4e60\u6559\u5e08\u6a21\u578b\u7684\u77e5\u8bc6\uff0c\u63d0\u9ad8\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/li><\/ol><ul><li>\u9ad8\u6548\u67b6\u6784\u8bbe\u8ba1\uff1a<\/li><\/ul><ol><li>\u8f7b\u91cf\u5316\u67b6\u6784\uff1a\u8bbe\u8ba1\u4e13\u95e8\u9488\u5bf9\u8f7b\u91cf\u5316\u9700\u6c42\u7684\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\uff0c\u5982MobileNet\u3001ShuffleNet\u3001EfficientNet\u7b49\uff0c\u8fd9\u4e9b\u67b6\u6784\u901a\u8fc7\u4f18\u5316\u5377\u79ef\u64cd\u4f5c\u548c\u7f51\u7edc\u7ed3\u6784\u5b9e\u73b0\u9ad8\u6548\u6027\u3002<\/li><li>\u795e\u7ecf\u67b6\u6784\u641c\u7d22\uff08NAS\uff09\uff1a\u5229\u7528\u81ea\u52a8\u5316\u641c\u7d22\u7b97\u6cd5\u5bfb\u627e\u6700\u4f18\u7684\u8f7b\u91cf\u5316\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\uff0c\u907f\u514d\u4eba\u5de5\u8bbe\u8ba1\u7684\u5c40\u9650\u6027\u3002<\/li><\/ol><ul><li>\u538b\u7f29\u4e0e\u7f16\u7801\u6280\u672f\uff1a<\/li><\/ul><ol><li>\u6743\u91cd\u5171\u4eab\uff1a\u901a\u8fc7\u5171\u4eab\u7f51\u7edc\u5c42\u4e4b\u95f4\u7684\u6743\u91cd\uff0c\u51cf\u5c11\u6a21\u578b\u7684\u5b58\u50a8\u9700\u6c42\u3002<\/li><li>\u4f4e\u79e9\u5206\u89e3\uff1a\u5c06\u6743\u91cd\u77e9\u9635\u5206\u89e3\u4e3a\u4f4e\u79e9\u77e9\u9635\u7684\u4e58\u79ef\uff0c\u51cf\u5c11\u53c2\u6570\u91cf\u548c\u8ba1\u7b97\u590d\u6742\u5ea6\u3002<\/li><li>\u54c8\u592b\u66fc\u7f16\u7801\u548c\u71b5\u7f16\u7801\uff1a\u5bf9\u91cf\u5316\u540e\u7684\u6743\u91cd\u8fdb\u884c\u8fdb\u4e00\u6b65\u7684\u538b\u7f29\u7f16\u7801\uff0c\u51cf\u5c11\u5b58\u50a8\u7a7a\u95f4\u3002<\/li><\/ol><ul><li>\u52a8\u6001\u7f51\u7edc\uff08Dynamic Networks\uff09\uff1a<\/li><\/ul><ol><li>\u52a8\u6001\u6df1\u5ea6\uff1a\u6839\u636e\u8f93\u5165\u6570\u636e\u7684\u590d\u6742\u6027\u52a8\u6001\u8c03\u6574\u7f51\u7edc\u7684\u5c42\u6570\u6216\u6df1\u5ea6\uff0c\u5982SkipNet\u3002<\/li><li>\u52a8\u6001\u5bbd\u5ea6\uff1a\u6839\u636e\u8ba1\u7b97\u8d44\u6e90\u7684\u9650\u5236\u52a8\u6001\u8c03\u6574\u6bcf\u5c42\u7684\u5bbd\u5ea6\u6216\u901a\u9053\u6570\u3002<\/li><\/ol><div><b>\u00a0<\/b><\/div><div><b>\u4e94\u3001\u56fe\u50cf\u589e\u5f3a<\/b><\/div><p>\u00a0<\/p><p>\u00a0 \u00a0 \u56fe\u50cf\u589e\u5f3a\u6280\u672f\u662f\u901a\u8fc7\u5904\u7406\u56fe\u50cf\u6570\u636e\u6765\u6539\u5584\u5176\u89c6\u89c9\u8d28\u91cf\uff0c\u4f7f\u5176\u66f4\u9002\u5408\u4e8e\u7279\u5b9a\u5e94\u7528\u6216\u8fdb\u4e00\u6b65\u7684\u56fe\u50cf\u5206\u6790\u3002\u56fe\u50cf\u589e\u5f3a\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u533b\u5b66\u5f71\u50cf\u3001\u6444\u5f71\u548c\u89c6\u9891\u5904\u7406\u7b49\u9886\u57df\u6709\u5e7f\u6cdb\u5e94\u7528\u3002\u5e38\u89c1\u7684\u56fe\u50cf\u589e\u5f3a\u6280\u672f\u5305\u62ec\u53bb\u566a\u3001\u53bb\u6a21\u7cca\u3001\u8d85\u5206\u8fa8\u7387\u3001\u5bf9\u6bd4\u5ea6\u8c03\u6574\u3001\u8272\u5f69\u589e\u5f3a\u548c\u56fe\u50cf\u4fee\u590d\u7b49\u3002\u5728\u56fe\u50cf\u589e\u5f3a\u6280\u672f\u65b9\u9762\uff0c\u8bfe\u9898\u7ec4\u611f\u5174\u8da3\u7684\u7814\u7a76\u70b9\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\uff1a<\/p><ul><li>\u65e0\u76d1\u7763\u4e0e\u81ea\u76d1\u7763\u5b66\u4e60<\/li><\/ul><ol><li>\u65e0\u76d1\u7763\u5b66\u4e60\uff1a\u63a2\u7d22\u65e0\u76d1\u7763\u5b66\u4e60\u65b9\u6cd5\uff0c\u901a\u8fc7\u65e0\u6807\u7b7e\u6570\u636e\u8fdb\u884c\u56fe\u50cf\u589e\u5f3a\uff0c\u5982\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09\u548c\u53d8\u5206\u81ea\u7f16\u7801\u5668\uff08VAE\uff09\u3002<\/li><li>\u81ea\u76d1\u7763\u5b66\u4e60\uff1a\u5229\u7528\u81ea\u76d1\u7763\u5b66\u4e60\u7b56\u7565\uff0c\u8bbe\u8ba1\u9002\u5408\u56fe\u50cf\u589e\u5f3a\u7684\u9884\u8bad\u7ec3\u4efb\u52a1\uff0c\u5982\u56fe\u50cf\u91cd\u6784\u548c\u62fc\u56fe\u590d\u539f\u3002<\/li><\/ol><ul><li>\u8f7b\u91cf\u5316\u6a21\u578b<\/li><\/ul><ol><li>\u6a21\u578b\u538b\u7f29\uff1a\u901a\u8fc7\u6a21\u578b\u526a\u679d\u3001\u91cf\u5316\u548c\u77e5\u8bc6\u84b8\u998f\u6280\u672f\uff0c\u5f00\u53d1\u9ad8\u6548\u7684\u8f7b\u91cf\u5316\u56fe\u50cf\u589e\u5f3a\u6a21\u578b\uff0c\u9002\u7528\u4e8e\u79fb\u52a8\u8bbe\u5907\u548c\u5d4c\u5165\u5f0f\u7cfb\u7edf\u3002<\/li><li>\u9ad8\u6548\u7f51\u7edc\u67b6\u6784\uff1a\u8bbe\u8ba1\u9002\u5408\u4f4e\u8ba1\u7b97\u8d44\u6e90\u73af\u5883\u7684\u9ad8\u6548\u7f51\u7edc\u67b6\u6784\uff0c\u5982MobileNet\u548cEfficientNet\u3002<\/li><\/ol><ul><li>\u591a\u89c6\u89c9\u589e\u5f3a\u4efb\u52a1\u7684\u7edf\u4e00\u6a21\u578b<\/li><\/ul><ol><li>\u751f\u6210\u6269\u6563\u6a21\u578b\uff08Diffusion Model\uff09\u7684\u9002\u5e94\u6027\u4e0e\u6269\u5c55\uff1a\u5982\u4f55\u5728\u591a\u4efb\u52a1\u56fe\u50cf\u589e\u5f3a\u4e2d\u6709\u6548\u5e94\u7528\u751f\u6210\u6269\u6563\u6a21\u578b\uff0c\u5e76\u63d0\u5347\u5176\u751f\u6210\u8d28\u91cf\u548c\u6548\u7387\u3002<\/li><li>\u6df7\u5408\u4e13\u5bb6\u6a21\u578b(Mixture-of-Experts)\u7684\u52a8\u6001\u8def\u7531\u4e0e\u534f\u540c\uff1a\u5f00\u53d1\u9ad8\u6548\u7684\u52a8\u6001\u8def\u7531\u673a\u5236\uff0c\u4f7f\u591a\u4e2a\u4e13\u5bb6\u6a21\u578b\u80fd\u591f\u5728\u7edf\u4e00\u4efb\u52a1\u4e2d\u534f\u540c\u5de5\u4f5c\uff0c\u63d0\u5347\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/li><li>\u89c6\u89c9-\u8bed\u8a00\u6a21\u578b\u7684\u591a\u6a21\u6001\u878d\u5408\uff1a\u63a2\u7d22\u89c6\u89c9\u4fe1\u606f\u548c\u8bed\u8a00\u4fe1\u606f\u7684\u9ad8\u6548\u878d\u5408\u7b56\u7565\uff0c\u5b9e\u73b0\u56fe\u50cf\u548c\u6587\u672c\u7684\u534f\u540c\u589e\u5f3a\u548c\u7406\u89e3\u3002<\/li><li>\u6a21\u578b\u7684\u8054\u5408\u8bad\u7ec3\u4e0e\u4f18\u5316\uff1a\u7814\u7a76\u751f\u6210\u6269\u6563\u6a21\u578b\u3001\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\u548c\u89c6\u89c9-\u8bed\u8a00\u6a21\u578b\u7684\u8054\u5408\u8bad\u7ec3\u65b9\u6cd5\uff0c\u63d0\u5347\u6574\u4f53\u6a21\u578b\u7684\u6027\u80fd\u548c\u9c81\u68d2\u6027\u3002<\/li><li>\u5b9e\u9645\u5e94\u7528\u573a\u666f\u7684\u9a8c\u8bc1\u4e0e\u4f18\u5316\uff1a\u901a\u8fc7\u5728\u5b9e\u9645\u5e94\u7528\u573a\u666f\u4e2d\u7684\u6d4b\u8bd5\u548c\u53cd\u9988\uff0c\u6301\u7eed\u6539\u8fdb\u6a21\u578b\uff0c\u4f7f\u5176\u66f4\u7b26\u5408\u5b9e\u9645\u9700\u6c42\u3002<\/li><\/ol><p><strong><b>\u00a0<\/b><\/strong><\/p><p><strong><b>\u516d\u3001<\/b><\/strong><strong style=\"font-style: inherit; background-color: var(--ast-global-color-4); color: var(--ast-global-color-3);\"><b>\u8ba1\u7b97\u673a\u89c6\u89c9<\/b><\/strong><\/p><p>\u00a0 \u00a0 \u5728\u5f53\u524d\u5927\u6a21\u578b\u65f6\u4ee3\uff0c\u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\u5728\u68c0\u6d4b\u3001\u5206\u5272\u548c\u8bc6\u522b\u65b9\u9762\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\uff0c\u4f46\u4ecd\u6709\u8bb8\u591a\u503c\u5f97\u6df1\u5165\u7814\u7a76\u7684\u9886\u57df\u3002\u56e2\u961f\u76ee\u524d\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u65b9\u5411\u6d89\u53ca\u7684\u4efb\u52a1\u5305\u62ec\u57fa\u4e8e\u56fe\u50cf\/\u89c6\u9891\/\u70b9\u4e91\u7684\u76ee\u6807\u68c0\u6d4b\u3001\u8bed\u4e49\/\u5b9e\u4f8b\/\u5168\u666f\u5206\u5272\u3001\u5f02\u5e38\u68c0\u6d4b\u3001\u884c\u4eba\u518d\u8bc6\u522b\u3001\u76ee\u6807\u8ba1\u6570\u3001\u76ee\u6807\u8ffd\u8e2a\u7b49\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u53ef\u4ee5\u8fdb\u4e00\u6b65\u63a2\u7d22\u7684\u7814\u7a76\u70b9\uff1a<\/p><ul><li>\u591a\u6a21\u6001\u878d\u5408<\/li><\/ul><ol><li>\u89c6\u89c9\u4e0e\u8bed\u8a00\uff1a\u5c06\u56fe\u50cf\u548c\u6587\u672c\u7ed3\u5408\u8fdb\u884c\u68c0\u6d4b\u3001\u5206\u5272\u548c\u8bc6\u522b\uff0c\u4f8b\u5982\u901a\u8fc7\u89c6\u89c9\u95ee\u7b54\uff08Visual Question Answering\uff09\u548c\u56fe\u6587\u751f\u6210\uff08Image Captioning\uff09\u63d0\u5347\u6a21\u578b\u7684\u7efc\u5408\u80fd\u529b\u3002<\/li><li>\u9762\u5411\u81ea\u52a8\u9a7e\u9a76\u573a\u666f\u7684\u591a\u4f20\u611f\u5668\u878d\u5408\uff1a\u7ed3\u5408\u89c6\u89c9\u3001\u6df1\u5ea6\u3001\u6fc0\u5149\u96f7\u8fbe\uff08LiDAR\uff09\u7b49\u591a\u79cd\u4f20\u611f\u5668\u6570\u636e\uff0c\u63d0\u5347\u590d\u6742\u73af\u5883\u4e2d\u7684\u68c0\u6d4b\u548c\u8bc6\u522b\u7cbe\u5ea6\u3002<\/li><\/ol><ul><li>\u589e\u5f3a\u548c\u611f\u77e5\u8054\u5408\u4f18\u5316<\/li><\/ul><p>\u589e\u5f3a\u548c\u611f\u77e5\u8054\u5408\u4f18\u5316\u662f\u6307\u540c\u65f6\u4f18\u5316low-level\u89c6\u89c9\u589e\u5f3a\u4efb\u52a1\u548c\u4e0a\u5c42\u611f\u77e5\u4efb\u52a1\uff0c\u4ee5\u4f7f\u5f97\u589e\u5f3a\u540e\u7684\u56fe\u50cf\u4e0d\u4ec5\u5728\u89c6\u89c9\u4e0a\u66f4\u6e05\u6670\u3001\u8d28\u91cf\u66f4\u9ad8\uff0c\u800c\u4e14\u80fd\u663e\u8457\u63d0\u5347\u4e0a\u5c42\u611f\u77e5\u4efb\u52a1\u7684\u6027\u80fd\u3002\u8054\u5408\u4f18\u5316\u7684\u76ee\u6807\u662f\u901a\u8fc7\u534f\u540c\u8bad\u7ec3\uff0c\u4f7f\u5f97\u89c6\u89c9\u589e\u5f3a\u6a21\u5757\u548c\u611f\u77e5\u6a21\u5757\u80fd\u591f\u76f8\u4e92\u4fc3\u8fdb\uff0c\u63d0\u5347\u6574\u4f53\u7cfb\u7edf\u7684\u8868\u73b0\u3002<\/p><ol><li>\u8054\u5408\u635f\u5931\u51fd\u6570\u8bbe\u8ba1\uff1a\u8bbe\u8ba1\u4e00\u4e2a\u7efc\u5408\u7684\u635f\u5931\u51fd\u6570\uff0c\u5305\u542blow-level\u89c6\u89c9\u589e\u5f3a\u548c\u4e0a\u5c42\u611f\u77e5\u4efb\u52a1\u7684\u635f\u5931\uff0c\u786e\u4fdd\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u540c\u65f6\u4f18\u5316\u8fd9\u4e24\u4e2a\u76ee\u6807\u3002<\/li><li>\u591a\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565\uff1a\u5148\u5206\u522b\u9884\u8bad\u7ec3\u89c6\u89c9\u589e\u5f3a\u6a21\u578b\u548c\u611f\u77e5\u4efb\u52a1\u6a21\u578b\uff0c\u7136\u540e\u8fdb\u884c\u8054\u5408\u5fae\u8c03\uff0c\u63d0\u5347\u6574\u4f53\u6027\u80fd\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u91c7\u7528\u4ea4\u66ff\u8bad\u7ec3\u7b56\u7565\uff0c\u5148\u8bad\u7ec3\u589e\u5f3a\u6a21\u5757\uff0c\u518d\u8bad\u7ec3\u611f\u77e5\u6a21\u5757\uff0c\u53cd\u590d\u8fed\u4ee3\uff0c\u9010\u6b65\u4f18\u5316\u4e24\u8005\u7684\u6027\u80fd\u3002<\/li><li>\u6570\u636e\u589e\u5f3a\u4e0e\u591a\u6837\u5316\uff1a\u8bbe\u8ba1\u8054\u5408\u6570\u636e\u589e\u5f3a\u7b56\u7565\uff0c\u4f7f\u589e\u5f3a\u540e\u7684\u56fe\u50cf\u66f4\u7b26\u5408\u4e0a\u5c42\u611f\u77e5\u4efb\u52a1\u7684\u9700\u6c42\uff0c\u63d0\u5347\u6a21\u578b\u7684\u9c81\u68d2\u6027\u548c\u6cdb\u5316\u80fd\u529b\u3002\u5229\u7528\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09\u7b49\u65b9\u6cd5\u751f\u6210\u5408\u6210\u6570\u636e\uff0c\u4e30\u5bcc\u8bad\u7ec3\u6570\u636e\uff0c\u63d0\u9ad8\u6a21\u578b\u5728\u4e0d\u540c\u573a\u666f\u4e0b\u7684\u8868\u73b0\u3002<\/li><li>\u4efb\u52a1\u95f4\u7684\u77e5\u8bc6\u8fc1\u79fb\uff1a\u7814\u7a76\u5982\u4f55\u5728\u89c6\u89c9\u589e\u5f3a\u548c\u611f\u77e5\u4efb\u52a1\u4e4b\u95f4\u5171\u4eab\u548c\u8fc1\u79fb\u7279\u5f81\uff0c\u4f7f\u5f97\u4e00\u4e2a\u4efb\u52a1\u5b66\u5230\u7684\u77e5\u8bc6\u53ef\u4ee5\u7528\u4e8e\u63d0\u5347\u53e6\u4e00\u4e2a\u4efb\u52a1\u7684\u6027\u80fd\uff1b\u901a\u8fc7\u4e00\u81f4\u6027\u6b63\u5219\u5316\u7b49\u65b9\u6cd5\uff0c\u786e\u4fdd\u589e\u5f3a\u540e\u7684\u56fe\u50cf\u5728\u611f\u77e5\u4efb\u52a1\u4e2d\u4fdd\u6301\u4e00\u81f4\u7684\u8868\u73b0\u3002<\/li><\/ol><ul><li>\u9ad8\u6548\u6a21\u578b<\/li><\/ul><ol><li>\u8f7b\u91cf\u5316\u7f51\u7edc\uff1a\u8bbe\u8ba1\u9ad8\u6548\u7684\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\uff0c\u5982MobileNet\u3001EfficientNet\uff0c\u4ee5\u51cf\u5c11\u8ba1\u7b97\u8d44\u6e90\u9700\u6c42\uff0c\u9002\u5e94\u79fb\u52a8\u8bbe\u5907\u548c\u5d4c\u5165\u5f0f\u7cfb\u7edf\u3002<\/li><li>\u6a21\u578b\u538b\u7f29\u4e0e\u52a0\u901f\uff1a\u7ed3\u5408\u526a\u679d\u3001\u91cf\u5316\u3001\u84b8\u998f\u7b49\u6280\u672f\uff0c\u4f18\u5316\u5927\u6a21\u578b\u7684\u8ba1\u7b97\u6548\u7387\u548c\u5b58\u50a8\u9700\u6c42\u3002<\/li><\/ol><ul><li>\u81ea\u76d1\u7763\u4e0e\u65e0\u76d1\u7763\u5b66\u4e60<\/li><\/ul><ol><li>\u81ea\u76d1\u7763\u5b66\u4e60\uff1a\u5229\u7528\u5927\u91cf\u65e0\u6807\u7b7e\u6570\u636e\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u4ee5\u63d0\u5347\u6a21\u578b\u7684\u8868\u5f81\u80fd\u529b\u548c\u4e0b\u6e38\u4efb\u52a1\u6027\u80fd\u3002<\/li><li>\u65e0\u76d1\u7763\u5b66\u4e60\uff1a\u5f00\u53d1\u65e0\u76d1\u7763\u65b9\u6cd5\u8fdb\u884c\u5bf9\u8c61\u68c0\u6d4b\u548c\u56fe\u50cf\u5206\u5272\uff0c\u51cf\u5c11\u5bf9\u5927\u91cf\u6807\u6ce8\u6570\u636e\u7684\u4f9d\u8d56\u3002<\/li><\/ol><ul><li>\u9c81\u68d2\u6027\u4e0e\u5b89\u5168\u6027<\/li><\/ul><ol><li>\u5bf9\u6297\u653b\u51fb\u9632\u5fa1\uff1a\u7814\u7a76\u5982\u4f55\u589e\u5f3a\u6a21\u578b\u5bf9\u6297\u5bf9\u6297\u6837\u672c\u7684\u9c81\u68d2\u6027\uff0c\u786e\u4fdd\u5728\u6076\u610f\u653b\u51fb\u4e0b\u4f9d\u7136\u4fdd\u6301\u9ad8\u6027\u80fd\u3002<\/li><li>\u6a21\u578b\u7a33\u5065\u6027\uff1a\u63d0\u9ad8\u6a21\u578b\u5bf9\u5404\u79cd\u73af\u5883\u53d8\u5316\uff08\u5982\u5149\u7167\u3001\u89c6\u89d2\u3001\u906e\u6321\u7b49\uff09\u7684\u9002\u5e94\u80fd\u529b\uff0c\u786e\u4fdd\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u7a33\u5b9a\u8868\u73b0\u3002<\/li><\/ol><ul><li>\u5c11\u6837\u672c\u5b66\u4e60\u4e0e\u96f6\u6837\u672c\u5b66\u4e60<\/li><\/ul><ol><li>\u5c11\u6837\u672c\u5b66\u4e60\uff1a\u5f00\u53d1\u80fd\u591f\u5728\u5c11\u91cf\u6807\u6ce8\u6570\u636e\u4e0b\u8fdb\u884c\u9ad8\u6548\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u5982\u5143\u5b66\u4e60\uff08Meta-learning\uff09\u3002<\/li><li>\u96f6\u6837\u672c\u5b66\u4e60\uff1a\u7814\u7a76\u5728\u6ca1\u6709\u6807\u6ce8\u6570\u636e\u7684\u60c5\u51b5\u4e0b\uff0c\u5229\u7528\u8bed\u4e49\u4fe1\u606f\u6216\u5148\u9a8c\u77e5\u8bc6\u8fdb\u884c\u5bf9\u8c61\u68c0\u6d4b\u548c\u8bc6\u522b\u3002<\/li><\/ol><p><strong><b>\u00a0<\/b><\/strong><\/p><p><strong><b>\u00a0\u4e03\u3001<\/b><\/strong><strong style=\"font-style: inherit; background-color: var(--ast-global-color-4); color: var(--ast-global-color-3);\"><b>\u57fa\u4e8eSAM\u7684\u533b\u7597\u56fe\u50cf\u5904\u7406<\/b><\/strong><\/p><p>\u00a0 \u00a0 SAM\uff08Segment Anything Model\uff09\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u56fe\u50cf\u5206\u5272\u6a21\u578b\uff0c\u5176\u8bbe\u8ba1\u76ee\u6807\u662f\u5b9e\u73b0\u5bf9\u4efb\u4f55\u7269\u4f53\u7684\u9ad8\u6548\u5206\u5272\u3002\u5c06SAM\u5e94\u7528\u4e8e\u533b\u7597\u56fe\u50cf\u5904\u7406\uff0c\u53ef\u4ee5\u5927\u5e45\u63d0\u5347\u533b\u5b66\u56fe\u50cf\u5206\u6790\u7684\u6548\u7387\u548c\u51c6\u786e\u6027\uff0c\u4fc3\u8fdb\u81ea\u52a8\u5316\u8bca\u65ad\u548c\u6cbb\u7597\u89c4\u5212\u3002\u533b\u7597\u56fe\u50cf\u5904\u7406\u4e2d\u7684\u5e38\u89c1\u4efb\u52a1\u5305\u62ec\u5668\u5b98\u548c\u75c5\u7076\u7684\u5206\u5272\u3001\u75c5\u53d8\u68c0\u6d4b\u3001\u56fe\u50cf\u589e\u5f3a\u548c\u91cd\u5efa\u7b49\u3002\u8bfe\u9898\u7ec4\u5728\u57fa\u4e8eSAM\u7684\u533b\u7597\u56fe\u50cf\u5904\u7406\u7684\u7814\u7a76\u65b9\u5411\u4e0a\u611f\u5174\u8da3\u7684\u7814\u7a76\u70b9\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\uff1a<\/p><ul><li>\u6a21\u578b\u9002\u914d\u4e0e\u4f18\u5316<\/li><\/ul><ol><li>\u9886\u57df\u9002\u914d\uff1a\u9488\u5bf9\u533b\u7597\u56fe\u50cf\u7684\u7279\u5b9a\u7279\u6027\uff08\u5982\u566a\u58f0\u3001\u9ad8\u5206\u8fa8\u7387\u3001\u591a\u6a21\u6001\uff09\uff0c\u4f18\u5316SAM\u7684\u67b6\u6784\u548c\u53c2\u6570\uff0c\u63d0\u9ad8\u5728\u533b\u5b66\u56fe\u50cf\u4e2d\u7684\u5206\u5272\u7cbe\u5ea6\u3002<\/li><li>\u591a\u6a21\u6001\u878d\u5408\uff1a\u7814\u7a76\u5982\u4f55\u5c06SAM\u4e0e\u5176\u4ed6\u533b\u7597\u6210\u50cf\u6a21\u5f0f\uff08\u5982MRI\u3001CT\u3001\u8d85\u58f0\uff09\u7684\u6570\u636e\u7ed3\u5408\u8d77\u6765\uff0c\u63d0\u9ad8\u7efc\u5408\u8bca\u65ad\u80fd\u529b\u3002<\/li><\/ol><ul><li>\u6570\u636e\u6807\u6ce8\u4e0e\u8bad\u7ec3<\/li><\/ul><ol><li>\u6570\u636e\u6807\u6ce8\u6548\u7387\uff1a\u5229\u7528SAM\u7684\u5f3a\u5927\u5206\u5272\u80fd\u529b\uff0c\u63d0\u9ad8\u533b\u5b66\u56fe\u50cf\u6807\u6ce8\u7684\u6548\u7387\uff0c\u51cf\u5c11\u4eba\u5de5\u6807\u6ce8\u7684\u5de5\u4f5c\u91cf\u3002<\/li><li>\u534a\u76d1\u7763\u4e0e\u81ea\u76d1\u7763\u5b66\u4e60\uff1a\u5728\u6709\u6807\u6ce8\u548c\u65e0\u6807\u6ce8\u6570\u636e\u6df7\u5408\u4f7f\u7528\u7684\u573a\u666f\u4e0b\uff0c\u63a2\u7d22\u534a\u76d1\u7763\u548c\u81ea\u76d1\u7763\u5b66\u4e60\u65b9\u6cd5\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347SAM\u5728\u533b\u7597\u56fe\u50cf\u5206\u5272\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002<\/li><\/ol><ul><li>\u7cbe\u7ec6\u5206\u5272\u4e0e\u5c0f\u6837\u672c\u5b66\u4e60<\/li><\/ul><ol><li>\u7cbe\u7ec6\u7ed3\u6784\u5206\u5272\uff1a\u7814\u7a76\u5982\u4f55\u5229\u7528SAM\u5b9e\u73b0\u5bf9\u590d\u6742\u548c\u7ec6\u5c0f\u7ed3\u6784\uff08\u5982\u6bdb\u7ec6\u8840\u7ba1\u3001\u5fae\u5c0f\u75c5\u7076\uff09\u7684\u7cbe\u7ec6\u5206\u5272\uff0c\u63d0\u9ad8\u65e9\u671f\u75be\u75c5\u68c0\u6d4b\u7684\u51c6\u786e\u6027\u3002<\/li><li>\u5c0f\u6837\u672c\u5b66\u4e60\uff1a\u5f00\u53d1\u80fd\u591f\u5728\u5c0f\u6837\u672c\u6807\u6ce8\u6570\u636e\u4e0b\u4ecd\u7136\u4fdd\u6301\u9ad8\u5206\u5272\u6027\u80fd\u7684\u65b9\u6cd5\uff0c\u4ee5\u9002\u5e94\u533b\u7597\u6570\u636e\u901a\u5e38\u8f83\u5c11\u7684\u73b0\u72b6\u3002<\/li><\/ol><ul><li>\u9c81\u68d2\u6027\u4e0e\u6cdb\u5316\u80fd\u529b<\/li><\/ul><ol><li>\u8de8\u673a\u6784\u6cdb\u5316\uff1a\u63d0\u9ad8SAM\u5728\u4e0d\u540c\u533b\u7597\u673a\u6784\u548c\u8bbe\u5907\u751f\u6210\u7684\u56fe\u50cf\u6570\u636e\u4e0a\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u786e\u4fdd\u6a21\u578b\u5728\u591a\u6837\u5316\u6570\u636e\u4e2d\u7684\u7a33\u5065\u8868\u73b0\u3002<\/li><li>\u5bf9\u6297\u8bad\u7ec3\uff1a\u7814\u7a76\u5bf9\u6297\u8bad\u7ec3\u65b9\u6cd5\uff0c\u63d0\u9ad8SAM\u5728\u9762\u5bf9\u566a\u58f0\u548c\u4f2a\u5f71\u7b49\u6311\u6218\u65f6\u7684\u9c81\u68d2\u6027\u3002<\/li><\/ol><ul><li>\u5b9e\u65f6\u5904\u7406\u4e0e\u8fb9\u7f18\u8ba1\u7b97<\/li><\/ul><ol><li>\u5b9e\u65f6\u5206\u5272\uff1a\u4f18\u5316SAM\u7684\u8ba1\u7b97\u6548\u7387\uff0c\u4f7f\u5176\u80fd\u591f\u5728\u4e34\u5e8a\u5e94\u7528\u4e2d\u5b9e\u73b0\u5b9e\u65f6\u56fe\u50cf\u5206\u5272\uff0c\u652f\u6301\u5373\u65f6\u8bca\u65ad\u548c\u6cbb\u7597\u3002<\/li><li>\u8fb9\u7f18\u8ba1\u7b97\uff1a\u7814\u7a76\u5728\u8fb9\u7f18\u8bbe\u5907\u4e0a\u90e8\u7f72\u4f18\u5316\u540e\u7684SAM\u6a21\u578b\uff0c\u63d0\u9ad8\u533b\u7597\u56fe\u50cf\u5904\u7406\u7684\u4fbf\u6377\u6027\u548c\u54cd\u5e94\u901f\u5ea6\u3002<\/li><\/ol><ul><li>\u591a\u4efb\u52a1\u5b66\u4e60<\/li><\/ul><ol><li>\u8054\u5408\u4efb\u52a1\u4f18\u5316\uff1a\u5c06\u5206\u5272\u4efb\u52a1\u4e0e\u5176\u4ed6\u533b\u7597\u56fe\u50cf\u5904\u7406\u4efb\u52a1\uff08\u5982\u5206\u7c7b\u3001\u68c0\u6d4b\u3001\u589e\u5f3a\uff09\u7ed3\u5408\uff0c\u901a\u8fc7\u591a\u4efb\u52a1\u5b66\u4e60\u63d0\u5347\u6574\u4f53\u6a21\u578b\u7684\u6027\u80fd\u3002<\/li><li>\u4efb\u52a1\u8fc1\u79fb\u5b66\u4e60\uff1a\u63a2\u7d22\u5982\u4f55\u5229\u7528SAM\u5728\u4e00\u4e2a\u533b\u7597\u4efb\u52a1\u4e2d\u5b66\u5230\u7684\u77e5\u8bc6\u8fc1\u79fb\u5230\u5176\u4ed6\u76f8\u5173\u4efb\u52a1\u4e2d\uff0c\u63d0\u9ad8\u6a21\u578b\u7684\u9002\u5e94\u6027\u548c\u6548\u7387\u3002<\/li><\/ol><p>\u00a0<\/p><p><b>\u516b\u3001<span style=\"background-color: var(--ast-global-color-4); color: var(--ast-global-color-3); font-style: inherit; font-size: 1rem;\">\u65f6\u95f4\u5e8f\u5217\u5206\u6790<\/span><\/b><\/p><p><span style=\"font-style: inherit; font-weight: inherit; background-color: var(--ast-global-color-4); color: var(--ast-global-color-3);\">\u00a0 \u00a0 \u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u5229\u7528\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u4ece\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u4e2d\u63d0\u53d6\u7279\u5f81\uff0c\u4ee5\u5b9e\u73b0\u9884\u6d4b\u3001\u5206\u7c7b\u3001\u5f02\u5e38\u68c0\u6d4b\u7b49\u4efb\u52a1\u3002\u5e38\u7528\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5305\u62ec\u9012\u5f52\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u3001\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc\uff08LSTM\uff09\u3001\u95e8\u63a7\u5faa\u73af\u5355\u5143\uff08GRU\uff09\u3001\u4e00\u7ef4\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff081D-CNN\uff09\u4ee5\u53ca\u8fd1\u5e74\u6765\u5174\u8d77\u7684Transformer\u6a21\u578b\u3002\u8bfe\u9898\u7ec4\u5728\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u65b9\u9762\u611f\u5174\u8da3\u7684\u70b9\u662f\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u65f6\u95f4\u5e8f\u5217\u7edf\u4e00\u5927\u6a21\u578b\u3002\u5177\u4f53\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\uff1a<\/span><\/p><ul><li>\u6a21\u578b\u67b6\u6784\u4f18\u5316<\/li><\/ul><ol><li>Transformer\u67b6\u6784\uff1a\u8fdb\u4e00\u6b65\u4f18\u5316Transformer\u6a21\u578b\u5728\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u4e2d\u7684\u5e94\u7528\uff0c\u5982\u81ea\u9002\u5e94\u6ce8\u610f\u529b\u673a\u5236\u548c\u957f\u5e8f\u5217\u5efa\u6a21\u80fd\u529b\u7684\u63d0\u5347\u3002<\/li><li>\u6df7\u5408\u6a21\u578b\uff1a\u7ed3\u5408RNN\u3001LSTM\u3001GRU\u548cCNN\u7684\u4f18\u52bf\uff0c\u8bbe\u8ba1\u6df7\u5408\u6a21\u578b\u4ee5\u66f4\u597d\u5730\u6355\u6349\u77ed\u671f\u548c\u957f\u671f\u4f9d\u8d56\u5173\u7cfb\u3002<\/li><\/ol><ul><li>\u591a\u4efb\u52a1\u5b66\u4e60<\/li><\/ul><ol><li>\u8054\u5408\u5b66\u4e60\uff1a\u5f00\u53d1\u80fd\u540c\u65f6\u5904\u7406\u591a\u79cd\u65f6\u95f4\u5e8f\u5217\u4efb\u52a1\u7684\u7edf\u4e00\u6a21\u578b\uff0c\u5982\u9884\u6d4b\u3001\u5206\u7c7b\u548c\u5f02\u5e38\u68c0\u6d4b\uff0c\u4ee5\u63d0\u9ad8\u6574\u4f53\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u548c\u6570\u636e\u5229\u7528\u6548\u7387\u3002<\/li><li>\u5171\u4eab\u7279\u5f81\u8868\u793a\uff1a\u7814\u7a76\u5982\u4f55\u5728\u591a\u4efb\u52a1\u5b66\u4e60\u4e2d\u5171\u4eab\u7279\u5f81\u8868\u793a\uff0c\u907f\u514d\u4efb\u52a1\u95f4\u7684\u8d1f\u8fc1\u79fb\u3002<\/li><li>\u9884\u8bad\u7ec3\u4e0e\u5fae\u8c03\uff1a\u5229\u7528\u5927\u91cf\u65e0\u6807\u7b7e\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u8fdb\u884c\u81ea\u76d1\u7763\u9884\u8bad\u7ec3\uff0c\u901a\u8fc7\u8bbe\u8ba1\u5408\u9002\u7684\u9884\u8bad\u7ec3\u4efb\u52a1\uff08\u5982\u65f6\u95f4\u6b65\u9884\u6d4b\u3001\u6570\u636e\u91cd\u6784\uff09\uff0c\u63d0\u9ad8\u6a21\u578b\u5728\u4e0b\u6e38\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u3002<\/li><li>\u5bf9\u6bd4\u5b66\u4e60\uff1a\u901a\u8fc7\u5bf9\u6bd4\u5b66\u4e60\u65b9\u6cd5\u5b66\u4e60\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u7684\u6709\u6548\u8868\u5f81\uff0c\u63d0\u5347\u6a21\u578b\u5728\u5c11\u91cf\u6709\u6807\u7b7e\u6570\u636e\u4e0b\u7684\u6027\u80fd\u3002<\/li><\/ol><ul><li>\u957f\u5e8f\u5217\u5904\u7406<\/li><\/ul><ol><li>\u9ad8\u6548\u6ce8\u610f\u529b\u673a\u5236\uff1a\u7814\u7a76\u65b0\u7684\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5982\u7ebf\u6027\u6ce8\u610f\u529b\u3001\u7a00\u758f\u6ce8\u610f\u529b\uff0c\u4ee5\u63d0\u9ad8\u957f\u5e8f\u5217\u6570\u636e\u5904\u7406\u7684\u6548\u7387\u548c\u6548\u679c\u3002<\/li><li>\u5185\u5b58\u589e\u5f3a\u6a21\u578b\uff1a\u7ed3\u5408\u5916\u90e8\u8bb0\u5fc6\u6a21\u5757\uff0c\u8bbe\u8ba1\u80fd\u591f\u9ad8\u6548\u5904\u7406\u548c\u8bb0\u5fc6\u957f\u5e8f\u5217\u4fe1\u606f\u7684\u6a21\u578b\u3002<\/li><\/ol><ul><li>\u9c81\u68d2\u6027\u4e0e\u6cdb\u5316\u80fd\u529b<\/li><\/ul><ol><li>\u5bf9\u6297\u8bad\u7ec3\uff1a\u901a\u8fc7\u5bf9\u6297\u6837\u672c\u751f\u6210\u548c\u5bf9\u6297\u8bad\u7ec3\uff0c\u63d0\u9ad8\u6a21\u578b\u5728\u566a\u58f0\u548c\u5f02\u5e38\u6570\u636e\u4e0b\u7684\u9c81\u68d2\u6027\u3002<\/li><li>\u8de8\u57df\u8fc1\u79fb\u5b66\u4e60\uff1a\u7814\u7a76\u5982\u4f55\u5728\u4e0d\u540c\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u57df\u4e4b\u95f4\u8fdb\u884c\u6709\u6548\u7684\u8fc1\u79fb\u5b66\u4e60\uff0c\u63d0\u9ad8\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/li><\/ol><ul><li>\u5c11\u6837\u672c\u5b66\u4e60\u4e0e\u96f6\u6837\u672c\u5b66\u4e60<\/li><\/ul><ol><li>\u5143\u5b66\u4e60\uff1a\u63a2\u7d22\u5143\u5b66\u4e60\u65b9\u6cd5\u5728\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u4e2d\u7684\u5e94\u7528\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u5728\u5c11\u91cf\u6807\u6ce8\u6570\u636e\u4e0b\u8fc5\u901f\u9002\u5e94\u65b0\u4efb\u52a1\u3002<\/li><li>\u96f6\u6837\u672c\u5b66\u4e60\uff1a\u7814\u7a76\u5229\u7528\u5148\u9a8c\u77e5\u8bc6\u6216\u8f85\u52a9\u4fe1\u606f\uff08\u5982\u8bed\u4e49\u63cf\u8ff0\uff09\u8fdb\u884c\u65f6\u95f4\u5e8f\u5217\u4efb\u52a1\u7684\u96f6\u6837\u672c\u5b66\u4e60\u3002<\/li><\/ol><ul><li>\u6570\u636e\u589e\u5f3a\u4e0e\u5408\u6210<\/li><\/ul><ol><li>\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u589e\u5f3a\uff1a\u5f00\u53d1\u9488\u5bf9\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u7684\u589e\u5f3a\u65b9\u6cd5\uff0c\u5982\u65f6\u95f4\u6b65\u6270\u52a8\u3001\u9891\u57df\u53d8\u6362\uff0c\u4ee5\u589e\u52a0\u6570\u636e\u591a\u6837\u6027\u548c\u6a21\u578b\u9c81\u68d2\u6027\u3002<\/li><li>\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GANs\uff09\uff1a\u5229\u7528GANs\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u5408\u6210\u65f6\u95f4\u5e8f\u5217\u6570\u636e\uff0c\u89e3\u51b3\u6570\u636e\u7a00\u7f3a\u95ee\u9898\u3002<\/li><\/ol><ul><li>\u89e3\u91ca\u6027\u4e0e\u53ef\u89e3\u91caAI<\/li><\/ul><ol><li>\u6a21\u578b\u89e3\u91ca\u6027\uff1a\u7814\u7a76\u5982\u4f55\u89e3\u91ca\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5728\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u4e2d\u7684\u51b3\u7b56\u8fc7\u7a0b\uff0c\u63d0\u9ad8\u6a21\u578b\u7684\u900f\u660e\u5ea6\u548c\u7528\u6237\u4fe1\u4efb\u5ea6\u3002<\/li><li>\u53ef\u89e3\u91ca\u6027\u6280\u672f\uff1a\u5f00\u53d1\u53ef\u89e3\u91ca\u6027\u5de5\u5177\u548c\u65b9\u6cd5\uff0c\u5e2e\u52a9\u7528\u6237\u7406\u89e3\u6a21\u578b\u8f93\u51fa\uff0c\u5e76\u5728\u5f02\u5e38\u68c0\u6d4b\u548c\u8bca\u65ad\u4e2d\u63d0\u4f9b\u6709\u4ef7\u503c\u7684\u53cd\u9988\u3002<\/li><\/ol><ul><li>\u9ad8\u6548\u8ba1\u7b97\u4e0e\u8d44\u6e90\u5229\u7528<\/li><\/ul><ol><li>\u5206\u5e03\u5f0f\u8ba1\u7b97\uff1a\u7814\u7a76\u5206\u5e03\u5f0f\u8bad\u7ec3\u548c\u63a8\u7406\u6280\u672f\uff0c\u4ee5\u5904\u7406\u5927\u89c4\u6a21\u65f6\u95f4\u5e8f\u5217\u6570\u636e\uff0c\u63d0\u9ad8\u8ba1\u7b97\u6548\u7387\u3002<\/li><li>\u6a21\u578b\u538b\u7f29\u4e0e\u52a0\u901f\uff1a\u901a\u8fc7\u6a21\u578b\u526a\u679d\u3001\u91cf\u5316\u548c\u77e5\u8bc6\u84b8\u998f\u7b49\u6280\u672f\uff0c\u51cf\u5c11\u6a21\u578b\u8ba1\u7b97\u8d44\u6e90\u9700\u6c42\uff0c\u63d0\u5347\u90e8\u7f72\u6548\u7387\u3002<\/li><\/ol><p><b>\u00a0<span style=\"font-style: inherit; background-color: var(--ast-global-color-4); color: var(--ast-global-color-3);\">\u6ce8\u610f\u4e8b\u9879<\/span><\/b><\/p><ul><li>\u4f60\u9700\u8981\uff1a\u6bcf\u5468\u53c2\u4e0e\u7ec4\u4f1a\uff0c\u4e0e\u8bfe\u9898\u7ec4\u4ea4\u6d41\u8fdb\u5ea6\uff0c\u6709\u7279 \u6b8a\u60c5\u51b5\u53ca\u65f6\u5411\u8001\u5e08\u8bf4\u660e\uff1b<\/li><li>\u5e0c\u671b\u4f60\uff1a\u6027\u683c\u4e50\u89c2\u79ef\u6781\u5411\u4e0a\uff0c\u670d\u4ece\u56e2\u961f\u7ba1\u7406\uff0c\u5177\u5907\u826f\u597d\u7684\u6297\u538b\u80fd\u529b\u3002\u638c\u63e1\u6df1\u5ea6\u5b66\u4e60\u57fa\u7840\u77e5\u8bc6\uff0c\u6709\u8f83\u597d\u7684\u6570\u5b66\u4e0e\u82f1\u8bed\u57fa\u7840\uff0c\u719f\u7ec3\u638c\u63e1\u5e38\u89c1\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u3002\u5177\u5907\u5206\u6790\u548c\u89e3\u51b3\u95ee\u9898\u7684\u80fd\u529b\uff0c\u811a\u8e0f\u5b9e\u5730\uff0c\u52e4\u4e8e\u601d\u8003\uff0c\u5177\u6709\u4e00\u5b9a\u7684\u81ea\u6211\u9a71\u52a8\u529b\u4e0e\u56e2\u961f\u534f\u4f5c\u610f\u8bc6\u3002<\/li><\/ul><p>\u00a0<\/p><div>\u00a0<\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>\u5173\u4e8e\u62db\u751f\u65b9\u5411 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&raquo;<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"site-sidebar-layout":"no-sidebar","site-content-layout":"page-builder","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","footnotes":""},"_links":{"self":[{"href":"http:\/\/zhangleuestc.cn\/index.php\/wp-json\/wp\/v2\/pages\/1060"}],"collection":[{"href":"http:\/\/zhangleuestc.cn\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"http:\/\/zhangleuestc.cn\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"http:\/\/zhangleuestc.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/zhangleuestc.cn\/index.php\/wp-json\/wp\/v2\/comments?post=1060"}],"version-history":[{"count":22,"href":"http:\/\/zhangleuestc.cn\/index.php\/wp-json\/wp\/v2\/pages\/1060\/revisions"}],"predecessor-version":[{"id":1259,"href":"http:\/\/zhangleuestc.cn\/index.php\/wp-json\/wp\/v2\/pages\/1060\/revisions\/1259"}],"wp:attachment":[{"href":"http:\/\/zhangleuestc.cn\/index.php\/wp-json\/wp\/v2\/media?parent=1060"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}