{"id":82293,"date":"2024-07-16T09:00:00","date_gmt":"2024-07-16T01:00:00","guid":{"rendered":"https:\/\/blog.trendmicro.com.tw\/?p=82293"},"modified":"2024-07-10T14:51:56","modified_gmt":"2024-07-10T06:51:56","slug":"ai-pc-%e6%99%82%e4%bb%a3%e5%a6%82%e4%bd%95%e4%bf%9d%e8%ad%b7-ai-%e6%a8%a1%e5%9e%8b%e4%b8%8d%e8%a2%ab%e6%83%a1%e6%84%8f%e7%af%a1%e6%94%b9","status":"publish","type":"post","link":"https:\/\/blog.trendmicro.com.tw\/?p=82293","title":{"rendered":"AI PC \u6642\u4ee3,\u5982\u4f55\u4fdd\u8b77 AI \u6a21\u578b\u4e0d\u88ab\u60e1\u610f\u7be1\u6539?"},"content":{"rendered":"\n
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\u672c\u6587\u8a0e\u8ad6\u6b63\u78ba\u5075\u6e2c\u4e26\u9069\u7576\u4fdd\u8b77 AI \u6a21\u578b\u6a94\u6848\u53ca\u76f8\u95dc\u8cc7\u7522 \uff08\u4f8b\u5982\u300c\u6a19\u7c64-labels\u300d\uff09 \u4ee5\u9632\u6b62\u906d\u5230\u60e1\u610f\u7be1\u6539\u6216\u975e\u9810\u671f\u8b8a\u66f4\u7684\u91cd\u8981\u6027<\/p>\n<\/blockquote>\n\n\n\n

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\"AI<\/a><\/figure>\n\n\n\n
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AI \u500b\u4eba\u96fb\u8166 (PC)<\/a> \u662f\u4e00\u7a2e\u540c\u6642\u5177\u5099\u4e2d\u592e\u8655\u7406\u55ae\u5143 (CPU)\u3001\u7e6a\u5716\u8655\u7406\u55ae\u5143 (GPU) \u4ee5\u53ca\u795e\u7d93\u8655\u7406\u55ae\u5143 (GPU) \u7684\u96fb\u8166\uff0c\u5176\u4e2d\u65b0\u589e\u7684 NPU \u53ef\u63d0\u5347 PC \u7684\u80fd\u529b\uff0c\u8b93 AI \u61c9\u7528\u7a0b\u5f0f\u9ad8\u6548\u7387\u5730\u5728\u672c\u5730\u7aef\u57f7\u884c\uff0c\u9664\u4e86\u53ef\u4ee5\u4e0d\u9808\u96a8\u6642\u9023\u4e0a\u7db2\u969b\u7db2\u8def\u4e4b\u5916\uff0c\u540c\u6642\u4e5f\u907f\u514d\u6389\u96f2\u7aef\u670d\u52d9\u8207\u96f2\u7aef AI \u89e3\u6c7a\u65b9\u6848\u5929\u751f\u7684\u96b1\u79c1\u6b0a\u7591\u616e\u3002<\/p>\n\n\n\n

\u672c\u5730\u7aef AI \u6a21\u578b\u53ef\u4ee5\u8b93 AI \u6a21\u578b\u91dd\u5c0d\u7279\u5b9a\u61c9\u7528\u800c\u5ba2\u88fd\u5316\uff0c\u4e26\u8207\u5de5\u4f5c\u6d41\u7a0b\u6574\u5408\u3002\u6b64\u5916\uff0c\u672c\u5730\u7aef AI \u6a21\u578b\u4e5f\u8b93\u7db2\u9801\u5f0f\u6216\u6df7\u5408\u5f0f\u61c9\u7528\u7a0b\u5f0f\u80fd\u5c07\u4e00\u90e8\u4efd\u7684\u904b\u7b97\u4fdd\u7559\u5728\u672c\u6a5f\u4e0a\u57f7\u884c\u3002\u76f8\u8f03\u65bc\u5b8c\u5168\u4ef0\u8cf4\u7dda\u4e0a\u6216\u7db2\u9801\u5f0f\u670d\u52d9\uff0c\u9019\u9ebc\u505a\u53ef\u7bc0\u7701\u61c9\u7528\u7a0b\u5f0f\u6216\u670d\u52d9\u4f9b\u61c9\u5546\u7684\u5132\u5b58\u7a7a\u9593\u8207\u904b\u7b97\u6210\u672c\u3002<\/p>\n\n\n\n

AI \u6a21\u578b\u6709\u591a\u7a2e\u4e0d\u540c\u683c\u5f0f\uff0c\u6700\u6d41\u884c\u7684\u6709\uff1aOpen Neural Network Exchange (ONNX)<\/a> \u3001PyTorch<\/a> \u3001Keras<\/a> \u53ca Tensorflow<\/a>\u3002\u672c\u6587\u4e3b\u8981\u8a0e\u8ad6 ONNX \u683c\u5f0f\uff0c\u9019\u662f\u76ee\u524d\u6700\u5e38\u898b\u7684 AI \u6a21\u578b\u683c\u5f0f\uff0c\u56e0\u70ba\u5b83\u5c6c\u65bc\u958b\u653e\u6a19\u6e96\uff0c\u4e26\u4e14\u7372\u5f97\u4e86\u8a31\u591a\u6a5f\u69cb\u7684\u652f\u6301\uff0c\u5305\u62ec\uff1aLinux Foundation\u3001Microsoft \u4ee5\u53ca\u591a\u5bb6\u4e3b\u8981 AI \u5ee0\u5546\u3002\u6b63\u56e0\u70ba\u9019\u6a23\uff0c\u6240\u4ee5 ONNX AI \u6a21\u578b\u53ef\u76f4\u63a5\u5728\u5f88\u591a\u4e0d\u540c\u7684\u8edf\u9ad4\u8207\u786c\u9ad4\u5e73\u53f0\u4e0a\u4f7f\u7528\u3002Microsoft \u5728\u6700\u8fd1\u525b\u7d50\u675f\u7684 Microsoft Build \u7814\u8a0e\u6703\u4e0a\u4e00\u518d\u63d0\u5230\u4e86 ONNX\uff0c\u4e0d\u610f\u5916\u5730\uff0c\u672a\u4f86 Copilot+ AI PC \u642d\u8f09\u7684 Phi-3-mini\u5c0f\u578b\u8a9e\u8a00\u6a21\u578b (SLM) \u4e5f\u5c07\u63a1\u7528  ONNX \u683c\u5f0f<\/a>\u3002<\/p>\n\n\n\n\n\n\n\n

\u4e00\u500b ONNX \u6a21\u578b\u662f\u7531\u4e00\u500b\u542b\u6709\u7bc0\u9ede\u8207\u521d\u59cb\u5316\u5668 (\u78ba\u5207\u4f86\u8aaa\u5c31\u662f\u6a21\u578b\u7684\u6b0a\u91cd [weight] \u8207\u504f\u5dee\u503c [bias]) \u7684\u5716\u5f62\uff0c\u518d\u52a0\u4e0a\u6d41\u7a0b\u63a7\u5236\u5143\u7d20\u6240\u69cb\u6210\u3002\u5716\u5f62\u4e2d\u7684\u6bcf\u500b\u7bc0\u9ede\u90fd\u5305\u542b\u4e86\u8f38\u5165\u3001\u8f38\u51fa\u3001ONNX \u904b\u7b97\u5b50 (\u5b9a\u7fa9\u6210\u4e00\u500b opset \u904b\u7b97\u5b50\u96c6\u5408)\uff0c\u4ee5\u53ca\u4e00\u4e9b\u5c6c\u6027 (\u904b\u7b97\u5b50\u7684\u56fa\u5b9a\u53c3\u6578)\u3002\u9664\u6b64\u4e4b\u5916\uff0cONNX \u6a21\u578b\u9084\u5305\u542b\u4e86 Metadata\uff0c\u7528\u4f86\u63d0\u4f9b\u6709\u95dc\u6a21\u578b\u7684\u53c3\u8003\u8cc7\u8a0a\uff0c\u4f46 Metadata \u5c0d\u6a21\u578b\u7684\u904b\u4f5c\u4f86\u8aaa\u4e26\u975e\u5f37\u5236\u6027\u3002<\/p>\n\n\n\n

\u8209\u4f8b\u4f86\u8aaa\uff0c\u7d93\u5e38\u88ab\u7528\u65bc\u7269\u4ef6\u5075\u6e2c\u53ca\u5f71\u50cf\u5206\u5272\u7684\u71b1\u9580 Ultralytics YOLOv8<\/a> \u6a21\u578b\u4fbf\u4f7f\u7528\u4e86\u4e00\u4e9b Metadata \u4f86\u5217\u51fa\u5176\u53ef\u5075\u6e2c\u7684\u7269\u4ef6\u7a2e\u985e (\u5982\u5716 1 \u6240\u793a )\u3002\u4e0d\u904e\u8a72\u6a21\u578b\u7684\u5be6\u969b\u8f38\u51fa\u662f\u4e00\u500b 1x84x8400 \u7684\u77e9\u9663\uff0c\u7a0b\u5f0f\u8a2d\u8a08\u5e2b\u5fc5\u9808\u5c07\u77e9\u9663\u5c0d\u61c9\u5230 Metadata \u4e2d\u7684\u76f8\u95dc\u6a19\u7c64\u624d\u80fd\u6b63\u78ba\u89e3\u8b80\u8f38\u51fa\u7d50\u679c\u3002<\/p>\n\n\n\n

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\"\"<\/a>
\u5716 1\uff1aYOLOv8 \u53ef\u5075\u6e2c\u7684 80 \u7a2e\u7269\u4ef6\u3002
\u8a3b\uff1aMetadata \u50c5\u4f5c\u70ba\u53c3\u8003\uff0c\u4e26\u975e\u5f37\u5236\u6027\u3002<\/em><\/figcaption><\/figure>\n\n\n\n
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\u5728 AI PC \u6216\u5176\u4ed6\u88dd\u7f6e\u4e0a\u90e8\u7f72 AI \u6a21\u578b\u6642 (\u5c24\u5176\u662f ONNX \u6a21\u578b) \u6703\u727d\u6d89\u5230\u5169\u500b\u91cd\u8981\u5c64\u9762\uff1a\u6a21\u578b\u6a94\u6848\u672c\u8eab\uff0c\u4ee5\u53ca\u8655\u7406\u6a21\u578b\u8f38\u5165\u548c\u8f38\u51fa\u7684\u908f\u8f2f\u3002\u5728\u78ba\u4fdd\u6a21\u578b\u7684\u5b8c\u6574\u6027\u6642\uff0c\u5169\u8005\u90fd\u5fc5\u9808\u52a0\u4ee5\u6aa2\u9a57\u3002<\/strong>\u63a5\u8457\u8b93<\/strong>\u6211\u5011\u4f86\u770b\u770b Windows Machine Learning \u6240\u63d0\u4f9b\u7684  SqueezeNet Object Detection<\/a> \u7bc4\u4f8b\u3002<\/p>\n\n\n\n

\u9996\u5148\uff0c\u6211\u5011\u5fc5\u9808\u6aa2\u67e5\u6a21\u578b\u6a94\u6848\u7684\u5b8c\u6574\u6027\u4ee5\u78ba\u4fdd\u6c92\u6709\u88ab\u4fee\u6539\u904e\u3002\u56e0\u70ba\u4efb\u4f55\u4fee\u6539\u90fd\u53ef\u80fd\u5c0e\u81f4\u8f38\u51fa\u4e0d\u6b63\u78ba (\u5982\u5716 2 \u548c\u5716 3 \u6240\u793a)\uff0c\u5149\u662f\u4fee\u6539\u4e00\u500b\u504f\u5dee\u503c\u5c31\u6703\u5927\u5927\u5f71\u97ff\u6a21\u578b\u7684\u9810\u6e2c\u7d50\u679c\u3002\u5728\u672c\u7bc4\u4f8b\u4e2d\uff0c\u88ab\u6c59\u67d3\u7684 AI \u6a21\u578b\u6bcf\u6b21\u8f38\u51fa\u7684\u7b54\u6848\u90fd\u662f\u300c\u91d1\u9b5a\u300d\uff0c\u7121\u8ad6\u7167\u7247\u4e2d\u7684\u52d5\u7269\u662f\u4ec0\u9ebc\u3002<\/p>\n\n\n\n

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\"\"<\/a>
\u5716 2\uff1a\u4fee\u6539\u4e00\u500b\u504f\u5dee\u503c\u5c31\u53ef\u80fd\u5c0d\u6a21\u578b\u7684\u53cd\u61c9\u9020\u6210\u5de8\u5927\u5f71\u97ff\u3002<\/figcaption><\/figure>\n\n\n\n


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\"\"<\/a>
\u5716 3\uff1a\u88ab\u4fee\u6539\u5f8c\u7684\u6a21\u578b\u6703\u5c07\u5c0f\u718a\u8c93 (red panda) \u8fa8\u8b58\u6210\u91d1\u9b5a\u3002<\/figcaption><\/figure>\n\n\n\n


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\u5176\u6b21\uff0c\u6211\u5011\u5fc5\u9808\u6aa2\u9a57\u6a21\u578b\u8f38\u5165\u8207\u8f38\u51fa\u7684\u8655\u7406\u908f\u8f2f\u3002SqueezeNet \u7684\u7bc4\u4f8b\u4f7f\u7528\u4e86\u4e00\u500b\u6587\u5b57\u6a94\u6848\u4f86\u5b58\u653e\u52d5\u7269\u7684\u6a19\u7c64\u3002\u5982\u679c\u9019\u500b\u6a94\u6848\u906d\u5230\u7be1\u6539\uff0c\u90a3\u9ebc\u8f38\u51fa\u5c31\u53ef\u80fd\u8b8a\u6210\u4efb\u610f\u6587\u5b57 (\u5982\u5716 4 \u6240\u793a)\u3002<\/p>\n\n\n\n

\"\"<\/a>
\u5716 4\uff1a\u6a19\u7c64\u6a94\u6848\u88ab\u7be1\u6539\u4e4b\u5f8c\u7684\u8f38\u51fa\u3002<\/figcaption><\/figure>\n\n\n\n


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\u9019\u6703\u9020\u6210\u4ec0\u9ebc\u5f8c\u679c\uff1f\u5047\u4f7f AI \u61c9\u7528\u7a0b\u5f0f\u7121\u6cd5\u6b63\u78ba\u8fa8\u8a8d\u52d5\u7269\uff0c\u6216\u662f\u6a19\u7c64\u906d\u5230\u4efb\u610f\u7684\u7be1\u6539\uff0c\u90a3\u9ebc\u6700\u7cdf\u7684\u60c5\u6cc1\u6703\u662f\u4ec0\u9ebc\uff1f\u9019\u7b54\u6848\u9700\u8996\u61c9\u7528\u60c5\u5883\u800c\u5b9a\u3002\u7531\u65bc AI \u6b63\u9010\u6f38\u88ab\u6574\u5408\u5230\u5404\u7a2e\u88dd\u7f6e\u3001\u6280\u8853\u8207\u6d41\u7a0b\u7576\u4e2d\uff0c\u56e0\u6b64\u6a21\u578b\u906d\u5230\u6c59\u67d3\u7684\u885d\u64ca\uff0c\u5c07\u8996\u4f7f\u7528 AI \u6a21\u578b\u7684\u61c9\u7528\u60c5\u5883\u800c\u5b9a\u3002<\/p>\n\n\n\n

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\u53e6\u4e00\u500b\u4f8b\u5b50\u662f\u4fdd\u5168\u76e3\u8996\u651d\u5f71\u6a5f\u7684\u7269\u4ef6\u5075\u6e2c\u529f\u80fd\u3002\u70ba\u4e86\u7bc0\u7701\u5132\u5b58\u7a7a\u9593\uff0c\u4eca\u65e5\u7684\u76e3\u8996\u651d\u5f71\u6a5f\u90fd\u63d0\u4f9b\u4e00\u500b\u9078\u9805\u53ef\u4ee5\u5728\u5075\u6e2c\u5230\u756b\u9762\u5167\u6709\u4efb\u4f55\u6d3b\u52d5\u6216\u7269\u9ad4\u6642\u624d\u958b\u59cb\u9304\u5f71\u3002\u5982\u679c\u8ca0\u8cac\u5075\u6e2c\u6d3b\u52d5\u548c\u7269\u9ad4\u7684 AI \u906d\u5230\u6c59\u67d3\uff0c\u4f8b\u5982 AI \u5c07\u7aca\u8cca\u8aa4\u8a8d\u70ba\u91d1\u9b5a\uff0c\u90a3\u5b83\u5c31\u4e0d\u6703\u555f\u52d5\u9304\u5f71\uff0c\u9019\u6a23\u4e00\u4f86\u5c07\u5f62\u6210\u5b89\u5168\u6f0f\u6d1e\u3002<\/p>\n\n\n\n

\u985e\u4f3c\u9019\u6a23\u7684\u60c5\u5883\u7a81\u986f\u51fa\u6b63\u78ba\u5075\u6e2c\u4e26\u9069\u7576\u4fdd\u8b77 AI \u6a21\u578b\u6a94\u6848\u53ca\u76f8\u95dc\u8cc7\u7522 (\u5982\u6a19\u7c64) \u4ee5\u9632\u6b62\u906d\u5230\u60e1\u610f\u7be1\u6539\u6216\u975e\u9810\u671f\u8b8a\u66f4\u7684\u5fc5\u8981\u3002\u76ee\u524d\u5df2\u6709\u4e00\u4e9b\u5e38\u898b\u7684\u4f5c\u6cd5\u53ef\u4ee5\u4fdd\u8b77\u6a21\u578b\u4ee5\u53ca\u8f38\u5165\/\u8f38\u51fa\u908f\u8f2f\u3002\u70ba\u4e86\u78ba\u4fdd\u6a21\u578b\u7684\u5b8c\u6574\u6027\uff0c\u6211\u5011\u53ef\u4f7f\u7528 sigstore<\/a> \u4f86\u7c3d\u7f72\u53ca\u9a57\u8b49\u6a21\u578b\uff0c\u6216\u8005\u6aa2\u67e5\u6a21\u578b\u7684\u96dc\u6e4a\u78bc\u3002\u81f3\u65bc\u8f38\u5165\/\u8f38\u51fa\u908f\u8f2f\uff0c\u7a0b\u5f0f\u8a2d\u8a08\u5e2b\u5728\u4f7f\u7528\u4e4b\u524d\u52d9\u5fc5\u5148\u6aa2\u67e5\u5176\u5916\u90e8\u6a94\u6848\u3002<\/p>\n\n\n\n

\u5118\u7ba1\u901a\u7528 Windows \u5e73\u53f0 (UWP) \u61c9\u7528\u7a0b\u5f0f\u8207 Windows Store \u61c9\u7528\u7a0b\u5f0f\u6703\u5b89\u88dd\u5728\u53d7\u4fdd\u8b77\u76ee\u9304\u4e2d (C:\\Program Files\\WindowsApps<\/em>)\uff0c\u800c\u4e14\u9700\u8981\u7279\u6b8a\u7684\u6b0a\u9650\u624d\u80fd\u52a0\u4ee5\u4fee\u6539\uff0c\u4f46\u984d\u5916\u7684\u9632\u8b77\u63aa\u65bd\u4ecd\u6709\u5176\u6548\u76ca\u3002\u8da8\u52e2\u79d1\u6280\u7684 AI \u61c9\u7528\u7a0b\u5f0f\u9632\u8b77\u63d0\u4f9b\u4e86\u4e00\u5c64\u984d\u5916\u7684\u9632\u8b77\u4f86\u9632\u6b62 AI \u6a21\u578b\u906d\u5230\u60e1\u610f\u7be1\u6539\uff0c\u80fd\u5728 AI PC \u6642\u4ee3\u4fdd\u969c AI \u8cc7\u7522\u7684\u5b8c\u6574\u6027\u3002<\/p>\n\n\n\n

\u6839\u64da  Andrew Ng<\/a> \u5728\u7f8e\u570b\u7b2c\u516b\u5c46\u53c3\u8b70\u9662 AI \u8ad6\u58c7 (Eighth Bipartisan Senate Forum on Artificial Intelligence) \u4e0a\u6240\u8aaa\uff0cAI \u73fe\u5df2\u6210\u70ba\u4e00\u7a2e\u901a\u7528\u6280\u8853\uff0c\u56e0\u6b64\u6211\u5011\u61c9\u8a72\u5c07 AI \u8cc7\u7522 (\u4e0d\u8ad6\u5728\u672c\u6a5f\u4e0a\u6216\u5728\u96f2\u7aef\u670d\u52d9\u4e0a) \u8996\u70ba\u9700\u8981\u53d7\u5230\u4fdd\u8b77\u7684\u91cd\u8981\u5143\u7d20\uff0c\u9019\u4e9b\u5143\u7d20\u4e00\u65e6\u767c\u751f\u554f\u984c\uff0c\u5c07\u5c0e\u81f4\u904b\u4f5c\u4e2d\u65b7\u6216\u975e\u9810\u671f\u7684\u5f8c\u679c\u3002\u96a8\u8457 Microsoft \u958b\u555f\u5927\u9580\u8b93\u7368\u7acb\u8edf\u9ad4\u5ee0\u5546 (ISV) \u80fd\u5728\u5176\u6700\u65b0\u7684 Copilot+ AI PC \u4e0a\u4f7f\u7528\u672c\u5730\u7aef AI \u6a21\u578b\u4f86\u958b\u767c\u61c9\u7528\u7a0b\u5f0f\uff0c\u5b89\u88dd\u4e00\u5957\u53ef\u5075\u6e2c\u4e26\u5f37\u5316\u672c\u5730\u7aef AI \u8cc7\u7522\u5b89\u5168\u7684\u7522\u54c1\uff0c\u662f\u4fdd\u8b77 AI \u7684\u4e00\u500b\u91cd\u8981\u6b65\u9a5f\u3002<\/p>\n\n\n\n

<\/div>\n\n\n\n

\u539f\u6587\u51fa\u8655\uff1aAI PC \u6642\u4ee3\u5982\u4f55\u4fdd\u8b77 AI \u6a21\u578b\u4ee5\u9632\u6b62\u906d\u5230\u60e1\u610f\u7be1\u6539<\/a>
\u4f5c\u8005\uff1aRyan Flores\u3001Philippe Lin \u8207 Roel Reyes<\/em><\/p>\n\n\n\n

<\/div>\n\n\n\n\"IG\" \u8da8\u52e2\u79d1\u6280\u4e0d\u53ea\u662f\u7db2\u8def\u5b89\u5168\u5b88\u8b77\u8005,\u9084\u63d0\u4f9b\u5404\u7a2e\u5be6\u75283C\u51b7\u77e5\u8b58\u8ffd\u8e64\u6211\u5011\u7684IG \u5e33\u865f<\/a>\u770b\u66f4\u591a\u8b93\u4f60\u6578\u4f4d\u751f\u6d3b\u66f4\u4fbf\u5229\u3001\u66f4\u5b89\u5168\u7684\u8cbc\u6587 ☺️ <\/a>\n\n
<\/div>\n\n\n

⭕️ \u8a02\u95b1\u8cc7\u5b89\u8da8\u52e2\u96fb\u5b50\u5831,\u5404\u7a2e\u5be6\u7528\u6578\u4f4d\u7955\u6280\u8b93\u4f60\u6578\u4f4d\u751f\u6d3b\u66f4\u4fbf\u5229;\u96a8\u6642\u638c\u63e1\u8cc7\u5b89\u8b66\u8a0a\u8b93\u4f60\u5b89\u5148\u60a0\u904a\u7db2\u8def<\/p>\n\n

<\/p>

\n\n\n<\/form><\/div>\n<\/div><\/div>\n\n
<\/div>\n\n\n

✅\u9632\u6bd2\u9632\u8a50✅\u5b88\u8b77\u5e33\u5bc6✅VPN\u5b89\u5fc3\u4e32\u6d41✅\u963b\u7d55\u60e1\u610f✅\u5b89\u5fc3\u8766\u62da
PC-cillin \u8b93\u4f60\u7684\u300e\u6307\u6307\u9ede\u9ede\u300f\u53ef\u4ee5\u958b\u5fc3\u53c8\u5b89\u5fc3\u9ede\uff01

\n

\u8da8\u52e2\u79d1\u6280PC-cillin\u96f2\u7aef\u7248<\/a> \u642d\u8f09\u6df1\u5ea6\u5b78\u7fd2AI\u5f15\u64ce\uff0c\u4e0d\u50c5\u53ef\u4ee5\u4e00\u6b21\u5075\u6e2c\u591a\u7a2e\u75c5\u6bd2\u3001\u7db2\u8def\u5a01\u8105\uff0c\u9084\u53ef\u5373\u6642\u5c01\u9396\u7570\u5e38\u884c\u70ba\uff0c\u4fdd\u8b77\u96fb\u8166\u548c\u884c\u52d5\u88dd\u7f6e\u5b89\u5168\uff0c\u8b93\u4f60\u514d\u53d7\u8b8a\u5316\u83ab\u6e2c\u7684\u8a50\u9a19\u624b\u6cd5\u4e4b\u64fe\uff0c\u5b89\u5fc3\u4eab\u53d7\u7db2\u8def\u751f\u6d3b\u3002<\/p>\n

\u3010\u4e00\u4e0b\u6307\u5c31\u6389\u5165\u8a50\u9a19\u9677\u9631\uff1fPC-cillin\u8b93\u4f60\u5b89\u5fc3\u9ede \u3011PC-cillin\u4e0d\u53ea\u9632\u6bd2\u4e5f\u9632\u8a50\u9a19 \u2713\u624b\u6a5f\u2713\u96fb\u8166\u2713\u5e73\u677f\uff0c\u8de8\u5e73\u53f0\u9632\u8b77\uff13\u5230\u4f4d\u2794 \u300b\u5373\u523b\u514d\u8cbb\u4e0b\u8f09\u8a66\u7528<\/a><\/p>\n\n\n

\"\"<\/a><\/figure>\n\n\n\n
<\/div>\n\n
<\/div>\n\n\"FB\"<\/a>\n\n\"IG\"<\/a>\n\n\"Youtube\"<\/a>\n\n \"LINE\"<\/a>\n\n \"\u5b98\u7db2\"<\/a>\n
<\/div>\n","protected":false},"excerpt":{"rendered":"

\u672c\u6587\u8a0e\u8ad6\u6b63\u78ba\u5075\u6e2c\u4e26\u9069\u7576\u4fdd\u8b77 AI \u6a21\u578b\u6a94\u6848\u53ca\u76f8\u95dc\u8cc7\u7522 \uff08\u4f8b\u5982\u300c\u6a19\u7c64-labels\u300d\uff09 \u4ee5\u9632\u6b62\u906d\u5230\u60e1\u610f\u7be1\u6539\u6216\u975e\u9810 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_wpscppro_dont_share_socialmedia":false,"_wpscppro_custom_social_share_image":0,"_facebook_share_type":"default","_twitter_share_type":"default","_linkedin_share_type":"default","_pinterest_share_type":"default","_linkedin_share_type_page":"","_instagram_share_type":"default","_medium_share_type":"","_threads_share_type":"","_google_business_share_type":"","_selected_social_profile":[],"_wpsp_enable_custom_social_template":false,"_wpsp_social_scheduling":{"enabled":false,"datetime":null,"platforms":[],"status":"template_only","dateOption":"today","timeOption":"now","customDays":"","customHours":"","customDate":"","customTime":"","schedulingType":"absolute"},"_wpsp_active_default_template":true},"categories":[3181,5748,5322],"tags":[5749],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/posts\/82293"}],"collection":[{"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=82293"}],"version-history":[{"count":3,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/posts\/82293\/revisions"}],"predecessor-version":[{"id":82301,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/posts\/82293\/revisions\/82301"}],"wp:attachment":[{"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=82293"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=82293"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=82293"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}