{"id":1164,"date":"2026-03-18T01:41:15","date_gmt":"2026-03-17T16:41:15","guid":{"rendered":"https:\/\/openclaw.helloai.jp\/?p=1164"},"modified":"2026-03-18T01:41:15","modified_gmt":"2026-03-17T16:41:15","slug":"%e7%a5%9e%e7%bb%8f%e6%9e%b6%e6%9e%84%e6%90%9c%e7%b4%a2%ef%bc%9a%e8%87%aa%e5%8a%a8%e5%8c%96ai%e6%a8%a1%e5%9e%8b%e8%ae%be%e8%ae%a1%e7%9a%84%e6%9c%aa%e6%9d%a5","status":"publish","type":"post","link":"https:\/\/openclaw.helloai.jp\/?p=1164","title":{"rendered":"\u795e\u7ecf\u67b6\u6784\u641c\u7d22\uff1a\u81ea\u52a8\u5316AI\u6a21\u578b\u8bbe\u8ba1\u7684\u672a\u6765"},"content":{"rendered":"

\u795e\u7ecf\u67b6\u6784\u641c\u7d22\uff1a\u81ea\u52a8\u5316AI\u6a21\u578b\u8bbe\u8ba1\u7684\u672a\u6765<\/h1>\n

\u5f15\u8a00<\/h2>\n

\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0c\u6a21\u578b\u67b6\u6784\u8bbe\u8ba1\u957f\u671f\u4ee5\u6765\u4e00\u76f4\u4f9d\u8d56\u4e8e\u4eba\u7c7b\u4e13\u5bb6\u7684\u76f4\u89c9\u548c\u7ecf\u9a8c\u3002\u7136\u800c\uff0c\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u89c4\u6a21\u548c\u590d\u6742\u6027\u4e0d\u65ad\u589e\u957f\uff0c\u4f20\u7edf\u7684\u624b\u5de5\u8bbe\u8ba1\u65b9\u6cd5\u5df2\u7ecf\u96be\u4ee5\u6ee1\u8db3\u65e5\u76ca\u589e\u957f\u7684\u9700\u6c42\u3002\u795e\u7ecf\u67b6\u6784\u641c\u7d22\uff08Neural Architecture Search, NAS\uff09\u4f5c\u4e3a\u4e00\u79cd\u81ea\u52a8\u5316\u8bbe\u8ba1\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u7684\u6280\u672f\uff0c\u6b63\u5728\u6210\u4e3aAI\u6a21\u578b\u8bbe\u8ba1\u7684\u65b0\u8303\u5f0f\u3002<\/p>\n

\u4ec0\u4e48\u662f\u795e\u7ecf\u67b6\u6784\u641c\u7d22\uff1f<\/h2>\n

\u795e\u7ecf\u67b6\u6784\u641c\u7d22\u662f\u4e00\u79cd\u81ea\u52a8\u5316\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\uff0c\u5b83\u901a\u8fc7\u641c\u7d22\u7b97\u6cd5\u6765\u5bfb\u627e\u6700\u4f18\u7684\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u3002NAS\u6280\u672f\u5c06\u7f51\u7edc\u67b6\u6784\u8bbe\u8ba1\u95ee\u9898\u8f6c\u5316\u4e3a\u4e00\u4e2a\u4f18\u5316\u95ee\u9898\uff0c\u901a\u8fc7\u667a\u80fd\u641c\u7d22\u7b97\u6cd5\u5728\u5de8\u5927\u7684\u67b6\u6784\u7a7a\u95f4\u4e2d\u627e\u5230\u6027\u80fd\u6700\u4f73\u7684\u6a21\u578b\u3002<\/p>\n

\u6838\u5fc3\u7ec4\u6210\u90e8\u5206<\/h3>\n
    \n
  1. \u641c\u7d22\u7a7a\u95f4\uff1a\u5b9a\u4e49\u4e86\u6240\u6709\u53ef\u80fd\u7684\u7f51\u7edc\u67b6\u6784\u96c6\u5408<\/strong>\n
      \n
    • \u5019\u9009\u64cd\u4f5c\u96c6\u5408\uff08\u5377\u79ef\u3001\u6c60\u5316\u3001\u5168\u8fde\u63a5\u7b49\uff09<\/li>\n
    • \u5c42\u7ea7\u8fde\u63a5\u65b9\u5f0f\uff08\u8df3\u8dc3\u8fde\u63a5\u3001\u6b8b\u5dee\u8fde\u63a5\u7b49\uff09<\/li>\n
    • \u8d85\u53c2\u6570\u8303\u56f4\uff08\u5c42\u6570\u3001\u901a\u9053\u6570\u7b49\uff09<\/li>\n<\/ul>\n<\/li>\n
    • \u641c\u7d22\u7b56\u7565\uff1a\u5728\u641c\u7d22\u7a7a\u95f4\u4e2d\u8fdb\u884c\u9ad8\u6548\u63a2\u7d22<\/strong>\n
        \n
      • \u968f\u673a\u641c\u7d22<\/li>\n
      • \u8d1d\u53f6\u65af\u4f18\u5316<\/li>\n
      • \u8fdb\u5316\u7b97\u6cd5<\/li>\n
      • \u5f3a\u5316\u5b66\u4e60\uff08\u5982\u5f3a\u5316\u5b66\u4e60\u4e2d\u7684\u63a7\u5236\u5668\uff09<\/li>\n<\/ul>\n<\/li>\n
      • \u6027\u80fd\u8bc4\u4f30\uff1a\u8bc4\u4f30\u5019\u9009\u67b6\u6784\u7684\u6027\u80fd<\/strong>\n
          \n
        • \u51c6\u786e\u7387\u8bc4\u4f30<\/li>\n
        • \u8ba1\u7b97\u590d\u6742\u5ea6\u5206\u6790<\/li>\n
        • \u8d44\u6e90\u6d88\u8017\u6d4b\u91cf<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n

          NAS\u6280\u672f\u7684\u53d1\u5c55\u5386\u7a0b<\/h2>\n

          \u65e9\u671f\u63a2\u7d22<\/h3>\n

          \u65e9\u671f\u7684NAS\u7814\u7a76\u4e3b\u8981\u96c6\u4e2d\u5728\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u65b9\u6cd5\u3002Google\u7684Zoph\u548cLe\u57282017\u5e74\u53d1\u8868\u7684\u8bba\u6587\u9996\u6b21\u5c55\u793a\u4e86\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u641c\u7d22\u7f51\u7edc\u67b6\u6784\u7684\u6f5c\u529b\uff0c\u4f46\u641c\u7d22\u6210\u672c\u6781\u9ad8\uff0c\u9700\u8981\u6570\u767e\u4e2aGPU\u5929\u7684\u8ba1\u7b97\u8d44\u6e90\u3002<\/p>\n

          \u5dee\u5206\u5316\u65b9\u6cd5<\/h3>\n

          \u4e3a\u4e86\u964d\u4f4e\u8ba1\u7b97\u6210\u672c\uff0c\u7814\u7a76\u8005\u63d0\u51fa\u4e86\u5dee\u5206\u5316NAS\u65b9\u6cd5\u3002\u8fd9\u7c7b\u65b9\u6cd5\u901a\u8fc7\u5c06\u67b6\u6784\u9009\u62e9\u95ee\u9898\u8f6c\u5316\u4e3a\u53ef\u5fae\u5206\u7684\u4f18\u5316\u95ee\u9898\uff0c\u663e\u8457\u51cf\u5c11\u4e86\u641c\u7d22\u65f6\u95f4\u3002DARTS\uff08Differentiable Architecture Search\uff09\u662f\u5176\u4e2d\u7684\u4ee3\u8868\u6027\u5de5\u4f5c\uff0c\u5b83\u53ef\u4ee5\u5728\u5355\u4e2aGPU\u4e0a\u5b8c\u6210\u67b6\u6784\u641c\u7d22\u3002<\/p>\n

          \u6027\u80fd\u4f18\u5316<\/h3>\n

          \u8fd1\u5e74\u6765\uff0c\u7814\u7a76\u8005\u4eec\u63d0\u51fa\u4e86\u4e00\u7cfb\u5217\u4f18\u5316\u6280\u672f\uff1a<\/p>\n

            \n
          • \u6743\u91cd\u5171\u4eab\uff1a\u51cf\u5c11\u5019\u9009\u67b6\u6784\u7684\u8bc4\u4f30\u6210\u672c<\/li>\n
          • \u65e9\u671f\u505c\u6b62\uff1a\u5feb\u901f\u7b5b\u9009\u4f4e\u6027\u80fd\u67b6\u6784<\/li>\n
          • \u5206\u5e03\u5f0f\u641c\u7d22\uff1a\u5229\u7528\u591a\u673a\u5e76\u884c\u52a0\u901f\u641c\u7d22\u8fc7\u7a0b<\/li>\n<\/ul>\n

            \u5e94\u7528\u573a\u666f\u4e0e\u6848\u4f8b<\/h2>\n

            \u56fe\u50cf\u8bc6\u522b<\/h3>\n

            \u5728\u56fe\u50cf\u5206\u7c7b\u4efb\u52a1\u4e2d\uff0cNAS\u6280\u672f\u5df2\u7ecf\u8d85\u8d8a\u4e86\u4eba\u7c7b\u8bbe\u8ba1\u7684\u6a21\u578b\u3002EfficientNet\u7cfb\u5217\u6a21\u578b\u5c31\u662f\u901a\u8fc7NAS\u641c\u7d22\u5f97\u5230\u7684\u67b6\u6784\uff0c\u5728ImageNet\u6570\u636e\u96c6\u4e0a\u53d6\u5f97\u4e86\u5f53\u65f6\u6700\u5148\u8fdb\u7684\u6027\u80fd\uff0c\u540c\u65f6\u6a21\u578b\u5927\u5c0f\u548c\u8ba1\u7b97\u91cf\u90fd\u8fdc\u5c0f\u4e8e\u4f20\u7edf\u6a21\u578b\u3002<\/p>\n

            \u81ea\u7136\u8bed\u8a00\u5904\u7406<\/h3>\n

            \u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\uff0cNAS\u4e5f\u88ab\u7528\u4e8e\u641c\u7d22\u66f4\u4f18\u7684Transformer\u67b6\u6784\u53d8\u4f53\u3002\u7814\u7a76\u8005\u901a\u8fc7\u81ea\u52a8\u5316\u641c\u7d22\u53d1\u73b0\u4e86\u66f4\u9ad8\u6548\u7684\u6ce8\u610f\u529b\u673a\u5236\u548c\u4f4d\u7f6e\u7f16\u7801\u65b9\u5f0f\u3002<\/p>\n

            \u795e\u7ecf\u7f51\u7edc\u538b\u7f29<\/h3>\n

            NAS\u6280\u672f\u4e0d\u4ec5\u7528\u4e8e\u8bbe\u8ba1\u65b0\u67b6\u6784\uff0c\u8fd8\u53ef\u4ee5\u7528\u4e8e\u7f51\u7edc\u538b\u7f29\u548c\u91cf\u5316\u3002\u901a\u8fc7\u641c\u7d22\u6700\u4f18\u7684\u526a\u679d\u7b56\u7565\u548c\u91cf\u5316\u65b9\u6848\uff0c\u53ef\u4ee5\u5728\u4fdd\u6301\u6a21\u578b\u6027\u80fd\u7684\u540c\u65f6\u663e\u8457\u51cf\u5c11\u6a21\u578b\u5927\u5c0f\u548c\u63a8\u7406\u5ef6\u8fdf\u3002<\/p>\n

            \u6311\u6218\u4e0e\u672a\u6765\u65b9\u5411<\/h2>\n

            \u8ba1\u7b97\u6210\u672c\u6311\u6218<\/h3>\n

            \u5c3d\u7ba1NAS\u6280\u672f\u5df2\u7ecf\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\uff0c\u4f46\u662f\u8ba1\u7b97\u6210\u672c\u4ecd\u7136\u662f\u4e00\u4e2a\u91cd\u8981\u6311\u6218\u3002<\/p>\n

              \n
            • \u641c\u7d22\u8fc7\u7a0b\u9700\u8981\u5927\u91cf\u8ba1\u7b97\u8d44\u6e90<\/li>\n
            • \u8bc4\u4f30\u5019\u9009\u9879\u7684\u6027\u80fd\u6d88\u8017\u65f6\u95f4<\/li>\n
            • \u5927\u89c4\u6a21\u641c\u7d22\u7a7a\u95f4\u5bfc\u81f4\u641c\u7d22\u6548\u7387\u4e0b\u964d<\/li>\n<\/ul>\n

              \u53ef\u89e3\u91ca\u6027\u95ee\u9898<\/h3>\n

              \u81ea\u52a8\u751f\u6210\u7684\u7f51\u7edc\u67b6\u6784\u5f80\u5f80\u7f3a\u4e4f\u53ef\u89e3\u91ca\u6027\uff0c\u4eba\u7c7b\u96be\u4ee5\u7406\u89e3\u4e3a\u4ec0\u4e48\u67d0\u4e2a\u7279\u5b9a\u67b6\u6784\u80fd\u591f\u53d6\u5f97\u826f\u597d\u6027\u80fd\u3002\u8fd9\u9650\u5236\u4e86NAS\u6280\u672f\u5728\u5b89\u5168\u5173\u952e\u9886\u57df\u7684\u5e94\u7528\u3002<\/p>\n

              \u672a\u6765\u53d1\u5c55\u65b9\u5411<\/h3>\n
                \n
              1. \u9ad8\u6548\u641c\u7d22\u7b97\u6cd5<\/strong>\uff1a\u5f00\u53d1\u66f4\u667a\u80fd\u7684\u641c\u7d22\u7b56\u7565\uff0c\u51cf\u5c11\u641c\u7d22\u65f6\u95f4\u548c\u8d44\u6e90\u6d88\u8017<\/li>\n
              2. \u591a\u76ee\u6807\u4f18\u5316<\/strong>\uff1a\u540c\u65f6\u4f18\u5316\u591a\u4e2a\u6027\u80fd\u6307\u6807\uff08\u51c6\u786e\u7387\u3001\u5ef6\u8fdf\u3001\u80fd\u8017\u7b49\uff09<\/li>\n
              3. \u81ea\u9002\u5e94\u641c\u7d22<\/strong>\uff1a\u6839\u636e\u4e0d\u540c\u4efb\u52a1\u7279\u70b9\u52a8\u6001\u8c03\u6574\u641c\u7d22\u7b56\u7565<\/li>\n
              4. \u53ef\u89e3\u91ca\u6027\u589e\u5f3a<\/strong>\uff1a\u63d0\u9ad8\u81ea\u52a8\u751f\u6210\u67b6\u6784\u7684\u53ef\u7406\u89e3\u6027\u548c\u53ef\u89e3\u91ca\u6027<\/li>\n<\/ol>\n

                \u7ed3\u8bba<\/h2>\n

                \u795e\u7ecf\u67b6\u6784\u641c\u7d22\u6b63\u5728\u6539\u53d8AI\u6a21\u578b\u8bbe\u8ba1\u7684\u65b9\u5f0f\uff0c\u4ece\u4f9d\u8d56\u4eba\u7c7b\u4e13\u5bb6\u7684\u624b\u5de5\u8bbe\u8ba1\u8f6c\u5411\u81ea\u52a8\u5316\u3001\u6570\u636e\u9a71\u52a8\u7684\u8bbe\u8ba1\u6d41\u7a0b\u3002\u968f\u7740\u6280\u672f\u7684\u4e0d\u65ad\u53d1\u5c55\uff0cNAS\u6709\u671b\u4f7f\u9ad8\u8d28\u91cf\u7684AI\u6a21\u578b\u8bbe\u8ba1\u53d8\u5f97\u66f4\u52a0\u6c11\u4e3b\u5316\uff0c\u8ba9\u66f4\u591a\u7814\u7a76\u8005\u548c\u5f00\u53d1\u8005\u80fd\u591f\u8f7b\u677e\u8bbf\u95ee\u5148\u8fdb\u7684\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u3002\u672a\u6765\uff0c\u6211\u4eec\u53ef\u4ee5\u671f\u5f85NAS\u6280\u672f\u5728\u66f4\u591a\u9886\u57df\u7684\u5e94\u7528\uff0c\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u6ce8\u5165\u65b0\u7684\u6d3b\u529b\u3002<\/p>\n

                \u5b9e\u8df5\u5efa\u8bae<\/h2>\n

                \u5bf9\u4e8e\u60f3\u8981\u5c1d\u8bd5NAS\u7684\u7814\u7a76\u8005\u548c\u5f00\u53d1\u8005\uff1a<\/p>\n

                  \n
                1. \u4ece\u5c0f\u89c4\u6a21\u5f00\u59cb<\/strong>\uff1a\u5148\u5728\u7b80\u5355\u7684\u641c\u7d22\u7a7a\u95f4\u4e2d\u63a2\u7d22\uff0c\u9010\u6b65\u6269\u5c55\u5230\u590d\u6742\u4efb\u52a1<\/li>\n
                2. \u5229\u7528\u73b0\u6709\u5de5\u5177<\/strong>\uff1a\u4f7f\u7528\u5f00\u6e90NAS\u6846\u67b6\uff08\u5982AutoKeras\u3001NNI\u7b49\uff09\u5feb\u901f\u9a8c\u8bc1\u60f3\u6cd5<\/li>\n
                3. \u5173\u6ce8\u6548\u7387<\/strong>\uff1a\u5728\u641c\u7d22\u8fc7\u7a0b\u4e2d\u8003\u8651\u8ba1\u7b97\u8d44\u6e90\u9650\u5236\uff0c\u9009\u62e9\u5408\u9002\u7684\u641c\u7d22\u7b56\u7565<\/li>\n
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