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\"\" <\/p>\n

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\u5b9a\u4e49<\/strong><\/h4>\n

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\u6838\u5fc3<\/strong><\/h4>\n

AI\u7b97\u529b\u7684\u6838\u5fc3\u662f\u5904\u7406\u6d77\u91cf\u6570\u636e\u4e0e\u590d\u6742\u6a21\u578b\u6240\u5fc5\u9700\u7684\u201c\u66b4\u529b\u8ba1\u7b97\u201d\u4e0e\u9ad8\u6548\u7cfb\u7edf\u80fd\u529b\u3002\u6df1\u5ea6\u5b66\u4e60\u7684\u672c\u8d28\u662f\u901a\u8fc7\u5927\u91cf\u6570\u636e\u62df\u5408\u9ad8\u5ea6\u590d\u6742\u7684\u51fd\u6570\uff08\u6a21\u578b\uff09\uff0c\u6a21\u578b\u7684\u53c2\u6570\u91cf\uff08\u5982GPT-3\u8fbe1750\u4ebf\uff09\u548c\u8bad\u7ec3\u6570\u636e\u91cf\uff08TB\u751a\u81f3PB\u7ea7\uff09\u7684\u6fc0\u589e\uff0c\u4f7f\u8ba1\u7b97\u9700\u6c42\u5448\u6307\u6570\u7ea7\u81a8\u80c0\u3002\u771f\u6b63\u7684\u6838\u5fc3\u7b97\u529b\u4e0d\u4ec5\u8981\u6c42\u82af\u7247\u6709\u6781\u9ad8\u7684\u7406\u8bba\u7b97\u529b\uff08\u5982TFLOPS\uff09\uff0c\u66f4\u8981\u6c42\u80fd\u9ad8\u6548\u5730\u5c06\u6b64\u7b97\u529b\u5e94\u7528\u4e8e\u5b9e\u9645\u4efb\u52a1\uff1a\u5305\u62ec\u5927\u89c4\u6a21\u5e76\u884c\u8ba1\u7b97\u540c\u65f6\u5904\u7406\u6570\u767e\u4e07\u8ba1\u7b97\u4efb\u52a1\uff0c\u6781\u9ad8\u7684\u5185\u5b58\u5e26\u5bbd\uff08\u5982HBM\uff09\u907f\u514d\u6570\u636e\u4f9b\u7ed9\u6210\u4e3a\u74f6\u9888\uff0c\u4ee5\u53ca\u5148\u8fdb\u7684\u4e92\u8054\u6280\u672f\uff08\u5982NVLink\uff09\u5b9e\u73b0\u6210\u5343\u4e0a\u4e07\u9897\u82af\u7247\u7684\u534f\u540c\u5de5\u4f5c\uff0c\u5f62\u6210\u4e00\u4e2a\u5f3a\u5927\u7684\u5355\u4e00\u865a\u62df\u8ba1\u7b97\u673a\u3002AI\u7b97\u529b\u662f\u7a81\u7834\u5f53\u524dAI\u80fd\u529b\u5929\u82b1\u677f\u3001\u5b9e\u73b0\u66f4\u667a\u80fd\u548c\u66f4\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u9996\u8981\u7269\u7406\u524d\u63d0\u548c\u51b3\u5b9a\u6027\u7ea6\u675f\u3002<\/p>\n

\"\" <\/p>\n

AI\u7b97\u529b\u7684\u91cd\u8981\u6027<\/strong><\/h2>\n

AI\u53d1\u5c55\u7684\u4e09\u5927\u652f\u67f1\u4e4b\u4e00<\/strong><\/h4>\n

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\u63a8\u52a8AI\u6a21\u578b\u89c4\u6a21\u4e0e\u590d\u6742\u5ea6\u7684\u589e\u957f<\/strong><\/h4>\n

AI\u7b97\u529b\u7684\u6307\u6570\u7ea7\u63d0\u5347\uff0c\u662f\u9a71\u52a8\u6a21\u578b\u89c4\u6a21\u4e0e\u590d\u6742\u5ea6\u5448\u73b0\u7206\u70b8\u5f0f\u589e\u957f\u7684\u6838\u5fc3\u52a8\u529b\u3002\u9075\u5faa\u201c\u7f29\u653e\u5b9a\u5f8b\u201d\uff0c\u6a21\u578b\u7684\u6027\u80fd\u968f\u53c2\u6570\u91cf\u3001\u8bad\u7ec3\u6570\u636e\u91cf\u53ca\u6240\u7528\u8ba1\u7b97\u91cf\u7684\u589e\u52a0\u53ef\u9884\u6d4b\u5730\u63d0\u5347\u3002\u4ece\u53c2\u6570\u4ec5\u6709\u6570\u767e\u4e07\u7684\u65e9\u671f\u6a21\u578b\uff0c\u53d1\u5c55\u5230\u5982\u4eca\u53c2\u6570\u8fbe\u5343\u4ebf\u4e43\u81f3\u4e07\u4ebf\u7ea7\u522b\u7684\u5de8\u578b\u6a21\u578b\uff08\u5982GPT\u7cfb\u5217\uff09\uff0c\u80cc\u540e\u7684\u6bcf\u4e00\u6b21\u89c4\u6a21\u8dc3\u8fc1\u90fd\u76f4\u63a5\u4f9d\u8d56\u4e8e\u7b97\u529b\u57fa\u7840\u8bbe\u65bd\u7684\u8de8\u8d8a\u5f0f\u53d1\u5c55\u3002\u4e3a\u6ee1\u8db3\u9700\u6c42\uff0c\u5168\u7403\u8303\u56f4\u6b63\u5728\u52a0\u901f\u5efa\u8bbe\u8d85\u5927\u89c4\u6a21\u7684\u667a\u80fd\u8ba1\u7b97\u4e2d\u5fc3\u3002\u5f3a\u5927\u7684\u7b97\u529b\u57fa\u7840\uff0c\u4f7f\u7814\u7a76\u4eba\u5458\u80fd\u7a81\u7834\u4f20\u7edf\u6a21\u578b\u7684\u9650\u5236\uff0c\u5c1d\u8bd5\u5982\u6df7\u5408\u4e13\u5bb6\uff08MoE\uff09\u3001\u65b0\u578b\u6ce8\u610f\u529b\u673a\u5236\u7b49\u66f4\u5148\u8fdb\u3001\u66f4\u590d\u6742\u7684\u67b6\u6784\uff0c\u6301\u7eed\u63a2\u7d22AI\u80fd\u529b\u7684\u8fb9\u754c\u3002<\/p>\n

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AI\u7b97\u529b\u7684\u6280\u672f\u539f\u7406\u4e0e\u786c\u4ef6\u6784\u6210<\/strong><\/h2>\n

\u6280\u672f\u539f\u7406<\/strong><\/h3>\n

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AI\u7b97\u529b\u4e3b\u8981\u7528\u4e8e\u6267\u884c\u795e\u7ecf\u7f51\u7edc\u7684\u524d\u5411\u4f20\u64ad\u548c\u53cd\u5411\u4f20\u64ad\u3002\u524d\u5411\u4f20\u64ad\u5c06\u8f93\u5165\u6570\u636e\u901a\u8fc7\u5c42\u5c42\u52a0\u6743\u8ba1\u7b97\u4e0e\u975e\u7ebf\u6027\u53d8\u6362\u8f6c\u5316\u4e3a\u9884\u6d4b\u8f93\u51fa\uff0c\u6838\u5fc3\u662f\u5bc6\u96c6\u7684\u77e9\u9635\u4e58\u6cd5\u3002\u53cd\u5411\u4f20\u64ad\u6839\u636e\u9884\u6d4b\u8bef\u5dee\uff0c\u5229\u7528\u94fe\u5f0f\u6cd5\u5219\u4ece\u540e\u5411\u524d\u8ba1\u7b97\u6bcf\u4e2a\u53c2\u6570\u5bf9\u8bef\u5dee\u7684\u8d21\u732e\uff08\u68af\u5ea6\uff09\uff0c\u636e\u6b64\u66f4\u65b0\u6a21\u578b\u53c2\u6570\u3002\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u662f\u53cd\u590d\u8fed\u4ee3\u4e24\u4e2a\u6b65\u9aa4\uff0c\u5e9e\u5927\u7684\u77e9\u9635\u8fd0\u7b97\u91cf\u6784\u6210\u4e86AI\u7b97\u529b\u9700\u6c42\u7684\u6839\u672c\u6765\u6e90\u3002<\/p>\n

\"\" <\/p>\n

\u5e76\u884c\u8ba1\u7b97\u4e0e\u77e9\u9635\u8fd0\u7b97<\/strong><\/p>\n

AI\u8ba1\u7b97\u7684\u9ad8\u6548\u6027\u6e90\u4e8e\u6838\u5fc3\u662f\u9ad8\u5ea6\u53ef\u5e76\u884c\u7684\u77e9\u9635\/\u5f20\u91cf\u8fd0\u7b97\u3002\u795e\u7ecf\u7f51\u7edc\u4e2d\u6bcf\u5c42\u7684\u8ba1\u7b97\u5747\u53ef\u8f6c\u5316\u4e3a\u5927\u89c4\u6a21\u7684\u77e9\u9635\u4e58\u6cd5\uff0c\u4e14\u77e9\u9635\u5185\u4e0d\u540c\u5143\u7d20\u6216\u4e0d\u540c\u6837\u672c\u7684\u8ba1\u7b97\u76f8\u4e92\u72ec\u7acb\u3002\u56e0\u6b64\uff0cGPU\u3001TPU\u7b49\u4e13\u7528\u786c\u4ef6\u91c7\u7528SIMD\uff08\u5355\u6307\u4ee4\u591a\u6570\u636e\uff09\u67b6\u6784\uff0c\u96c6\u6210\u6570\u5343\u4e2a\u8ba1\u7b97\u6838\u5fc3\uff0c\u80fd\u540c\u6b65\u6267\u884c\u5927\u91cf\u76f8\u540c\u7684\u7b80\u5355\u8fd0\u7b97\uff0c\u901a\u8fc7\u4e13\u95e8\u7684\u5f20\u91cf\u6838\u5fc3\u5bf9\u77e9\u9635\u4e58\u6cd5\u8fdb\u884c\u786c\u4ef6\u7ea7\u52a0\u901f\uff0c\u5b9e\u73b0\u6781\u9ad8\u7684\u8ba1\u7b97\u541e\u5410\u91cf\u3002<\/p>\n

\u8bad\u7ec3\u4e0e\u63a8\u7406\u7684\u7b97\u529b\u9700\u6c42\u5dee\u5f02<\/strong><\/p>\n

\u8bad\u7ec3\u4e0e\u63a8\u7406\u5bf9\u7b97\u529b\u7684\u9700\u6c42\u4fa7\u91cd\u70b9\u4e0d\u540c\uff0c\u8bad\u7ec3\u9700\u8981\u6781\u81f4\u7b97\u529b\uff0c\u5728\u96c6\u7fa4\u4e0a\u8fdb\u884c\u5305\u542b\u53cd\u5411\u4f20\u64ad\u7684\u9ad8\u7cbe\u5ea6\u3001\u957f\u5468\u671f\u8fed\u4ee3\u8ba1\u7b97\uff0c\u65e8\u5728\u4f18\u5316\u6a21\u578b\u53c2\u6570\uff1b\u63a8\u7406\u8ffd\u6c42\u6548\u7387\uff0c\u9700\u5355\u6b21\u524d\u5411\u4f20\u64ad\uff0c\u4f46\u9700\u6ee1\u8db3\u9ad8\u541e\u5410\uff08\u4e91\u7aef\uff09\u6216\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u80fd\u6548\uff08\u8fb9\u7f18\/\u7ec8\u7aef\uff09\u7684\u8981\u6c42\u3002\u968f\u7740AI\u5e94\u7528\u666e\u53ca\uff0c\u63a8\u7406\u7684\u603b\u7b97\u529b\u9700\u6c42\u6b63\u5feb\u901f\u589e\u957f\u3001\u8d8b\u8fd1\u751a\u81f3\u8d85\u8d8a\u8bad\u7ec3\u3002<\/p>\n

\u6838\u5fc3\u786c\u4ef6<\/strong><\/h3>\n

GPU\uff08\u56fe\u5f62\u5904\u7406\u5668\uff09<\/strong><\/p>\n

GPU\u662f\u76ee\u524d\u5e94\u7528\u6700\u5e7f\u6cdb\u7684AI\u7b97\u529b\u786c\u4ef6\uff0c\u4ece\u56fe\u5f62\u5904\u7406\u5668\u8f6c\u578b\u800c\u6765\uff0c\u51ed\u501f\u6d77\u91cf\u8ba1\u7b97\u6838\u5fc3\u548c\u9ad8\u5185\u5b58\u5e26\u5bbd\u7684\u5927\u89c4\u6a21\u5e76\u884c\u67b6\u6784\uff0c\u5b8c\u7f8e\u5951\u5408\u6df1\u5ea6\u5b66\u4e60\u5bf9\u77e9\u9635\u8fd0\u7b97\u7684\u9700\u6c42\u3002\u4ee5\u82f1\u4f1f\u8fbe\uff08NVIDIA\uff09\u4e3a\u4e3b\u5bfc\uff0c\u63d0\u4f9b\u7684CUDA\u8ba1\u7b97\u5e73\u53f0\u548c\u4e13\u7528\u7684Tensor Core\u8fdb\u4e00\u6b65\u5de9\u56fa\u4e86GPU\u5728AI\u8bad\u7ec3\u548c\u63a8\u7406\u9886\u57df\u7684\u9738\u4e3b\u5730\u4f4d\uff0c\u901a\u8fc7NVLink\u7b49\u6280\u672f\u5b9e\u73b0\u591a\u5361\u4e92\u8054\uff0c\u652f\u6491\u8d77\u8d85\u5927\u89c4\u6a21\u96c6\u7fa4\u8ba1\u7b97\u3002<\/p>\n

TPU\uff08\u5f20\u91cf\u5904\u7406\u5668\uff09<\/strong><\/p>\n

TPU\u662f\u8c37\u6b4c\u4e13\u95e8\u4e3a\u673a\u5668\u5b66\u4e60\u8bbe\u8ba1\u7684\u4e13\u7528\u96c6\u6210\u7535\u8def\u3002\u6838\u5fc3\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u8109\u52a8\u9635\u5217\u77e9\u9635\u4e58\u6cd5\u5355\u5143\uff0c\u4e13\u4e3a\u52a0\u901f\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u5f20\u91cf\u8fd0\u7b97\u800c\u4f18\u5316\u3002TPU\u7684\u6700\u5927\u4f18\u52bf\u5728\u4e8e\u6781\u9ad8\u7684\u80fd\u6548\u6bd4\uff0c\u5728\u6267\u884c\u7279\u5b9aAI\u4efb\u52a1\u65f6\u6027\u80fd\u529f\u8017\u6bd4\u663e\u8457\u4f18\u4e8eGPU\u3002TPU\u4e0e\u8c37\u6b4c\u7684\u8f6f\u4ef6\u751f\u6001\uff08\u5982TensorFlow\uff09\u6df1\u5ea6\u96c6\u6210\uff0c\u4e3b\u8981\u90e8\u7f72\u4e8e\u8c37\u6b4c\u4e91\uff0c\u670d\u52a1\u4e8e\u5176\u5185\u90e8AI\u5e94\u7528\u53ca\u5927\u6a21\u578b\u7684\u8bad\u7ec3\u4e0e\u63a8\u7406\u3002<\/p>\n

FPGA\uff08\u73b0\u573a\u53ef\u7f16\u7a0b\u95e8\u9635\u5217\uff09<\/strong><\/p>\n

FPGA\u662f\u786c\u4ef6\u53ef\u7f16\u7a0b\u7684\u534a\u5bfc\u4f53\u5668\u4ef6\uff0c\u5176\u903b\u8f91\u7535\u8def\u53ef\u6839\u636e\u9700\u6c42\u8fdb\u884c\u914d\u7f6e\u3002\u5728AI\u9886\u57df\uff0cFPGA\u7684\u4f18\u52bf\u5728\u4e8e\u9ad8\u5ea6\u7684\u7075\u6d3b\u6027\u548c\u5b9a\u5236\u80fd\u529b\uff0c\u53ca\u4f4e\u5ef6\u8fdf\u548c\u9ad8\u80fd\u6548\uff0c\u975e\u5e38\u9002\u5408\u7528\u7b97\u6cd5\u5feb\u901f\u8fed\u4ee3\u3001\u7279\u5b9a\u6a21\u578b\u4f18\u5316\u53ca\u5bf9\u5b9e\u65f6\u6027\u8981\u6c42\u6781\u9ad8\u7684\u573a\u666f\uff08\u5982\u8fb9\u7f18\u63a8\u7406\uff09\u3002\u4f46\u5f00\u53d1\u9700\u8981\u786c\u4ef6\u4e13\u4e1a\u77e5\u8bc6\uff0c\u95e8\u69db\u8f83\u9ad8\uff0c\u9650\u5236\u4e86\u5e7f\u6cdb\u666e\u53ca\u3002<\/p>\n

ASIC\uff08\u4e13\u7528\u96c6\u6210\u7535\u8def\uff09<\/strong><\/p>\n

ASIC\u662f\u4e3a\u6267\u884c\u7279\u5b9a\u4efb\u52a1\u800c\u5b9a\u5236\u7684\u82af\u7247\uff0c\u786c\u4ef6\u7535\u8def\u4e00\u65e6\u5236\u9020\u5373\u56fa\u5b9a\u3002\u5728AI\u9886\u57df\uff0cASIC\uff08\u5982TPU\u5373\u5c5e\u4e8e\u6b64\u7c7b\uff09\u4ee3\u8868\u4e86\u5bf9\u6027\u80fd\u3001\u80fd\u6548\u548c\u6210\u672c\u6781\u81f4\u4f18\u5316\u7684\u7ec8\u6781\u5f62\u6001\uff0c\u4e13\u4e3a\u5927\u89c4\u6a21\u90e8\u7f72\u7684\u6210\u719fAI\u573a\u666f\u8bbe\u8ba1\u3002\u7f3a\u70b9\u662f\u7f3a\u4e4f\u7075\u6d3b\u6027\uff0c\u7814\u53d1\u6210\u672c\u9ad8\u3001\u5468\u671f\u957f\uff0c\u4e00\u65e6\u7b97\u6cd5\u53d1\u751f\u91cd\u5927\u53d8\u5316\u4fbf\u53ef\u80fd\u8fc7\u65f6\uff0c\u56e0\u6b64\u9002\u7528\u4e8e\u7b97\u6cd5\u7a33\u5b9a\u4e14\u9700\u6c42\u5de8\u5927\u7684\u5e02\u573a\u3002<\/p>\n

AI\u7b97\u529b\u7684\u5e94\u7528\u573a\u666f\u4e0e\u5e02\u573a\u89c4\u6a21<\/strong><\/h2>\n

AI\u7b97\u529b\u5728\u5404\u884c\u4e1a\u7684\u5e94\u7528\u573a\u666f<\/strong><\/h4>\n

\u533b\u7597<\/strong><\/p>\n

AI\u7b97\u529b\u6b63\u5728\u6df1\u523b\u53d8\u9769\u533b\u7597\u5065\u5eb7\u9886\u57df\uff0c\u5e94\u7528\u573a\u666f\u6db5\u76d6\u4ece\u75be\u75c5\u8bca\u65ad\u3001\u6cbb\u7597\u5230\u836f\u7269\u7814\u53d1\u7684\u5168\u6d41\u7a0b\u3002<\/p>\n

    \n
  • \u5728\u8f85\u52a9\u8bca\u65ad\u65b9\u9762<\/strong>\uff0cAI\u6a21\u578b\u901a\u8fc7\u5206\u6790\u6d77\u91cf\u7684\u533b\u5b66\u5f71\u50cf\uff08\u5982CT\u3001MRI\u3001X\u5149\u7247\uff09\u6570\u636e\uff0c\u80fd\u4ee5\u6781\u9ad8\u7684\u51c6\u786e\u7387\u8bc6\u522b\u65e9\u671f\u75c5\u7076\uff0c\u8f85\u52a9\u533b\u751f\u8fdb\u884c\u8bca\u65ad\u3002\u4f8b\u5982\uff0cAI\u9a71\u52a8\u7684\u533b\u5b66\u5f71\u50cf\u5206\u6790\u80fd\u52a0\u901f\u764c\u75c7\u7b49\u75be\u75c5\u7684\u65e9\u671f\u53d1\u73b0\uff0c\u63d0\u9ad8\u8bca\u65ad\u7684\u51c6\u786e\u6027\u548c\u6548\u7387 \u3002\u6b64\u5916\uff0cAI\u5728\u4e2a\u6027\u5316\u6cbb\u7597\u65b9\u6848\u5236\u5b9a\u4e2d\u53d1\u6325\u91cd\u8981\u4f5c\u7528\uff0c\u901a\u8fc7\u5206\u6790\u60a3\u8005\u7684\u57fa\u56e0\u7ec4\u6570\u636e\u3001\u75c5\u53f2\u548c\u751f\u6d3b\u4e60\u60ef\uff0cAI\u4e3a\u60a3\u8005\u91cf\u8eab\u5b9a\u5236\u6700\u6709\u6548\u7684\u6cbb\u7597\u65b9\u6848\uff0c\u5b9e\u73b0\u7cbe\u51c6\u533b\u7597 \u3002<\/li>\n
  • \u5728\u836f\u7269\u7814\u53d1\u9886\u57df<\/strong>\uff0cAI\u7b97\u529b\u7684\u5e94\u7528\u6781\u5927\u5730\u7f29\u77ed\u4e86\u7814\u53d1\u5468\u671f\u3001\u964d\u4f4e\u6210\u672c\u3002\u4f20\u7edf\u7684\u836f\u7269\u53d1\u73b0\u8fc7\u7a0b\u8017\u65f6\u4e14\u6602\u8d35\uff0cAI\u53ef\u4ee5\u901a\u8fc7\u5206\u6790\u6d77\u91cf\u7684\u751f\u7269\u533b\u5b66\u6587\u732e\u548c\u5316\u5408\u7269\u6570\u636e\u5e93\uff0c\u5feb\u901f\u7b5b\u9009\u51fa\u6f5c\u5728\u7684\u836f\u7269\u9776\u70b9\u548c\u5019\u9009\u5316\u5408\u7269\u3002AI\u6a21\u578b\u80fd\u6a21\u62df\u836f\u7269\u4e0e\u4eba\u4f53\u7684\u76f8\u4e92\u4f5c\u7528\uff0c\u9884\u6d4b\u836f\u7269\u7684\u7597\u6548\u548c\u526f\u4f5c\u7528\uff0c\u5728\u8fdb\u5165\u4e34\u5e8a\u8bd5\u9a8c\u524d\u6dd8\u6c70\u6389\u5927\u91cf\u65e0\u6548\u7684\u5019\u9009\u836f\u7269\u3002\u4f8b\u5982\uff0cIBM Watson Health\u5f00\u53d1\u7684AI\u5de5\u5177\u80fd\u5206\u6790\u6d77\u91cf\u533b\u7597\u6570\u636e\uff0c\u4e3a\u836f\u7269\u7814\u53d1\u63d0\u4f9b\u6d1e\u89c1 \u3002\u5e94\u7528\u7684\u80cc\u540e\uff0c\u90fd\u9700\u8981\u5f3a\u5927\u7684AI\u7b97\u529b\u652f\u6301\u5bf9\u6d77\u91cf\u590d\u6742\u6570\u636e\u7684\u5904\u7406\u548c\u5206\u6790\u3002<\/li>\n<\/ul>\n

    \"\" <\/p>\n

    \u91d1\u878d<\/strong><\/p>\n

    \u91d1\u878d\u884c\u4e1a\u662fAI\u7b97\u529b\u5e94\u7528\u6700\u5e7f\u6cdb\u3001\u6700\u6df1\u5165\u7684\u9886\u57df\u4e4b\u4e00\uff0c\u6838\u5fc3\u5e94\u7528\u573a\u666f\u5305\u62ec\u667a\u80fd\u98ce\u63a7\u3001\u91cf\u5316\u4ea4\u6613\u548c\u4e2a\u6027\u5316\u91d1\u878d\u670d\u52a1\u3002<\/p>\n

      \n
    • \u5728\u667a\u80fd\u98ce\u63a7\u65b9\u9762<\/strong>\uff0cAI\u6a21\u578b\u80fd\u5b9e\u65f6\u5206\u6790\u6d77\u91cf\u7684\u4ea4\u6613\u6570\u636e\uff0c\u8bc6\u522b\u51fa\u5f02\u5e38\u7684\u4ea4\u6613\u6a21\u5f0f\u548c\u6f5c\u5728\u7684\u6b3a\u8bc8\u884c\u4e3a\u3002\u4f8b\u5982\uff0c\u94f6\u884c\u548c\u652f\u4ed8\u5e73\u53f0\u7528AI\u7b97\u6cd5\uff0c\u5728\u6beb\u79d2\u7ea7\u522b\u5185\u5224\u65ad\u4e00\u7b14\u4ea4\u6613\u662f\u5426\u5b58\u5728\u98ce\u9669\uff0c\u6709\u6548\u9632\u6b62\u4fe1\u7528\u5361\u76d7\u5237\u3001\u6d17\u94b1\u7b49\u91d1\u878d\u72af\u7f6a \u3002AI\u8fd8\u80fd\u901a\u8fc7\u5206\u6790\u7528\u6237\u7684\u4fe1\u7528\u5386\u53f2\u3001\u6d88\u8d39\u884c\u4e3a\u7b49\u591a\u7ef4\u5ea6\u6570\u636e\uff0c\u6784\u5efa\u66f4\u7cbe\u51c6\u7684\u7528\u6237\u753b\u50cf\uff0c\u7528\u4e8e\u4fe1\u8d37\u5ba1\u6279\u548c\u98ce\u9669\u8bc4\u4f30\uff0c\u5b9e\u73b0\u52a8\u6001\u3001\u4e2a\u6027\u5316\u7684\u4fe1\u7528\u989d\u5ea6\u7ba1\u7406 \u3002<\/li>\n
    • \u5728\u91cf\u5316\u4ea4\u6613\u9886\u57df<\/strong>\uff0cAI\u7b97\u529b\u66f4\u662f\u4e0d\u53ef\u6216\u7f3a\u3002\u91cf\u5316\u57fa\u91d1\u5229\u7528AI\u6a21\u578b\u5206\u6790\u6d77\u91cf\u7684\u5e02\u573a\u6570\u636e\u3001\u65b0\u95fb\u8d44\u8baf\u548c\u793e\u4ea4\u5a92\u4f53\u4fe1\u606f\uff0c\u4ece\u4e2d\u6316\u6398\u51fa\u4eba\u7c7b\u96be\u4ee5\u53d1\u73b0\u7684\u590d\u6742\u89c4\u5f8b\u548c\u4ea4\u6613\u4fe1\u53f7\uff0c\u81ea\u52a8\u6267\u884c\u4ea4\u6613\u7b56\u7565\u3002\u9ad8\u9891\u4ea4\u6613\u516c\u53f8\u5982\u6587\u827a\u590d\u5174\uff08Renaissance Technologies\uff09\u548cCitadel\uff0c\u6b63\u662f\u4f9d\u9760\u5f3a\u5927\u7684AI\u7b97\u529b\u548c\u590d\u6742\u7684\u7b97\u6cd5\u6a21\u578b\uff0c\u5728\u5e02\u573a\u4e2d\u83b7\u5f97\u4e86\u8d85\u989d\u6536\u76ca \u3002\u6b64\u5916\uff0cAI\u9a71\u52a8\u7684\u667a\u80fd\u6295\u987e\uff08Robo-Advisor\uff09 \u6839\u636e\u5ba2\u6237\u7684\u98ce\u9669\u504f\u597d\u548c\u8d22\u52a1\u76ee\u6807\uff0c\u63d0\u4f9b\u81ea\u52a8\u5316\u7684\u3001\u4f4e\u6210\u672c\u7684\u8d44\u4ea7\u914d\u7f6e\u5efa\u8bae\uff0c\u4f7f\u666e\u901a\u6295\u8d44\u8005\u80fd\u4eab\u53d7\u5230\u4e13\u4e1a\u7684\u6295\u8d44\u670d\u52a1 \u3002<\/li>\n<\/ul>\n

      \u5236\u9020\u4e1a<\/strong><\/p>\n

      AI\u7b97\u529b\u6b63\u5728\u63a8\u52a8\u5236\u9020\u4e1a\u5411\u667a\u80fd\u5316\u3001\u81ea\u52a8\u5316\u8f6c\u578b\uff0c\u667a\u80fd\u8d28\u68c0\u548c\u9884\u6d4b\u6027\u7ef4\u62a4\u662f\u4e24\u4e2a\u6700\u5177\u4ee3\u8868\u6027\u7684\u5e94\u7528\u573a\u666f\u3002<\/p>\n

        \n
      • \u5728\u667a\u80fd\u8d28\u68c0\u65b9\u9762<\/strong>\uff0c\u4f20\u7edf\u7684\u751f\u4ea7\u7ebf\u4f9d\u8d56\u4eba\u5de5\u76ee\u68c0\uff0c\u6548\u7387\u4f4e\u4e14\u5bb9\u6613\u51fa\u9519\u3002\u57fa\u4e8e\u8ba1\u7b97\u673a\u89c6\u89c9\u7684AI\u8d28\u68c0\u7cfb\u7edf\uff0c\u7528\u9ad8\u6e05\u6444\u50cf\u5934\u548cAI\u6a21\u578b\uff0c\u5bf9\u4ea7\u54c1\u8fdb\u884c7\u00d724\u5c0f\u65f6\u4e0d\u95f4\u65ad\u7684\u81ea\u52a8\u5316\u68c0\u6d4b\uff0c\u8bc6\u522b\u51fa\u5fae\u5c0f\u7684\u7455\u75b5\u548c\u7f3a\u9677\uff0c\u51c6\u786e\u7387\u548c\u6548\u7387\u8fdc\u8d85\u4eba\u5de5\u3002\u4f8b\u5982\uff0c\u5728\u534a\u5bfc\u4f53\u3001\u6c7d\u8f66\u3001\u7535\u5b50\u7b49\u884c\u4e1a\uff0cAI\u8d28\u68c0\u5df2\u7ecf\u6210\u4e3a\u4fdd\u8bc1\u4ea7\u54c1\u8d28\u91cf\u7684\u91cd\u8981\u624b\u6bb5 \u3002<\/li>\n
      • \u9884\u6d4b\u6027\u7ef4\u62a4<\/strong>\u662fAI\u5728\u5236\u9020\u4e1a\u7684\u53e6\u4e00\u5927\u4ef7\u503c\u4f53\u73b0\u3002\u4f20\u7edf\u7684\u8bbe\u5907\u7ef4\u62a4\u6a21\u5f0f\u901a\u5e38\u662f\u5b9a\u671f\u7ef4\u62a4\u6216\u6545\u969c\u540e\u7ef4\u4fee\uff0c\u524d\u8005\u53ef\u80fd\u9020\u6210\u4e0d\u5fc5\u8981\u7684\u6d6a\u8d39\uff0c\u540e\u8005\u4f1a\u5bfc\u81f4\u751f\u4ea7\u4e2d\u65ad\uff0c\u9020\u6210\u5de8\u5927\u635f\u5931\u3002AI\u9884\u6d4b\u6027\u7ef4\u62a4\u7cfb\u7edf\u901a\u8fc7\u5728\u8bbe\u5907\u4e0a\u5b89\u88c5\u4f20\u611f\u5668\uff0c\u5b9e\u65f6\u6536\u96c6\u8fd0\u884c\u6570\u636e\uff08\u5982\u6e29\u5ea6\u3001\u632f\u52a8\u3001\u538b\u529b\u7b49\uff09\uff0c\u7528AI\u6a21\u578b\u5206\u6790\u8fd9\u4e9b\u6570\u636e\uff0c\u9884\u6d4b\u8bbe\u5907\u53ef\u80fd\u51fa\u73b0\u7684\u6545\u969c\uff0c\u63d0\u524d\u53d1\u51fa\u9884\u8b66\u3002\u4f01\u4e1a\u53ef\u4ee5\u5728\u8bbe\u5907\u53d1\u751f\u6545\u969c\u524d\u5b89\u6392\u7ef4\u62a4\uff0c\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u975e\u8ba1\u5212\u505c\u673a\u65f6\u95f4\uff0c\u63d0\u9ad8\u8bbe\u5907\u5229\u7528\u7387\u548c\u751f\u4ea7\u6548\u7387 \u3002\u6b64\u5916\uff0cAI\u5728\u4f18\u5316\u4f9b\u5e94\u94fe\u7ba1\u7406\u3001\u81ea\u52a8\u5316\u751f\u4ea7\u6d41\u7a0b\u3001\u63d0\u5347\u80fd\u6e90\u6548\u7387\u7b49\u65b9\u9762\u53d1\u6325\u7740\u91cd\u8981\u4f5c\u7528\uff0c\u52a9\u529b\u5236\u9020\u4e1a\u5b9e\u73b0\u964d\u672c\u589e\u6548\u548c\u53ef\u6301\u7eed\u53d1\u5c55\u3002<\/li>\n<\/ul>\n

        \u5176\u4ed6\u9886\u57df<\/strong><\/p>\n

        \u9664\u4e0a\u8ff0\u884c\u4e1a\uff0cAI\u7b97\u529b\u5728\u81ea\u52a8\u9a7e\u9a76\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09 \u3001\u8ba1\u7b97\u673a\u89c6\u89c9\uff08CV\uff09 \u7b49\u4f17\u591a\u9886\u57df\u53d1\u6325\u7740\u91cd\u8981\u4f5c\u7528\u3002<\/p>\n

          \n
        • \u5728\u81ea\u52a8\u9a7e\u9a76\u9886\u57df<\/strong>\uff0cAI\u7b97\u529b\u662f\u8f66\u8f86\u611f\u77e5\u73af\u5883\u3001\u505a\u51fa\u51b3\u7b56\u3001\u63a7\u5236\u884c\u9a76\u7684\u5173\u952e\u3002\u8f66\u8f86\u9700\u8981\u5b9e\u65f6\u5904\u7406\u6765\u81ea\u6444\u50cf\u5934\u3001\u6fc0\u5149\u96f7\u8fbe\u3001\u6beb\u7c73\u6ce2\u96f7\u8fbe\u7b49\u4f20\u611f\u5668\u7684\u6570\u636e\uff0c\u8fdb\u884c\u76ee\u6807\u68c0\u6d4b\u3001\u8def\u5f84\u89c4\u5212\u7b49\u590d\u6742\u7684\u8ba1\u7b97\uff0c\u5bf9\u7b97\u529b\u7684\u5b9e\u65f6\u6027\u548c\u53ef\u9760\u6027\u63d0\u51fa\u4e86\u6781\u9ad8\u7684\u8981\u6c42\u3002<\/li>\n
        • \u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df<\/strong>\uff0cAI\u7b97\u529b\u652f\u6491\u7740\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8bad\u7ec3\u548c\u63a8\u7406\uff0c\u4f7f\u673a\u5668\u80fd\u7406\u89e3\u548c\u751f\u6210\u4eba\u7c7b\u8bed\u8a00\uff0c\u5b9e\u73b0\u667a\u80fd\u95ee\u7b54\u3001\u673a\u5668\u7ffb\u8bd1\u3001\u6587\u672c\u751f\u6210\u7b49\u529f\u80fd\u3002<\/li>\n
        • \u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df<\/strong>\uff0cAI\u7b97\u529b\u4f7f\u673a\u5668\u80fd\u8bc6\u522b\u548c\u7406\u89e3\u56fe\u50cf\u548c\u89c6\u9891\uff0c\u5b9e\u73b0\u4eba\u8138\u8bc6\u522b\u3001\u7269\u4f53\u68c0\u6d4b\u3001\u573a\u666f\u7406\u89e3\u7b49\u529f\u80fd\u3002<\/li>\n<\/ul>\n

          \u8fd9\u4e9b\u9886\u57df\u7684\u5e94\u7528\uff0c\u90fd\u5bf9AI\u7b97\u529b\u63d0\u51fa\u5de8\u5927\u7684\u9700\u6c42\u3002\u4f8b\u5982\uff0c\u8bad\u7ec3\u4e00\u4e2a\u81ea\u52a8\u9a7e\u9a76\u6a21\u578b\uff0c\u9700\u8981\u5904\u7406PB\u7ea7\u522b\u7684\u6570\u636e\uff0c\u8fdb\u884c\u6570\u4e07\u4ebf\u6b21\u7684\u8ba1\u7b97\u3002\u8bad\u7ec3\u548c\u63a8\u7406\u4e00\u4e2a\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u9700\u8981\u6d88\u8017\u5de8\u5927\u7684\u7b97\u529b\u8d44\u6e90\u3002\u968f\u7740\u6280\u672f\u7684\u4e0d\u65ad\u53d1\u5c55\u548c\u5e94\u7528\uff0c\u5bf9AI\u7b97\u529b\u7684\u9700\u6c42\u5c06\u6301\u7eed\u589e\u957f\u3002\u56e0\u6b64\uff0c\u4e0d\u65ad\u63d0\u5347AI\u7b97\u529b\u7684\u6027\u80fd\u548c\u80fd\u6548\uff0c\u662f\u63a8\u52a8\u8fd9\u4e9b\u9886\u57df\u6280\u672f\u8fdb\u6b65\u548c\u5e94\u7528\u666e\u53ca\u7684\u5173\u952e\u3002<\/p>\n

          AI\u7b97\u529b\u7684\u5e02\u573a\u89c4\u6a21\u4e0e\u8d8b\u52bf<\/strong><\/h4>\n

          \u5168\u7403AI\u7b97\u529b\u5e02\u573a\u89c4\u6a21\u4e0e\u589e\u957f\u9884\u6d4b<\/strong><\/p>\n

          \u5168\u7403AI\u7b97\u529b\u5e02\u573a\u6b63\u7ecf\u5386\u7740\u524d\u6240\u672a\u6709\u7684\u9ad8\u901f\u589e\u957f\uff0c\u5e02\u573a\u89c4\u6a21\u548c\u9700\u6c42\u91cf\u5747\u5448\u73b0\u51fa\u6307\u6570\u7ea7\u6500\u5347\u7684\u6001\u52bf\u3002\u6839\u636eStraits Research\u7684\u62a5\u544a\uff0c2024\u5e74\u5168\u7403\u8ba1\u7b97\u529b\u5e02\u573a\u89c4\u6a21\u5df2\u8fbe\u52302389\u4ebf\u7f8e\u5143\uff0c\u9884\u8ba1\u57282025\u5e74\u589e\u957f\u81f32547\u4ebf\u7f8e\u5143\uff0c\u52302033\u5e74\u5c06\u8fdb\u4e00\u6b65\u6269\u5927\u81f36205\u4ebf\u7f8e\u5143\uff0c\u671f\u95f4\u7684\u590d\u5408\u5e74\u589e\u957f\u7387\uff08CAGR\uff09\u9ad8\u8fbe11.5% \u3002\u8fd9\u4e00\u589e\u957f\u4e3b\u8981\u7531\u4eba\u5de5\u667a\u80fd\u3001\u5927\u6570\u636e\u5206\u6790\u3001\u4e91\u8ba1\u7b97\u548c\u8fb9\u7f18\u8ba1\u7b97\u7b49\u9886\u57df\u5bf9\u9ad8\u6027\u80fd\u5904\u7406\u80fd\u529b\u7684\u5f3a\u52b2\u9700\u6c42\u6240\u9a71\u52a8\u3002\u5176\u4e2d\uff0cAI\u6a21\u578b\u8bad\u7ec3\uff0c\u7279\u522b\u662f\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u548c\u751f\u6210\u5f0fAI\u7cfb\u7edf\u7684\u5feb\u901f\u666e\u53ca\uff0c\u662f\u7b97\u529b\u9700\u6c42\u589e\u957f\u7684\u6700\u4e3b\u8981\u52a8\u529b \u3002<\/p>\n

          \u4ece\u786c\u4ef6\u89d2\u5ea6\u770b\uff0c\u9ad8\u6027\u80fdGPU\u670d\u52a1\u5668\u57282024\u5e74\u5360\u636e\u5e02\u573a\u7684\u6700\u5927\u4efd\u989d\uff0c\u5f97\u76ca\u4e8e\u5176\u5728AI\u8bad\u7ec3\u3001\u79d1\u5b66\u8ba1\u7b97\u548c\u4eff\u771f\u7b49\u5de5\u4f5c\u8d1f\u8f7d\u4e2d\u7684\u5173\u952e\u4f5c\u7528 \u3002\u4ece\u5e94\u7528\u7aef\u6765\u770b\uff0c\u79d1\u6280\u5de8\u5934\uff08\u5982AI\u521d\u521b\u516c\u53f8\u3001SaaS\u4f01\u4e1a\u3001\u8d85\u5927\u89c4\u6a21\u6570\u636e\u4e2d\u5fc3\u8fd0\u8425\u5546\uff09\u662f\u7b97\u529b\u6700\u5927\u7684\u6d88\u8d39\u8005 \u3002Epoch AI\u7684\u5206\u6790\u6307\u51fa\uff0cAI\u8ba1\u7b97\u9700\u6c42\u7684\u589e\u957f\u901f\u5ea6\u751a\u81f3\u8d85\u8fc7\u6469\u5c14\u5b9a\u5f8b\uff0c\u8fc7\u53bb\u5341\u5e74\u4e2d\uff0cAI\u6a21\u578b\u7684\u8ba1\u7b97\u9700\u6c42\u6bcf\u5e74\u589e\u957f\u7ea64-5\u500d \u3002\u7206\u70b8\u6027\u7684\u9700\u6c42\u589e\u957f\uff0c\u9884\u793a\u7740\u5168\u7403AI\u7b97\u529b\u5e02\u573a\u5728\u672a\u6765\u5341\u5e74\u5185\u5c06\u7ee7\u7eed\u4fdd\u6301\u5f3a\u52b2\u7684\u589e\u957f\u52bf\u5934\u3002<\/p>\n

          \u4e2d\u56fdAI\u7b97\u529b\u5e02\u573a\u53d1\u5c55\u73b0\u72b6\u4e0e\u6f5c\u529b<\/strong><\/p>\n

          \u4e2d\u56fd\u4f5c\u4e3a\u5168\u7403\u7b2c\u4e8c\u5927\u7ecf\u6d4e\u4f53\uff0cAI\u7b97\u529b\u5e02\u573a\u6b63\u5c55\u73b0\u51fa\u5de8\u5927\u7684\u53d1\u5c55\u6f5c\u529b\u548c\u589e\u957f\u6d3b\u529b\u3002\u6839\u636e\u5b98\u65b9\u6570\u636e\uff0c\u622a\u81f32025\u5e746\u6708\uff0c\u4e2d\u56fd\u7684\u667a\u80fd\u7b97\u529b\u89c4\u6a21\u5df2\u8fbe\u5230788 EFLOPS\uff0c\u76f8\u8f83\u4e8e2024\u5e74\u5e95\u768490 EFLOPS\uff0c\u5b9e\u73b0\u663e\u8457\u589e\u957f\uff0c\u667a\u80fd\u7b97\u529b\u5728\u5168\u56fd\u603b\u7b97\u529b\u4e2d\u7684\u5360\u6bd4\u63d0\u5347\u81f332% \u3002\u5feb\u901f\u589e\u957f\u5f97\u76ca\u4e8e\u56fd\u5bb6\u5bf9\u201c\u65b0\u57fa\u5efa\u201d\u6218\u7565\u7684\u5927\u529b\u63a8\u52a8\uff0c\u53ca\u56fd\u5185\u4f01\u4e1a\u5728AI\u5927\u6a21\u578b\u9886\u57df\u7684\u79ef\u6781\u5e03\u5c40\u3002\u4f8b\u5982\uff0c\u767e\u5ea6\u3001\u963f\u91cc\u5df4\u5df4\u3001\u534e\u4e3a\u3001DeepSeek\u7b49\u79d1\u6280\u5de8\u5934\u76f8\u7ee7\u63a8\u51fa\u81ea\u5df1\u7684\u5927\u6a21\u578b\u4ea7\u54c1\uff0c\u6301\u7eed\u8fdb\u884c\u8fed\u4ee3\u5347\u7ea7\uff0c\u6781\u5927\u5730\u523a\u6fc0\u4e86\u5bf9AI\u7b97\u529b\u7684\u9700\u6c42 \u3002<\/p>\n

          \u5e02\u573a\u6570\u636e\u663e\u793a\uff0c2024\u5e74\u4e2d\u56fdAI\u8ba1\u7b97\u5e02\u573a\u89c4\u6a21\u8fbe\u5230190\u4ebf\u7f8e\u5143\uff0c\u540c\u6bd4\u589e\u957f86.9% \u3002IDC\u9884\u6d4b\uff0c\u52302028\u5e74\uff0c\u4e2d\u56fdAI\u670d\u52a1\u5668\u5e02\u573a\u89c4\u6a21\u6709\u671b\u8fbe\u5230552\u4ebf\u7f8e\u5143\uff0c2024\u81f32028\u5e74\u7684\u590d\u5408\u5e74\u589e\u957f\u7387\uff08CAGR\uff09\u5c06\u8fbe\u5230\u60ca\u4eba\u768430.6% \u3002\u4e2d\u56fd\u7b97\u529b\u57fa\u7840\u8bbe\u65bd\u7684\u5efa\u8bbe\u4e5f\u5728\u52a0\u901f\u3002\u52302025\u5e74\u4e2d\u671f\uff0c\u4e2d\u56fd\u5df2\u90e8\u7f721085\u4e07\u4e2a\u6807\u51c6\u670d\u52a1\u5668\u673a\u67b6\uff0c\u5b58\u50a8\u5bb9\u91cf\u8d85\u8fc71680 EB \u3002\u968f\u7740AI\u6280\u672f\u5728\u91d1\u878d\u3001\u533b\u7597\u3001\u5236\u9020\u3001\u81ea\u52a8\u9a7e\u9a76\u7b49\u884c\u4e1a\u7684\u5e7f\u6cdb\u5e94\u7528\uff0c\u53ca\u5f00\u6e90\u5927\u6a21\u578b\u751f\u6001\u7684\u7e41\u8363\uff0c\u4e2d\u56fdAI\u7b97\u529b\u5e02\u573a\u9884\u8ba1\u5c06\u7ee7\u7eed\u4fdd\u6301\u9ad8\u901f\u589e\u957f\uff0c\u6210\u4e3a\u5168\u7403AI\u7b97\u529b\u53d1\u5c55\u7684\u91cd\u8981\u5f15\u64ce \u3002<\/p>\n

          AI\u7b97\u529b\u4ea7\u4e1a\u94fe\u5206\u6790<\/strong><\/p>\n

          AI\u7b97\u529b\u4ea7\u4e1a\u94fe\u662f\u5e9e\u5927\u800c\u590d\u6742\u7684\u751f\u6001\u7cfb\u7edf\uff0c\u6db5\u76d6\u4ece\u4e0a\u6e38\u7684\u6838\u5fc3\u6280\u672f\u4e0e\u786c\u4ef6\u5236\u9020\uff0c\u5230\u4e2d\u6e38\u7684\u7cfb\u7edf\u96c6\u6210\u4e0e\u670d\u52a1\u63d0\u4f9b\uff0c\u518d\u5230\u4e0b\u6e38\u7684\u591a\u5143\u5316\u5e94\u7528\u3002\u4e0a\u6e38\u662f\u6574\u4e2a\u4ea7\u4e1a\u94fe\u7684\u57fa\u7840\uff0c\u4e3b\u8981\u5305\u62ec\u534a\u5bfc\u4f53\u6750\u6599\u4e0e\u8bbe\u5907\u3001\u82af\u7247\u8bbe\u8ba1\u4e0e\u5236\u9020\u3002\u4e3b\u8981\u7531\u5c11\u6570\u51e0\u5bb6\u56fd\u9645\u5de8\u5934\u4e3b\u5bfc\uff0c\u5982NVIDIA\u3001AMD\u3001Intel\u7b49 \u3002\u82af\u7247\u662fAI\u7b97\u529b\u7684\u6838\u5fc3\uff0c\u6027\u80fd\u76f4\u63a5\u51b3\u5b9a\u6574\u4e2a\u7cfb\u7edf\u7684\u8ba1\u7b97\u80fd\u529b\u3002\u4e2d\u6e38\u73af\u8282\u4e3b\u8981\u5305\u62ecAI\u670d\u52a1\u5668\u3001\u6570\u636e\u4e2d\u5fc3\u786c\u4ef6\u7684\u5236\u9020\uff0c\u53ca\u8d85\u7b97\u4e2d\u5fc3\u3001\u4e91\u670d\u52a1\u5668\u96c6\u7fa4\u7684\u7cfb\u7edf\u96c6\u6210\u3002\u8fd9\u4e00\u73af\u8282\u7684\u4f01\u4e1a\u5c06\u4e0a\u6e38\u7684\u82af\u7247\u548c\u5176\u4ed6\u786c\u4ef6\u7ec4\u4ef6\u6574\u5408\u6210\u5b8c\u6574\u7684\u8ba1\u7b97\u7cfb\u7edf\uff0c\u63d0\u4f9b\u7ed9\u4e0b\u6e38\u5ba2\u6237\u3002\u4e3b\u8981\u7684\u53c2\u4e0e\u8005\u5305\u62ec\u670d\u52a1\u5668\u5236\u9020\u5546\uff08\u5982\u8054\u60f3\u3001\u6d6a\u6f6e\uff09\u3001\u4e91\u670d\u52a1\u63d0\u4f9b\u5546\uff08\u5982AWS\u3001Azure\u3001Google Cloud\u3001\u963f\u91cc\u4e91\uff09\u53ca\u4e13\u4e1a\u7684\u6570\u636e\u4e2d\u5fc3\u8fd0\u8425\u5546 \u3002\u4e0b\u6e38\u662fAI\u7b97\u529b\u7684\u6700\u7ec8\u5e94\u7528\u573a\u666f\uff0c\u8986\u76d6\u4e86\u4e91\u8ba1\u7b97\u3001\u5927\u6570\u636e\u3001\u81ea\u52a8\u9a7e\u9a76\u3001\u667a\u80fd\u5236\u9020\u3001\u533b\u7597\u3001\u91d1\u878d\u7b49\u51e0\u4e4e\u6240\u6709\u884c\u4e1a \u3002\u8fd9\u4e9b\u884c\u4e1a\u5229\u7528\u5f3a\u5927\u7684AI\u7b97\u529b\u6765\u5f00\u53d1\u548c\u90e8\u7f72\u5404\u79cdAI\u5e94\u7528\uff0c\u63d0\u5347\u6548\u7387\u3001\u964d\u4f4e\u6210\u672c\u3001\u521b\u9020\u65b0\u7684\u5546\u4e1a\u4ef7\u503c\u3002<\/p>\n

          AI\u7b97\u529b\u7684\u6311\u6218\u4e0e\u672a\u6765<\/strong><\/h2>\n

          \u80fd\u6548\u4e0e\u53ef\u6301\u7eed\u53d1\u5c55\u95ee\u9898<\/strong><\/h3>\n

          AI\u7b97\u529b\u7684\u9ad8\u80fd\u8017\u6311\u6218<\/strong><\/p>\n

          AI\u7b97\u529b\u7684\u9ad8\u80fd\u8017\u5df2\u6210\u4e3a\u5176\u53d1\u5c55\u7684\u6838\u5fc3\u74f6\u9888\u3002\u968f\u7740\u6a21\u578b\u53c2\u6570\u548c\u8bad\u7ec3\u6570\u636e\u5448\u6307\u6570\u7ea7\u589e\u957f\uff0c\u8ba1\u7b97\u9700\u6c42\u6bcf\u5e74\u589e\u957f\u7ea64-5\u500d\uff0c\u8fdc\u8d85\u786c\u4ef6\u80fd\u6548\u7684\u7ebf\u6027\u63d0\u5347\uff08\u5e74\u574726%-40%\uff09\uff0c\u5f62\u6210\u5de8\u5927\u7684\u201c\u80fd\u8017\u526a\u5200\u5dee\u201d\u3002\u636e\u9884\u6d4b\uff0c\u52302030\u5e74\uff0c\u5168\u7403\u6570\u636e\u4e2d\u5fc3\u56e0AI\u4ea7\u751f\u7684\u529f\u8017\u9700\u6c42\u9ad8\u8fbe156\u5409\u74e6\uff08GW\uff09\uff0c\u5e26\u6765\u5de8\u5927\u7684\u80fd\u6e90\u4e0e\u73af\u5883\u538b\u529b\uff0c\u8feb\u4f7f\u4e1a\u754c\u5fc5\u987b\u5bfb\u6c42\u7cfb\u7edf\u6027\u7684\u8282\u80fd\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n

          \u7eff\u8272\u8ba1\u7b97\u4e0e\u80fd\u6548\u4f18\u5316\u6280\u672f<\/strong><\/p>\n

          \u5e94\u5bf9\u9ad8\u80fd\u8017\u6311\u6218\uff0c\u9700\u5728\u786c\u4ef6\u3001\u8f6f\u4ef6\u548c\u7cfb\u7edf\u5c42\u9762\u8fdb\u884c\u5168\u65b9\u4f4d\u4f18\u5316\u3002\u786c\u4ef6\u5c42\u9762<\/strong>\uff0c\u901a\u8fc7\u91c7\u7528\u5148\u8fdb\u5236\u7a0b\u3001\u4e13\u7528\u4f4e\u529f\u8017\u67b6\u6784\u53ca\u4f4e\u7cbe\u5ea6\u8ba1\u7b97\uff08\u5982FP8\uff09\u63d0\u5347\u82af\u7247\u80fd\u6548\u6bd4\u3002\u8f6f\u4ef6\u5c42\u9762<\/strong>\uff0c\u5229\u7528\u6a21\u578b\u91cf\u5316\u3001\u526a\u679d\u7b49\u6280\u672f\u51cf\u5c0f\u6a21\u578b\u5c3a\u5bf8\u548c\u8ba1\u7b97\u91cf\u3002\u6570\u636e\u4e2d\u5fc3<\/strong>\u5c42\u9762\uff0c\u901a\u8fc7\u6db2\u51b7\u6280\u672f\u3001\u4f18\u5316\u4f9b\u7535\u3001\u7528\u53ef\u518d\u751f\u80fd\u6e90\u6765\u964d\u4f4ePUE\uff08\u7535\u6e90\u4f7f\u7528\u6548\u7387\uff09\uff0c\u4f8b\u5982\u4e2d\u56fd\u79fb\u52a8\u5df2\u5c06\u65b0\u5efa\u6570\u636e\u4e2d\u5fc3\u7684\u8bbe\u8ba1PUE\u76ee\u6807\u8bbe\u4e3a1.3\u4ee5\u4e0b\u3002<\/p>\n

          \u53ef\u6301\u7eed\u53d1\u5c55\u8def\u5f84\u63a2\u7d22<\/strong><\/p>\n

          \u5b9e\u73b0AI\u7b97\u529b\u7684\u957f\u671f\u53ef\u6301\u7eed\u53d1\u5c55\uff0c\u9700\u4ece\u6280\u672f\u3001\u653f\u7b56\u548c\u5e94\u7528\u6a21\u5f0f\u4e0a\u5171\u540c\u63a2\u7d22\u3002\u6280\u672f\u6839\u672c\u5728\u4e8e\u6301\u7eed\u521b\u65b0\uff0c\u63a2\u7d22\u795e\u7ecf\u62df\u6001\u8ba1\u7b97\u3001\u91cf\u5b50\u8ba1\u7b97\u7b49\u5168\u65b0\u4f4e\u529f\u8017\u8303\u5f0f\u3002\u653f\u7b56\u4e0a\u9700\u8981\u5236\u5b9a\u80fd\u6548\u6807\u51c6\u3001\u9f13\u52b1\u4f7f\u7528\u7eff\u8272\u80fd\u6e90\u3002\u5728\u5e94\u7528\u6a21\u5f0f\u4e0a\uff0c\u63a8\u52a8\u8ba1\u7b97\u8fb9\u7f18\u5316\uff0c\u5c06\u90e8\u5206\u63a8\u7406\u4efb\u52a1\u8fc1\u79fb\u81f3\u7ec8\u7aef\u8bbe\u5907\u51cf\u5c11\u6570\u636e\u4f20\u8f93\u80fd\u8017\u3002\u540c\u65f6\uff0c\u901a\u8fc7\u5de5\u5177\u8ffd\u8e2aAI\u5e94\u7528\u7684\u78b3\u8db3\u8ff9\uff0c\u63d0\u5347\u5168\u884c\u4e1a\u7684\u7eff\u8272\u610f\u8bc6\u3002<\/p>\n

          \u5728\u7279\u5b9a\u884c\u4e1a\u7684\u843d\u5730\u6311\u6218\u4e0e\u673a\u9047<\/strong><\/h3>\n

          \u533b\u7597\u884c\u4e1a<\/strong><\/p>\n

          AI\u5728\u533b\u7597\u9886\u57df\u843d\u5730\u7684\u9996\u8981\u6311\u6218\u662f\u6570\u636e\u5b89\u5168\u4e0e\u9690\u79c1\u4fdd\u62a4\u3002\u533b\u7597\u6570\u636e\uff08\u5982\u75c5\u5386\u3001\u5f71\u50cf\u3001\u57fa\u56e0\u4fe1\u606f\uff09\u9ad8\u5ea6\u654f\u611f\uff0c\u96c6\u4e2d\u5f0f\u8bad\u7ec3\u6613\u5f15\u53d1\u6cc4\u9732\u98ce\u9669\u3002\u4f8b\u5982\uff0c\u7f8e\u56fdConfidant Health\u516c\u53f8\u66fe\u56e0\u914d\u7f6e\u9519\u8bef\u6cc4\u97325.3TB\u5fc3\u7406\u5065\u5eb7\u6570\u636e\u3002IBM\u62a5\u544a\u663e\u793a\uff0c\u533b\u7597\u884c\u4e1a\u6570\u636e\u6cc4\u9732\u5e73\u5747\u6210\u672c\u9ad8\u8fbe977\u4e07\u7f8e\u5143\uff0c\u4e3a\u5404\u884c\u4e1a\u4e4b\u9996\u3002\u8981\u6c42\u5fc5\u987b\u91c7\u7528\u5982\u8054\u90a6\u5b66\u4e60\u7b49\u9690\u79c1\u8ba1\u7b97\u6280\u672f\uff0c\u5728\u4fdd\u62a4\u6570\u636e\u9690\u79c1\u7684\u524d\u63d0\u4e0b\u5b9e\u73b0\u4ef7\u503c\u6316\u6398\u3002<\/p>\n

          \u91d1\u878d\u884c\u4e1a<\/strong><\/p>\n

          \u91d1\u878d\u884c\u4e1a\u5e94\u7528AI\uff08\u5982\u98ce\u63a7\u3001\u91cf\u5316\u4ea4\u6613\uff09\u7684\u6838\u5fc3\u6311\u6218\u5728\u4e8e\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u4e0e\u76d1\u7ba1\u5408\u89c4\u3002\u590d\u6742\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5e38\u88ab\u89c6\u4e3a\u201c\u9ed1\u7bb1\u201d\uff0c\u51b3\u7b56\u8fc7\u7a0b\u96be\u4ee5\u89e3\u91ca\uff0c\u4e0e\u91d1\u878d\u9886\u57df\u5bf9\u900f\u660e\u5ea6\u548c\u8ffd\u8d23\u7684\u4e25\u683c\u8981\u6c42\u76f8\u6096\u3002\u540c\u65f6\uff0c\u5168\u7403\u76d1\u7ba1\u8d8b\u4e25\uff08\u5982\u6b27\u76df\u300a\u4eba\u5de5\u667a\u80fd\u6cd5\u6848\u300b\uff09\uff0c\u8981\u6c42\u91d1\u878d\u673a\u6784\u786e\u4fddAI\u5e94\u7528\u5b89\u5168\u3001\u53ef\u63a7\u3001\u53ef\u5ba1\u8ba1\u3002\u56e0\u6b64\uff0c\u53d1\u5c55\u53ef\u89e3\u91caAI\u4e0e\u6ee1\u8db3\u52a8\u6001\u76d1\u7ba1\u8981\u6c42\uff0c\u662f\u91d1\u878dAI\u843d\u5730\u7684\u5173\u952e\u3002<\/p>\n

          \u5236\u9020\u4e1a<\/strong><\/p>\n

          \u5236\u9020\u4e1aAI\u5e94\u7528\uff08\u5982\u667a\u80fd\u8d28\u68c0\u3001\u9884\u6d4b\u6027\u7ef4\u62a4\uff09\u7684\u4e3b\u8981\u74f6\u9888\u662f\u6570\u636e\u8d28\u91cf\u4e0e\u6a21\u578b\u9002\u5e94\u6027\u3002\u5de5\u5382\u73af\u5883\u590d\u6742\uff0c\u8bbe\u5907\u8001\u65e7\u5bfc\u81f4\u6570\u636e\u91c7\u96c6\u56f0\u96be\uff0c\u4e14\u5b58\u5728\u5927\u91cf\u566a\u58f0\u3001\u7f3a\u5931\u503c\uff0c\u5f71\u54cd\u6a21\u578b\u7cbe\u5ea6\u3002\u6b64\u5916\uff0c\u4ea7\u7ebf\u3001\u5de5\u827a\u5343\u5dee\u4e07\u522b\uff0c\u901a\u7528\u6a21\u578b\u96be\u4ee5\u76f4\u63a5\u5957\u7528\uff0c\u9700\u9488\u5bf9\u5177\u4f53\u573a\u666f\u9ad8\u6210\u672c\u5b9a\u5236\uff0c\u968f\u751f\u4ea7\u73af\u5883\u53d8\u5316\u6301\u7eed\u8fed\u4ee3\u3002\u52a0\u5f3a\u6570\u636e\u6cbb\u7406\u3001\u91c7\u7528\u8fb9\u7f18\u8ba1\u7b97\u8fdb\u884c\u672c\u5730\u5316\u63a8\u7406\uff0c\u662f\u5e94\u5bf9\u6311\u6218\u7684\u91cd\u8981\u65b9\u5411\u3002<\/p>\n

          \u4e0e\u6570\u636e\u5b89\u5168\/\u9690\u79c1\u4fdd\u62a4\u7684\u5173\u7cfb<\/strong><\/h3>\n

          AI\u7b97\u529b\u5bf9\u6570\u636e\u5b89\u5168\u7684\u6311\u6218<\/strong><\/p>\n

          AI\u7b97\u529b\uff0c\u5c24\u5176\u662f\u5927\u6a21\u578b\u8bad\u7ec3\uff0c\u5bf9\u6570\u636e\u5b89\u5168\u6784\u6210\u4e25\u5cfb\u6311\u6218\u3002\u6d77\u91cf\u8bad\u7ec3\u6570\u636e\u5305\u542b\u654f\u611f\u4fe1\u606f\uff0c\u6cc4\u9732\u98ce\u9669\u9ad8\uff1b\u6a21\u578b\u672c\u8eab\u53ef\u80fd\u906d\u53d7\u5bf9\u6297\u6027\u653b\u51fb\u3001\u6570\u636e\u6295\u6bd2\uff0c\u5bfc\u81f4\u51b3\u7b56\u88ab\u64cd\u7eb5\uff1b\u5176\u201c\u9ed1\u7bb1\u201d\u7279\u6027\u4f7f\u5b89\u5168\u5ba1\u8ba1\u4e0e\u8d23\u4efb\u8ffd\u6eaf\u56f0\u96be\u3002\u8981\u6c42\u4ece\u6280\u672f\uff08\u52a0\u5bc6\u3001\u8bbf\u95ee\u63a7\u5236\uff09\u3001\u7ba1\u7406\uff08\u5b89\u5168\u5236\u5ea6\uff09\u548c\u6cd5\u5f8b\uff08\u5b8c\u5584\u6cd5\u89c4\uff09\u591a\u5c42\u6784\u5efa\u9632\u62a4\u4f53\u7cfb\u3002<\/p>\n

          \u9690\u79c1\u8ba1\u7b97\u6280\u672f\u7684\u5e94\u7528<\/strong><\/p>\n

          \u4e3a\u5e73\u8861\u6570\u636e\u5229\u7528\u4e0e\u9690\u79c1\u4fdd\u62a4\uff0c\u9690\u79c1\u8ba1\u7b97\u6280\u672f\u6210\u4e3a\u5173\u952e\u89e3\u51b3\u65b9\u6848\u3002\u8054\u90a6\u5b66\u4e60\u652f\u6301\u591a\u65b9\u5728\u4e0d\u5171\u4eab\u539f\u59cb\u6570\u636e\u7684\u524d\u63d0\u4e0b\u534f\u540c\u8bad\u7ec3\u6a21\u578b\uff1b\u591a\u65b9\u5b89\u5168\u8ba1\u7b97\u4fdd\u969c\u5728\u5bc6\u6587\u6216\u5206\u79bb\u72b6\u6001\u4e0b\u5b8c\u6210\u8054\u5408\u8ba1\u7b97\uff1b\u5dee\u5206\u9690\u79c1\u901a\u8fc7\u6dfb\u52a0\u566a\u58f0\u4fdd\u62a4\u4e2a\u4f53\u4fe1\u606f\u3002\u8fd9\u4e9b\u6280\u672f\u5728\u533b\u7597\u3001\u91d1\u878d\u7b49\u9886\u57df\u80fd\u6709\u6548\u6253\u7834\u201c\u6570\u636e\u5b64\u5c9b\u201d\uff0c\u76ee\u524d\u4ecd\u9762\u4e34\u8ba1\u7b97\u6548\u7387\u3001\u901a\u4fe1\u5f00\u9500\u7b49\u6280\u672f\u6311\u6218\u3002<\/p>\n

          \u6570\u636e\u5b89\u5168\u4e0e\u9690\u79c1\u4fdd\u62a4\u7684\u6cd5\u5f8b\u6cd5\u89c4<\/strong><\/p>\n

          \u5168\u7403\u65e5\u76ca\u4e25\u683c\u7684\u6cd5\u5f8b\u6cd5\u89c4\u6b63\u6df1\u523b\u5f71\u54cdAI\u7b97\u529b\u7684\u5e94\u7528\u3002\u6b27\u76df\u300a\u901a\u7528\u6570\u636e\u4fdd\u62a4\u6761\u4f8b\u300b\uff08GDPR\uff09\u3001\u300a\u4eba\u5de5\u667a\u80fd\u6cd5\u6848\u300b\uff0c\u7f8e\u56fd\u300a\u52a0\u5dde\u6d88\u8d39\u8005\u9690\u79c1\u6cd5\u6848\u300b\uff08CCPA\uff09\u53ca\u4e2d\u56fd\u300a\u7f51\u7edc\u5b89\u5168\u6cd5\u300b\u3001\u300a\u6570\u636e\u5b89\u5168\u6cd5\u300b\u3001\u300a\u4e2a\u4eba\u4fe1\u606f\u4fdd\u62a4\u6cd5\u300b\u7b49\uff0c\u5171\u540c\u786e\u7acb\u4e86\u6570\u636e\u5904\u7406\u7684\u5408\u6cd5\u6027\u3001\u6b63\u5f53\u6027\u3001\u5fc5\u8981\u6027\u539f\u5219\uff0c\u8981\u6c42AI\u7cfb\u7edf\u5177\u5907\u5b89\u5168\u6027\u3001\u900f\u660e\u6027\u4e0e\u53ef\u89e3\u91ca\u6027\u3002\u5408\u89c4\u5df2\u6210\u4e3aAI\u4ea7\u54c1\u8bbe\u8ba1\u4e0e\u90e8\u7f72\u7684\u524d\u7f6e\u6761\u4ef6\u3002<\/p>\n

          \u5bf9\u5c31\u4e1a\u5e02\u573a\u548c\u793e\u4f1a\u7ecf\u6d4e\u7ed3\u6784\u7684\u6f5c\u5728\u5f71\u54cd<\/strong><\/h3>\n

          \u5c31\u4e1a\u5e02\u573a\u7684\u7ed3\u6784\u6027\u53d8\u9769<\/strong><\/p>\n

          AI\u7b97\u529b\u6b63\u5f15\u53d1\u5c31\u4e1a\u5e02\u573a\u7684\u7ed3\u6784\u6027\u53d8\u9769\u3002\u4e00\u65b9\u9762\uff0c\u81ea\u52a8\u5316\u66ff\u4ee3\u4e86\u91cd\u590d\u6027\u3001\u6d41\u7a0b\u5316\u5c97\u4f4d\uff08\u5982\u6d41\u6c34\u7ebf\u5de5\u4eba\u3001\u6570\u636e\u5f55\u5165\u5458\uff09\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u50ac\u751f\u4e86AI\u7b97\u6cd5\u5de5\u7a0b\u5e08\u3001\u6570\u636e\u79d1\u5b66\u5bb6\u7b49\u65b0\u804c\u4e1a\u3002\u5bfc\u81f4\u52b3\u52a8\u529b\u5e02\u573a\u5206\u5316\u52a0\u5267\uff0c\u9ad8\u6280\u80fd\u8005\u673a\u4f1a\u589e\u591a\uff0c\u4f4e\u6280\u80fd\u8005\u9762\u4e34\u5931\u4e1a\u98ce\u9669\uff0c\u53ef\u80fd\u52a0\u5267\u6536\u5165\u4e0d\u5e73\u7b49\uff0c\u9700\u901a\u8fc7\u804c\u4e1a\u6559\u80b2\u548c\u7ec8\u8eab\u5b66\u4e60\u4f53\u7cfb\u6765\u5e94\u5bf9\u3002<\/p>\n

          \u65b0\u5174\u804c\u4e1a\u4e0e\u6280\u80fd\u9700\u6c42<\/strong><\/p>\n

          AI\u53d1\u5c55\u50ac\u751f\u4e86\u5982\u201c\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u5e94\u7528\u5458\u201d\u7b49\u65b0\u804c\u4e1a\u3002\u4e16\u754c\u7ecf\u6d4e\u8bba\u575b\u9884\u6d4b\uff0c\u52302030\u5e74AI\u5c06\u521b\u90201100\u4e07\u65b0\u5c97\u4f4d\uff0c\u540c\u65f6\u53d6\u4ee3900\u4e07\u4e2a\u3002\u589e\u957f\u6700\u5feb\u7684\u804c\u4e1a\u5305\u62ecAI\/\u673a\u5668\u5b66\u4e60\u4e13\u5bb6\u3001\u5927\u6570\u636e\u4e13\u5bb6\u7b49\u3002\u65b0\u5c97\u4f4d\u8981\u6c42\u52b3\u52a8\u8005\u5177\u5907\u624e\u5b9e\u7684STEM\u57fa\u7840\u3001\u8de8\u5b66\u79d1\u878d\u5408\u80fd\u529b\uff08\u5982AI+\u533b\u7597\uff09\u3001\u6301\u7eed\u5b66\u4e60\u80fd\u529b\u53ca\u5bf9AI\u4f26\u7406\u7684\u7406\u89e3\uff0c\u5bf9\u6559\u80b2\u4f53\u7cfb\u6539\u9769\u63d0\u51fa\u65b0\u8981\u6c42\u3002<\/p>\n

          \u793e\u4f1a\u7ecf\u6d4e\u7ed3\u6784\u7684\u8f6c\u578b\u4e0e\u5347\u7ea7<\/strong><\/p>\n

          AI\u7b97\u529b\u6b63\u63a8\u52a8\u793e\u4f1a\u7ecf\u6d4e\u7ed3\u6784\u7684\u6df1\u523b\u8f6c\u578b\u3002\u4f5c\u4e3a\u65b0\u751f\u4ea7\u529b\uff0c\u9a71\u52a8\u4f20\u7edf\u4ea7\u4e1a\uff08\u5236\u9020\u3001\u519c\u4e1a\u3001\u670d\u52a1\uff09\u667a\u80fd\u5316\u5347\u7ea7\uff0c\u91cd\u5851\u4ef7\u503c\u94fe\u3002\u540c\u65f6\uff0c\u50ac\u751f\u4e86AI\u82af\u7247\u3001AI\u670d\u52a1\u7b49\u65b0\u5174\u4ea7\u4e1a\u751f\u6001\uff0c\u4e0e5G\u3001\u7269\u8054\u7f51\u7b49\u6280\u672f\u878d\u5408\uff0c\u6210\u4e3a\u7ecf\u6d4e\u589e\u957f\u65b0\u5f15\u64ce\u3002\u6b64\u5916\uff0cAI\u901a\u8fc7\u4f18\u5316\u8d44\u6e90\u914d\u7f6e\uff08\u5982\u667a\u80fd\u4ea4\u901a\u3001\u80fd\u6e90\u8c03\u5ea6\uff09\uff0c\u63d0\u5347\u793e\u4f1a\u6574\u4f53\u8fd0\u884c\u6548\u7387\uff0c\u63a8\u52a8\u793e\u4f1a\u5411\u66f4\u667a\u80fd\u3001\u53ef\u6301\u7eed\u7684\u65b9\u5411\u53d1\u5c55\u3002<\/p>","protected":false},"excerpt":{"rendered":"

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