{"id":8238,"date":"2025-02-07T11:20:33","date_gmt":"2025-02-07T03:20:33","guid":{"rendered":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=8238"},"modified":"2025-02-10T11:23:12","modified_gmt":"2025-02-10T03:23:12","slug":"%e7%94%a8ai%e7%a0%b4%e8%a7%a3ai%e5%b9%bb%e8%a6%ba%ef%bc%81%e9%bb%83%e4%bb%81%e5%8b%b3%e4%b9%9f%e9%87%8d%e8%a6%96%e7%9a%84%e3%80%8c%e5%8f%af%e8%a7%a3%e9%87%8b%e6%80%a7ai%e3%80%8d%e6%98%af%e4%bb%80","status":"publish","type":"post","link":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=8238","title":{"rendered":"\u7528AI\u7834\u89e3AI\u5e7b\u89ba\uff01\u9ec3\u4ec1\u52f3\u4e5f\u91cd\u8996\u7684\u300c\u53ef\u89e3\u91cb\u6027AI\u300d\u662f\u4ec0\u9ebc\uff1f"},"content":{"rendered":"\n

2025-02-07 |AI\u8207\u5927\u6578\u64da<\/p>\n\n\n\n

2024\u5e74\u63a1\u7528AI\u8edf\u9ad4\u3001\u5de5\u5177\u548c\u5e73\u53f0\uff08\u5305\u62ec\u751f\u6210\u5f0fAI\uff09\u7684\u516c\u53f8\u6578\u91cf\u51fa\u73fe\u5927\u5e45\u589e\u52a0\uff0c\u4f46\u4e5f\u4f34\u96a8\u8457\u8a31\u591a\u64f4\u5c55AI\u6280\u8853\u5c1a\u672a\u300c\u5145\u5206\u6e96\u5099\u597d\u300d\u7684\u64d4\u6182\u3002<\/p>\n\n\n\n

\u751f\u6210\u5f0fAI \u6a21\u578b\u57282025\u62c9\u65af\u7dad\u52a0\u65af\u6d88\u8cbb\u96fb\u5b50\u5c55\uff08CES\uff09\u5927\u653e\u7570\u5f69\uff0c\u53ef\u898bAI\u6a21\u578b\u5c0d\u65bc\u79d1\u6280\u696d\u4f86\u8aaa\u65e5\u76ca\u91cd\u8981\u3002\u96a8\u8457\u5404\u5bb6\u516c\u53f8\u4e0d\u65b7\u63a2\u7d22AI\u7684\u6f5b\u529b\uff0cAI\u7cfb\u7d71\u7684\u53ef\u89e3\u91cb\u6027\u53ca\u5c0dAI\u7cfb\u7d71\u7684\u4fe1\u4efb\uff0c\u5c07\u662fAI\u63a1\u7528\u8207\u8ca0\u8cac\u4efb\u4f7f\u7528\u7684\u95dc\u9375\u63a8\u624b\u3002AI\u7cfb\u7d71\u96d6\u7136\u529f\u80fd\u5f37\u5927\uff0c\u4f46\u5f80\u5f80\u50cf\u662f\u300c\u9ed1\u76d2\u5b50\u300d\u4e00\u6a23\uff0c\u62ab\u8457\u795e\u7955\u7684\u9762\u7d17\u3002<\/p>\n\n\n\n

\u8a31\u591aAI\u6280\u8853\u5275\u65b0\u8005\u65e9\u5c31\u5728\u95dc\u6ce8\u300c\u4fe1\u4efb\u300d\u9019\u500b\u8a71\u984c\uff0c\u8f1d\u9054\uff08NVIDIA\uff09\u57f7\u884c\u9577\u9ec3\u4ec1\u52f3\u5c31\u662f\u4f8b\u5b50\u3002\u4ed6\u57282024\u5e743\u6708\u53f2\u4e39\u4f5b\u7d93\u6fdf\u653f\u7b56\u7814\u7a76\u6240\u8209\u884c\u7684AI\u6703\u8b70\u4e0a\u6307\u51fa\uff0c\u5efa\u7acb\u5c0dAI\u7cfb\u7d71\u7684\u4fe1\u4efb\uff0c\u95dc\u9375\u5728\u65bc\u900f\u660e\u5ea6\u8207\u660e\u78ba\u7684\u6307\u6a19\u3002<\/p>\n\n\n\n

\u4ed6\u4e5f\u7279\u5225\u5f37\u8abf\u9818\u5c0e\u5c64\u6c7a\u7b56\u900f\u660e\u5ea6\uff0c\u5718\u968a\u5171\u540c\u4f7f\u547d\uff0c\u4ee5\u53ca\u900f\u904e\u6e05\u695a\u6e9d\u901a\u589e\u9032\u4fe1\u5fc3\u7684\u91cd\u8981\u6027\u3002\u9019\u4e5f\u9069\u7528\u65bc\u5982\u4f55\u8ca0\u8cac\u4efb\u5730\u958b\u767c\u548c\u63a1\u7528AI\uff0c\u78ba\u4fdd\u5404\u500bAI\u61c9\u7528\u90fd\u80fd\u7372\u5f97\u4fe1\u4efb\u3002<\/p>\n\n\n\n

\u4eba\u5de5\u667a\u6167\u6709\u8457\u5927\u5e45\u589e\u52a0\u7d93\u6fdf\u751f\u7522\u529b\uff0c\u4e26\u5728\u5168\u4e16\u754c\u63a8\u52d5\u6b63\u9762\u793e\u6703\u6539\u9769\u7684\u6f5b\u529b\u3002\u56e0\u6b642024\u5e74\u63a1\u7528AI\u8edf\u9ad4\u3001\u5de5\u5177\u548c\u5e73\u53f0\uff08\u5305\u62ec\u751f\u6210\u5f0fAI\uff09\u7684\u516c\u53f8\u6578\u91cf\u51fa\u73fe\u5927\u5e45\u589e\u52a0\u4e26\u4e0d\u4ee4\u4eba\u611f\u5230\u610f\u5916\u3002\u4f46\u4e5f\u4f34\u96a8\u8457\u8a31\u591a\u64d4\u6182\u3002\u6839\u64da\u9ea5\u80af\u932b\u7814\u7a76\uff0c91\uff05\u7684\u53d7\u8a2a\u8005\u8a8d\u70ba\u4ed6\u5011\u7684\u7d44\u7e54\u5c0d\u65bc\u5b89\u5168\u548c\u8ca0\u8cac\u4efb\u5730\u843d\u5be6\u8207\u64f4\u5c55AI\u6280\u8853\u5c1a\u672a\u300c\u5145\u5206\u6e96\u5099\u597d\u300d\u3002<\/p>\n\n\n\n

\u53ef\u89e3\u91cb\u6027AI\u2500\u2500\u7834\u9664\u8907\u96dc\u7684AI\u7b97\u6cd5\uff0c\u589e\u9032AI\u5de5\u5177\u4f7f\u7528\u8005\u7684\u4fe1\u4efb<\/h2>\n\n\n\n

\u9019\u7a2e\u8cea\u7591\u4e26\u975e\u6beb\u7121\u4f86\u7531\u3002\u751f\u6210\u5f0fAI\u6709\u6a5f\u6703\u63d0\u9ad8\u751f\u7522\u529b\u4e26\u63a8\u52d5\u5275\u65b0\uff0c\u4e5f\u6703\u5e36\u4f86\u65b0\u7684\u98a8\u96aa\uff0c\u50cf\u662f\u5e7b\u89ba\u3001\u4e0d\u6e96\u78ba\u6216\u6709\u504f\u898b\u7684\u7522\u51fa\uff0c\u53ef\u80fd\u885d\u64ca\u4eba\u5011\u5c0dAI\u6280\u8853\u7684\u4fe1\u4efb\u3002<\/p>\n\n\n\n

\u4e8b\u5be6\u4e0a\uff0c\u4fe1\u4efb\u662f\u63a8\u52d5AI\u7522\u54c1\u670d\u52d9\u63a1\u7528\u7684\u57fa\u790e\uff0c\u8a31\u591a\u7d44\u7e54\u958b\u59cb\u4e86\u89e3\u5230\uff0cAI\u7684\u4fe1\u4efb\u662f\u5efa\u7acb\u5728\u5c0dAI\u8edf\u9ad4\u958b\u767c\u65b9\u6cd5\u8207\u7522\u51fa\u7684\u7406\u89e3\u3002\u5728\u9ea5\u80af\u932b2024\u5e74AI\u5831\u544a\u4e2d\uff0c40\uff05\u7684\u53d7\u8a2a\u8005\u8a8d\u70ba\u53ef\u89e3\u91cb\u6027\u662f\u5f71\u97ff\u751f\u6210\u5f0fAI\u63a1\u7528\u7684\u95dc\u9375\u98a8\u96aa\u3002\u7136\u800c\uff0c\u53ea\u670917\uff05\u7684\u4eba\u8868\u793a\u4ed6\u5011\u76ee\u524d\u6b63\u5728\u8a66\u5716\u7de9\u89e3\u9019\u9805\u98a8\u96aa\u3002<\/p>\n\n\n\n

\u9019\u500b\u96e3\u984c\u4e5f\u5f15\u767c\u589e\u5f37\u300c\u53ef\u89e3\u91cb\u6027AI\u300d\uff08explainable AI\uff0c\u7c21\u7a31XAI\uff09\u7684\u9700\u6c42\uff0c \u4e00\u7a2e\u5e6b\u52a9\u7d44\u7e54\u7406\u89e3\u9019\u4e9b\u7cfb\u7d71\u7684\u5167\u90e8\u904b\u4f5c\uff0c\u4e26\u76e3\u63a7\u7522\u51fa\u5ba2\u89c0\u6027\u8207\u6e96\u78ba\u6027\u7684\u65b0\u65b9\u6cd5\u3002<\/strong> XAI\u53ef\u4ee5\u89e3\u91cb\u5982\u9ed1\u76d2\u5b50\u4e00\u822c\u8907\u96dc\u7684AI\u7b97\u6cd5\uff0c\u5f9e\u800c\u589e\u9032AI\u5de5\u5177\u4f7f\u7528\u8005\u7684\u4fe1\u4efb\u8207\u4e92\u52d5<\/strong> \uff0c\u4e5f\u662fAI\u89e3\u6c7a\u65b9\u6848\u5f9e\u65e9\u671f\u4f7f\u7528\u6848\u4f8b\uff0c\u90e8\u7f72\u5230\u4f01\u696d\u7d1a\u5927\u898f\u6a21\u63a1\u7528\u7684\u95dc\u9375\u6b65\u9a5f\u3002<\/p>\n\n\n\n

\u5728\u4e0d\u78ba\u5b9a\u6027\u7684\u74b0\u5883\u4e2d\u9032\u884c\u6295\u8cc7\uff0c\u6709\u610f\u5f37\u5316AI\u53ef\u89e3\u91cb\u6027\u7684\u7d44\u7e54\u4e5f\u5fc5\u9808\u8003\u616e\u6210\u672c\u8207\u6548\u76ca\uff0c\u624d\u80fd\u5728\u7f3a\u4e4f\u5b8c\u6574\u8cc7\u8a0a\u7684\u60c5\u6cc1\u4e0b\u6c7a\u5b9a\u4f55\u6642\u63a1\u53d6\u54ea\u4e9b\u884c\u52d5\u3002\u4f8b\u5982\uff0c\u7f8e\u570b\u65b0\u5275\u516c\u53f8Anthropic AI\u5be6\u9a57\u5ba4\u4fbf\u8ced\u4e0a\u4e00\u628a\uff0c\u56e0\u70ba\u4ed6\u5011\u8a8d\u70ba\u5c0dXAI\u7684\u6295\u8cc7\u5c07\u6703\u6709\u6240\u56de\u5831\uff0c\u4e26\u80fd\u5728\u7af6\u722d\u6fc0\u70c8\u7684\u57fa\u790e\u6a21\u578b\u69cb\u5efa\u9818\u57df\u505a\u51fa\u5dee\u7570\u5316\u3002\u540c\u6642\uff0c\u5404\u5bb6\u4f01\u696d\u4e5f\u5728\u52aa\u529b\u6eff\u8db3\u5229\u76ca\u76f8\u95dc\u8005\u8207\u76e3\u7ba1\u6a5f\u69cb\u7684\u8981\u6c42\u3002<\/p>\n\n\n\n

\u96a8\u8457\u5168\u7403AI\u6cd5\u898f\u958b\u59cb\u6210\u5f62\uff0cXAI\u7684\u9700\u6c42\u4e5f\u6b63\u5728\u589e\u52a0\u3002\u6108\u4f86\u6108\u591a\u7d44\u7e54\u958b\u59cb\u5c0b\u6c42\u76f8\u95dc\u6307\u5c0e\u67b6\u69cb\uff0c\u5e6b\u52a9\u4ed6\u5011\u6c7a\u5b9a\u9700\u8981\u63d0\u4f9b\u591a\u5927\u7a0b\u5ea6\u7684\u53ef\u89e3\u91cb\u6027\u8207\u6a21\u578b\u76f8\u95dc\u8cc7\u8a0a\u3002\u6b50\u76dfAI\u6cd5\u6848\u5c31\u6839\u64da\u98a8\u96aa\u67b6\u69cb\uff0c\u8a2d\u5b9a\u5404AI\u4f7f\u7528\u6848\u4f8b\u5177\u9ad4\u7684\u900f\u660e\u5ea6\u8981\u6c42\u3002\u4ee5\u9ad8\u98a8\u96aaAI\u7cfb\u7d71\u70ba\u4f8b\uff08\u5982\u5c65\u6b77\u6392\u540d\u8edf\u9ad4\u7b49\u62db\u52df\u7cfb\u7d71\uff09\uff0c\u5404\u7d44\u7e54\u9700\u8981\u63d0\u4f9b\u7cfb\u7d71\u80fd\u529b\u3001\u9650\u5236\u3001\u6578\u64da\u8b5c\u7cfb\u4ee5\u53ca\u5176\u6c7a\u7b56\u908f\u8f2f\u7b49\u76f8\u95dc\u8cc7\u8a0a\u3002<\/p>\n\n\n\n

\u9019\u4e5f\u5ef6\u4f38\u5e7e\u500b\u95dc\u9375\u554f\u984c\uff1a\u5404\u7d44\u7e54\u662f\u5426\u6e96\u5099\u597d\u63d0\u4f9b\u9019\u7a2e\u7a0b\u5ea6\u7684\u900f\u660e\u5ea6\uff1f\u662f\u5426\u64c1\u6709\u5fc5\u8981\u7684\u80fd\u529b\u8207\u6280\u8853\uff1f\u5e73\u53f0\u8207\u5275\u65b0\u8005\u662f\u5426\u5275\u5efa\u4e86\u53ef\u9760\u7684\u6e2c\u91cf\u65b9\u6cd5\uff1f\u5c0d\u6b64\uff0c\u53ef\u4ee5\u628aXAI\u60f3\u50cf\u6210\u4e00\u5957\u5e6b\u52a9\u4eba\u985e\u7406\u89e3AI\u6a21\u578b\u70ba\u4f55\u505a\u51fa\u67d0\u500b\u9810\u6e2c\uff0c\u6216\u751f\u6210\u7279\u5b9a\u5167\u5bb9\u7684\u5de5\u5177\u8207\u505a\u6cd5\uff0c\u6700\u7d42\u76ee\u6a19\u662f\u78ba\u4fdd\u9019\u4e9b\u7522\u51fa\u5167\u5bb9\u54c1\u8cea\u9ad8\uff0c\u4e0d\u5e36\u504f\u898b\u3001\u6e96\u78ba\u4e14\u7121\u5e7b\u89ba\uff0c\u56e0\u6b64\u9700\u8981\u5728\u5de5\u5177\u3001\u4eba\u54e1\u548c\u6d41\u7a0b\u65b9\u9762\u9032\u884c\u6295\u8cc7\u3002<\/p>\n\n\n\n

5\u61c9\u7528\uff0c\u5e6b\u4f01\u696d\u5075\u6e2cAI\u98a8\u96aa<\/h2>\n\n\n\n

XAI\u4ecd\u8655\u5728\u5f9e\u5b78\u8853\u9818\u57df\u8207\u5be6\u9a57\u5ba4\u8d70\u5411\u5be6\u969b\u61c9\u7528\u7684\u65e9\u671f\u968e\u6bb5\uff0c\u4f46\u6548\u76ca\u6bd4\u60f3\u50cf\u4e2d\u9084\u66f4\u70ba\u5177\u9ad4\u3002XAI\u53ef\u4ee5\u57285\u500b\u9818\u57df\u5e36\u4f86\u6295\u8cc7\u56de\u5831\uff1a<\/p>\n\n\n\n

\u278a\u7de9\u89e3\u71df\u904b\u98a8\u96aa<\/h3>\n\n\n\n

XAI\u53ef\u4ee5\u63ed\u9732AI\u6a21\u578b\u5982\u4f55\u8655\u7406\u6578\u64da\u548c\u7522\u751f\u7d50\u679c\uff0c\u63d0\u65e9\u8b58\u5225\u4e26\u7de9\u89e3\u504f\u898b\u6216\u4e0d\u6e96\u78ba\u6027\u7b49\u6f5b\u5728\u554f\u984c\uff0c\u5f9e\u800c\u6e1b\u5c11\u71df\u904b\u5931\u6557\u8207\u8072\u8b7d\u640d\u5bb3\u7684\u98a8\u96aa\u3002\u4f8b\u5982\uff0c\u91d1\u878d\u670d\u52d9\u696d\u8005\u5728\u8a50\u6b3a\u5075\u6e2c\u5de5\u4f5c\u4e2d\u4f7f\u7528AI\u5de5\u5177\uff0c\u4f46\u5f80\u5f80\u96e3\u4ee5\u63a7\u5236\u6216\u7406\u89e3AI\u7cfb\u7d71\u7684\u904b\u4f5c\u65b9\u5f0f\u3002\u8003\u91cf\u5230\u8a50\u6b3a\u8aa4\u5224\u7684\u640d\u5bb3\u5c07\u5c0e\u81f4\u6f5b\u5728\u98a8\u96aa\uff0c\u53ef\u89e3\u91cb\u6027\u80fd\u5e6b\u52a9\u7d44\u7e54\u66f4\u597d\u7406\u89e3\u6a21\u578b\u70ba\u4f55\u6a19\u8a3b\u67d0\u4e9b\u4ea4\u6613\uff0c\u4e26\u5141\u8a31\u4ed6\u5011\u9032\u884c\u7cfb\u7d71\u5fae\u8abf\u6216\u52a0\u5165\u66f4\u591a\u4eba\u70ba\u76e3\u7763\u3002<\/p>\n\n\n\n

\u2777 \u5408\u898f\u8207\u5b89\u5168<\/h3>\n\n\n\n

XAI\u80fd\u78ba\u4fddAI\u7cfb\u7d71\u7b26\u5408\u7279\u5b9a\u7522\u696d\u3001\u502b\u7406\u8207\u76e3\u7ba1\u67b6\u69cb\uff0c\u6e1b\u5c11\u9055\u898f\u7f70\u6b3e\u98a8\u96aa\uff0c\u7dad\u8b77\u54c1\u724c\u5f62\u8c61\u3002\u4f8b\u5982\uff0c\u62db\u52df\u4eba\u54e1\u4f7f\u7528AI\u5de5\u5177\u4f86\u7be9\u9078\u6c42\u8077\u8005\uff0c\u53ef\u89e3\u91cb\u6027\u80fd\u8b93\u62db\u52df\u6c7a\u7b56\u662f\u6839\u64da\u76f8\u95dc\u6a19\u6e96\u4e14\u516c\u5e73\u516c\u6b63\uff0c\u907f\u514d\u504f\u898b\u548c\u6b67\u8996\u3002<\/p>\n\n\n\n

\u2778 \u6efe\u52d5\u5f0f\u6539\u5584<\/h3>\n\n\n\n

XAI\u53ef\u4ee5\u63d0\u4f9b\u7cfb\u7d71\u904b\u4f5c\u65b9\u5f0f\u76f8\u95dc\u898b\u89e3\uff0c\u63a8\u52d5\u91dd\u5c0d\u6027\u7684\u8abf\u6574\u8207\u8fed\u4ee3\uff0c\u4fc3\u9032AI\u7cfb\u7d71\u7684\u6301\u7e8c\u6539\u9032\uff0c\u5e6b\u52a9\u958b\u767c\u8005\u78ba\u4fddAI\u7cfb\u7d71\u7b26\u5408\u4f7f\u7528\u8005\u8207\u6574\u9ad4\u696d\u52d9\u7684\u671f\u671b\u3002\u4f8b\u5982\u7dda\u4e0a\u96f6\u552e\u5546\u4f7f\u7528\u53ef\u89e3\u91cb\u6027\u4f86\u6539\u5584\u63a8\u85a6\u5f15\u64ce\uff0c\u8b93\u63a8\u85a6\u5167\u5bb9\u66f4\u7b26\u5408\u5ba2\u6236\u504f\u597d\u3002<\/p>\n\n\n\n

\u2779 \u5229\u76ca\u76f8\u95dc\u8005\u5c0dAI\u7684\u4fe1\u5fc3<\/h3>\n\n\n\n

\u70ba\u4e86\u4f7fAI\u7cfb\u7d71\u80fd\u88ab\u7406\u89e3\uff0cXAI\u628a\u91cd\u9ede\u5f9e\u6a21\u578b\u6280\u8853\u904b\u4f5c\u8f49\u79fb\u5230\u6a21\u578b\u4f7f\u7528\u8005\uff0c\u900f\u904e\u4ee5\u4eba\u70ba\u4e2d\u5fc3\u7684\u65b9\u6cd5\u5e6b\u52a9\u7406\u89e3AI\u5982\u4f55\u7522\u51fa\u7d50\u679c\u3002\u4f8b\u5982\uff0c\u5728\u91ab\u7642\u4fdd\u5065\u9818\u57df\uff0cAI\u7cfb\u7d71\u5e38\u7528\u65bc\u8b58\u5225\u6f5b\u5728\u75be\u75c5\uff0cXAI\u80fd\u5e6b\u52a9\u91ab\u751f\u66f4\u597d\u7406\u89e3\u9019\u4e9b\u6a21\u578b\u7684\u904b\u4f5c\u65b9\u5f0f\uff0c\u5f9e\u800c\u5efa\u7acb\u4fe1\u5fc3\u4e26\u63a8\u52d5\u63a1\u7528\u3002<\/p>\n\n\n\n

\u277a \u7b26\u5408\u4f7f\u7528\u8005\u63a1\u7528\u671f\u671b<\/h3>\n\n\n\n

XAI\u80fd\u5e6b\u52a9\u7d44\u7e54\u76e3\u63a7\u6a21\u578b\u7522\u51fa\u662f\u5426\u7b26\u5408\u4f7f\u7528\u8005\u7684\u671f\u671b\u3002\u6108\u662f\u7b26\u5408\u671f\u671b\uff0c\u7cfb\u7d71\u7684\u63a1\u7528\u5ea6\u8207\u6eff\u610f\u5ea6\u5c31\u6703\u66f4\u9ad8\uff0c\u4e5f\u80fd\u900f\u904e\u5275\u65b0\u8207\u8b8a\u9769\u7ba1\u7406\u5e36\u52d5\u6536\u5165\u6210\u9577\u3002<\/p>\n\n\n\n

\u7d9c\u5408\u4e0a\u8ff0\uff0c\u7d44\u7e54\u5728\u8003\u616e\u6295\u8cc7XAI\u4ee5\u7372\u5f97\u56de\u5831\u6642\uff0c\u9996\u5148\u5fc5\u9808\u4e86\u89e3\u4e0d\u540c\u5229\u76ca\u76f8\u95dc\u8005\u7684\u5404\u7a2e\u9700\u6c42\uff0c\u900f\u904e\u53ef\u89e3\u91cb\u6027\u7684\u76f8\u95dc\u5de5\u4f5c\u5c0d\u9f4a\u929c\u63a5\u3002\u4e0d\u540c\u7684\u5229\u76ca\u76f8\u95dc\u8005\u3001\u60c5\u6cc1\u548c\u5f8c\u679c\u9700\u8981\u4e0d\u540c\u985e\u578b\u7684\u89e3\u91cb\u548c\u683c\u5f0f\u3002\u4f8b\u5982\uff0cAI\u9a45\u52d5\u7684\u8cb8\u6b3e\u6838\u51c6\u7cfb\u7d71\u8207\u81ea\u52d5\u99d5\u99db\u6c7d\u8eca\u5728\u8def\u53e3\u505c\u8eca\u7684\u65b9\u5f0f\uff0c\u5169\u8005\u6240\u9700\u7684\u53ef\u89e3\u91cb\u6027\u6c34\u5e73\u4e0d\u540c\uff1b\u9ad8\u98a8\u96aa\u5834\u666f\uff08\u5982\u764c\u75c7\u8a3a\u65b7\uff09\u53ef\u80fd\u9700\u8981\u8fc5\u901f\u63d0\u4f9b\u7cbe\u78ba\u7684\u89e3\u91cb\uff0c\u800c\u63a8\u85a6\u67d0\u5bb6\u9910\u5ef3\u7684\u7406\u7531\u5247\u4e0d\u9700\u8981\u540c\u7b49\u7684\u7dca\u8feb\u3002<\/p>\n\n\n\n

\u6b64\u5916\uff0c\u53ef\u5c07AI\u53ef\u89e3\u91cb\u6027\u8996\u70ba\u8de8\u8d8a\u9d3b\u6e9d\u7684\u6a4b\u6881\uff0c\u4e00\u908a\u662f\u5728\u5b78\u754c\u548c\u7814\u7a76\u5ba4\u7814\u7a76\u548c\u8a2d\u8a08\u53ef\u89e3\u91cb\u6027\u6280\u8853\u7684\u5de5\u7a0b\u5e2b\u548c\u7814\u7a76\u4eba\u54e1\uff0c\u53e6\u4e00\u908a\u662f\u53ef\u80fd\u7f3a\u4e4f\u6280\u8853\u80fd\u529b\u4f46\u4ecd\u9700\u7406\u89e3AI\u7684\u6700\u7d42\u4f7f\u7528\u8005\u3002\u5728\u4e2d\u9593\u9023\u63a52\u500b\u6975\u7aef\u7684\u662f\u7cbe\u901aAI\u7684\u4eba\u672c\u4e3b\u7fa9\u8005\uff0c\u8f49\u8b6f\u7814\u7a76\u4eba\u54e1\u548c\u5de5\u7a0b\u5e2b\u958b\u767c\u7684AI\u89e3\u91cb\uff0c\u4ee5\u56de\u61c9\u5404\u7a2e\u5229\u76ca\u76f8\u95dc\u8005\u548c\u4f7f\u7528\u8005\u7684\u9700\u6c42\u548c\u554f\u984c\u3002\u9019\u7a2e\u65b0\u8208\u4eba\u624d\u5c07\u662f\u8a2d\u8a08\u9069\u7528\u65bc\u6240\u6709\u4eba\u7684XAI\u7684\u95dc\u9375\u3002<\/p>\n\n\n\n

\u5229\u76ca\u76f8\u95dc\u8005\u7684\u9700\u6c42\u53ef\u4ee5\u5206\u70ba\u591a\u7a2e\u985e\u578b\uff0c\u6bcf\u7a2e\u985e\u578b\u90fd\u53ef\u5f9e\u4e0d\u540c\u7684\u6280\u8853\u548c\u89e3\u91cb\u4e2d\u53d7\u76ca\uff0c\u4f8b\u5982\uff0c\u9ad8\u5c64\u6c7a\u7b56\u8005\u9700\u8981\u5c0d\u6a21\u578b\u6709\u8db3\u5920\u7684\u7406\u89e3\u548c\u8cc7\u8a0a\uff0c\u4ee5\u5c0d\u5ba2\u6236\u548c\u54e1\u5de5\u8ca0\u8cac\uff0c\u7279\u5225\u662f\u78ba\u4fdd\u6a21\u578b\u7684\u884c\u70ba\u7b26\u5408\u7d44\u7e54\u7684\u7b56\u7565\u3001\u54c1\u724c\u7cbe\u795e\u548c\u50f9\u503c\u89c0\u3002<\/p>\n\n\n\n

\u70ba\u4e86\u6eff\u8db3\u591a\u6a23\u5316\u9700\u6c42\uff0cXAI\u793e\u7fa4\u6301\u7e8c\u5275\u5efa\u65b0\u7684\u53ef\u89e3\u91cb\u6027\u6280\u8853\uff0c\u5305\u62ec\u80fd\u8b93AI\u6a21\u578b\u6c7a\u7b56\u904e\u7a0b\u66f4\u900f\u660e\u7684\u7b97\u6cd5\u3002\u9019\u4e9b\u6280\u8853\u53ef\u6839\u64da\u5229\u76ca\u76f8\u95dc\u8005\u7684\u610f\u5716\u548c\u76ee\u6a19\u9032\u884c\u5206\u985e\uff0c\u4f9d\u7167\u89e3\u91cb\u7522\u751f\u7684\u6642\u9593\uff0c\u5206\u70ba\u5728\u6a21\u578b\u8a13\u7df4\u4e4b\u524d\u6216\u4e4b\u5f8c\uff0c\u4ee5\u53ca\u5168\u5c40\u6216\u5c40\u90e8\u89e3\u91cb\u7bc4\u570d2\u5927\u985e\uff1a<\/p>\n\n\n\n

\u7b2c1\u985e\u70ba\u300c\u4e8b\u5f8c\u65b9\u6cd5\u300d\uff0c\u6307\u5728\u6a21\u578b\u8a13\u7df4\u5f8c\u9032\u884c\u6a21\u578b\u5206\u6790\uff1b\u8207\u4e4b\u76f8\u5c0d\u7684\u662f\u300c\u4e8b\u524d\u65b9\u6cd5\u300d\uff0c\u6307\u672c\u8cea\u4e0a\u53ef\u89e3\u91cb\u7684\u6a21\u578b\uff0c\u5982\u6c7a\u7b56\u6a39\u3002<\/strong> \u8209\u4f8b\u4f86\u8aaa\uff0c\u7576\u4eba\u529b\u8cc7\u6e90\u90e8\u9580\u8acb\u6c42\u9810\u6e2c\u54ea\u4e9b\u54e1\u5de5\u7684\u96e2\u8077\u53ef\u80fd\u6027\u8f03\u9ad8\u6642\uff0c\u6c7a\u7b56\u6a39\u53ef\u4ee5\u6e05\u695a\u986f\u793a\u57fa\u65bc\u5de5\u4f5c\u6eff\u610f\u5ea6\u3001\u5e74\u8cc7\u548c\u5de5\u4f5c\u91cf\u7b49\u56e0\u7d20\uff0c\u70ba\u4ec0\u9ebc\u67d0\u4e9b\u54e1\u5de5\u88ab\u6a19\u793a\u70ba\u5177\u96e2\u8077\u98a8\u96aa\u3002\u5728\u9019\u7a2e\u60c5\u6cc1\u4e0b\uff0c\u4e8b\u524d\u89e3\u91cb\u662fAI\u6a21\u578b\u53ca\u5176\u904b\u4f5c\u65b9\u5f0f\u8207\u751f\u4ff1\u4f86\u7684\u7279\u6027\u3002<\/p>\n\n\n\n

\u76f8\u8f03\u4e4b\u4e0b\uff0c\u5728\u91ab\u7642\u9662\u6240\u4f7f\u7528\u795e\u7d93\u7db2\u7d61\u9810\u6e2c\u7cd6\u5c3f\u75c5\u7b49\u75be\u75c5\u7f79\u60a3\u98a8\u96aa\u7684AI\u6a21\u578b\uff0c\u5247\u9700\u8981\u5728\u7d50\u679c\u751f\u6210\u5f8c\uff08\u5373\u4e8b\u5f8c\uff09\u63d0\u4f9b\u89e3\u91cb\u3002\u6700\u5e38\u898b\u7684\u662f\uff0c\u6a21\u578b\u900f\u904e\u904b\u7528SHAP\u6216LIME\u7b49\u6280\u8853\u8b58\u5225\u54ea\u4e9b\u56e0\u7d20\uff08\u5982\u5e74\u9f61\u3001\u751f\u6d3b\u65b9\u5f0f\u6216\u907a\u50b3\uff09\u5c0d\u98a8\u96aa\u5206\u6578\u7684\u5f71\u97ff\u6700\u5927\uff0c\u4e26\u78ba\u5b9a\u98a8\u96aa\u8a55\u5206\u662f\u5426\u6e96\u78ba\u7121\u504f\u898b\u3002<\/p>\n\n\n\n

\u7b2c2\u985e\u53ef\u5340\u5206\u70ba\u300c\u5168\u5c40\u89e3\u91cb\u300d\u548c\u300c\u5c40\u90e8\u89e3\u91cb\u300d\u3002\u524d\u8005\u662f\u5e6b\u52a9\u7406\u89e3AI\u6a21\u578b\u5728\u6240\u6709\u60c5\u6cc1\u7684\u6c7a\u7b56\u65b9\u5f0f\u3002<\/strong> \u60f3\u50cf\u4e00\u5bb6\u9280\u884c\u4f7f\u7528AI\u6a21\u578b\u4f86\u8a55\u4f30\u8cb8\u6b3e\u7533\u8acb\uff0c\u900f\u904e\u4f7f\u7528\u5168\u5c40\u89e3\u91cb\u5de5\u5177\uff08\u5982\u751f\u6210\u5e03\u6797\u898f\u5247\u5217\uff09\uff0c\u9280\u884c\u53ef\u4ee5\u770b\u5230\u54ea\u4e9b\u56e0\u7d20\uff08\u5982\u6536\u5165\u3001\u50b5\u52d9\u548c\u4fe1\u7528\u8a55\u5206\uff09\u901a\u5e38\u6703\u5f71\u97ff\u5176\u5728\u6240\u6709\u5ba2\u7fa4\u7684\u8cb8\u6b3e\u5be9\u6838\u6c7a\u7b56\u3002\u5168\u5c40\u89c0\u63ed\u793a\u6a21\u578b\u5728\u6574\u500b\u5ba2\u6236\u7fa4\u9ad4\u6240\u4f9d\u5faa\u7684\u6a21\u5f0f\u6216\u898f\u5247\uff0c\u4f7f\u9280\u884c\u80fd\u5920\u78ba\u8a8d\u6a21\u578b\u7b26\u5408\u516c\u5e73\u8cb8\u6b3e\u7684\u6cd5\u898f\uff0c\u4e26\u5e73\u7b49\u5c0d\u5f85\u6240\u6709\u5ba2\u6236\u3002<\/p>\n\n\n\n

\u76f8\u53cd\u5730\uff0c\u5c40\u90e8\u89e3\u91cb\u5247\u5c08\u6ce8\u65bc\u5177\u9ad4\u6c7a\u7b56<\/strong> \u3002\u5047\u8a2d\u5728\u91ab\u7642\u4fdd\u5065\u74b0\u5883\u4e0b\uff0c\u91ab\u751f\u4f7f\u7528AI\u5354\u52a9\u8a3a\u65b7\u75c5\u60a3\uff0c\u900f\u904e\u5c40\u90e8\u89e3\u91cb\u5de5\u5177\uff08\u5982SHAP\uff09\uff0c\u91ab\u751f\u53ef\u4ee5\u6e96\u78ba\u770b\u5230\u6a21\u578b\u5982\u4f55\u5c0d\u7279\u5b9a\u60a3\u8005\u9810\u6e2c\u67d0\u7a2e\u75be\u75c5\uff0c\u4f8b\u5982\u986f\u793a\u75c5\u60a3\u7684\u5e74\u9f61\u3001\u75c5\u53f2\u7b49\uff0c\u7cbe\u7d30\u7a0b\u5ea6\u80fd\u5354\u52a9\u7406\u89e3\u6a21\u578b\u5728\u500b\u5225\u6848\u4f8b\u4e2d\u7684\u63a8\u7406\uff0c\u8b93\u91ab\u751f\u5c0d\u5176\u5efa\u8b70\u80fd\u6709\u66f4\u591a\u4fe1\u4efb\uff0c\u4e26\u5728\u8cc7\u8a0a\u66f4\u5145\u8db3\u7684\u60c5\u6cc1\u4e0b\u63d0\u4f9b\u75c5\u4eba\u66f4\u500b\u4eba\u5316\u7684\u91ab\u7642\u3002<\/p>\n\n\n\n

7\u6b65\u9a5f\uff0c\u5275\u5efa\u8de8\u8077\u80fdXAI\u5c0f\u968a<\/h2>\n\n\n\n

\u54ea\u4e9b\u6280\u8853\u9069\u5408\u7528\u4f86\u7372\u53d6AI\u6a21\u578b\u7684\u89e3\u91cb\uff0c\u53d6\u6c7a\u65bc\u4e0d\u540c\u60c5\u5883\u4e2d\u7684\u5404\u985e\u4eba\u54e1\uff0c\u56e0\u6b64\u7d44\u7e54\u5728AI\u958b\u767c\u4e2d\u5d4c\u5165\u53ef\u89e3\u91cb\u6027\u65b9\u6cd5\u6642\uff0c\u9700\u8981\u8003\u616e\u4e0b\u5217\u6b65\u9a5f\uff1a<\/p>\n\n\n\n

\u278a \u5efa\u7acb\u9069\u7576\u7684XAI\u5718\u968a<\/h3>\n\n\n\n

\u7d44\u7e54\u61c9\u5efa\u7acb\u771f\u6b63\u7684\u8de8\u8077\u80fd\u5718\u968a\uff0c\u800c\u5176\u6210\u54e1\u61c9\u5305\u62ec\u6578\u64da\u79d1\u5b78\u5bb6\u3001AI\u5de5\u7a0b\u5e2b\u3001\u9818\u57df\u5c08\u5bb6\u3001\u5408\u898f\u4e3b\u7ba1\u3001\u6cd5\u898f\u5c08\u5bb6\u53ca\u4f7f\u7528\u8005\u9ad4\u9a57\u8a2d\u8a08\u5e2b\u3002\u5c0f\u7d44\u7684\u591a\u6a23\u5316\u80fd\u78ba\u4fdd\u53ef\u89e3\u91cb\u6027\u7684\u76f8\u95dc\u5de5\u4f5c\u80fd\u6709\u6548\u89e3\u6c7a\u6280\u8853\u3001\u6cd5\u5f8b\u53ca\u4f7f\u7528\u8005\u4e2d\u5fc3\u7b49\u554f\u984c\u3002\u6578\u64da\u79d1\u5b78\u5bb6\u548cAI\u5de5\u7a0b\u5e2b\u5c08\u6ce8\u65bc\u6280\u8853\u5c64\u9762\uff0c\u800c\u9818\u57df\u5c08\u5bb6\u548c\u8a2d\u8a08\u5e2b\u5247\u63d0\u4f9b\u91dd\u5c0d\u7279\u5b9a\u60c5\u5883\u7684\u6d1e\u898b\uff0c\u5851\u9020\u89e3\u91cb\u7684\u5167\u5bb9\u8207\u683c\u5f0f\u3002<\/p>\n\n\n\n

\u2777 \u5efa\u7acb\u6b63\u78ba\u5fc3\u614b<\/h3>\n\n\n\n

XAI\u5718\u968a\u61c9\u8a72\u7531\u5efa\u8a2d\u8005\u7d44\u6210\uff0c\u800c\u975e\u88c1\u5224\u54e1\u3002\u5718\u968a\u91cd\u9ede\u9808\u653e\u5728\u52a0\u901f\u5275\u65b0\uff0c\u78ba\u4fdd\u4ee5\u6b63\u78ba\u7684\u6d1e\u5bdf\u4f86\u5305\u88dd\u6240\u69cb\u5efa\u7684\u7522\u54c1\u6216\u670d\u52d9\u3002\u56e0\u6b64\uff0c\u5718\u968a\u9700\u8981\u5728\u60f3\u6cd5\u88ab\u5851\u9020\u6210\u6982\u5ff5\u69cb\u4ef6\u7684\u904e\u7a0b\u4e2d\u5c31\u53c3\u8207\u9032\u4f86\uff0c\u800c\u4e0d\u662f\u4e8b\u5f8c\u52a0\u5165\u3002\u65e9\u671f\u53c3\u8207\u9084\u6709\u52a9\u65bc\u5728AI\u4e2d\u5efa\u7acb\u4ee5\u4eba\u70ba\u4e2d\u5fc3\u7684\u5de5\u7a0b\u6587\u5316\uff0c\u907f\u514d\u5de5\u7a0b\u5e2b\u548c\u89e3\u91cb\u8005\u5728\u4e0b\u6e38\u767c\u751f\u885d\u7a81\u3002<\/p>\n\n\n\n

\u2778 \u8a2d\u5b9a\u660e\u78ba\u76ee\u6a19<\/h3>\n\n\n\n

\u91dd\u5c0d\u6bcf\u500b\u5229\u76ca\u76f8\u95dc\u8005\u7684\u89d2\u8272\uff0c\u8a2d\u5b9a\u660e\u78ba\u7684AI\u53ef\u89e3\u91cb\u6027\u76ee\u6a19\uff0c\u78ba\u5b9a\u9700\u8981\u89e3\u91cb\u4ec0\u9ebc\u3001\u5411\u8ab0\u89e3\u91cb\u4ee5\u53ca\u70ba\u4ec0\u9ebc\u89e3\u91cb\u3002\u9019\u9700\u8981\u8a2a\u8ac7\u95dc\u9375\u5229\u76ca\u76f8\u95dc\u8005\u8207\u6700\u7d42\u4f7f\u7528\u8005\uff0c\u4e26\u4e86\u89e3\u4ed6\u5011\u7684\u5177\u9ad4\u9700\u6c42\u3002\u5efa\u7acb\u660e\u78ba\u7684\u76ee\u6a19\u6709\u52a9\u65bc\u9078\u64c7\u5408\u9069\u7684\u6280\u8853\u8207\u5de5\u5177\uff0c\u4e26\u5c07\u5176\u6574\u5408\u5230\u69cb\u5efa\u8a08\u756b\u4e2d\u3002<\/p>\n\n\n\n

\u2779 \u5236\u5b9a\u884c\u52d5\u8a08\u756b<\/h3>\n\n\n\n

\u5efa\u7acb\u5167\u5d4c\u7b56\u7565\uff0c\u5c07\u53ef\u89e3\u91cb\u6027\u505a\u6cd5\u878d\u5165AI\u89e3\u6c7a\u65b9\u6848\u7684\u8a2d\u8a08\uff0c\u4ee5\u53ca\u672a\u4f86\u5411\u4e0d\u540c\u5229\u76ca\u76f8\u95dc\u8005\u50b3\u9054\u89e3\u91cb\u7684\u6e9d\u901a\u65b9\u5f0f\u3002\u524d\u8005\u53ef\u78ba\u4fdd\u5728\u6574\u500bAI\u751f\u547d\u5468\u671f\u90fd\u80fd\u63a1\u7528\u53ef\u89e3\u91cb\u6027\u5de5\u5177\uff0c\u800c\u5f8c\u8005\u5247\u6709\u52a9\u65bc\u6c7a\u5b9a\u89e3\u91cb\u7684\u5f62\u5f0f\uff08\u8996\u89ba\u5316\u3001\u6587\u672c\u63cf\u8ff0\u3001\u4e92\u52d5\u5100\u8868\u677f\uff09\u53ca\u6240\u9700\u7684\u6280\u8853\u7d30\u7bc0\uff08\u91dd\u5c0d\u9ad8\u968e\u4e3b\u7ba1\u63d0\u4f9b\u6982\u7565\u6458\u8981\uff0c\u800c\u91dd\u5c0d\u958b\u767c\u4eba\u54e1\u5247\u9700\u8981\u8a73\u7d30\u7684\u6280\u8853\u5831\u544a\uff09\uff0c\u4e26\u78ba\u4fdd\u89e3\u91cb\u6e05\u6670\u3001\u7c21\u6f54\uff0c\u65b9\u4fbf\u53d7\u773e\u7406\u89e3\u3002<\/p>\n\n\n\n

\u277a \u8861\u91cf\u8207\u5c0d\u6a19AI<\/h3>\n\n\n\n

\u53ef\u89e3\u91cb\u6027\u9084\u9700\u8981\u5927\u529b\u63a8\u52d5\u884c\u696d\u900f\u660e\u5ea6\u8207\u6a19\u6e96\u5316\u6307\u6a19\uff0c\u4e0d\u50c5\u6709\u52a9\u65bc\u63d0\u9ad8\u4f7f\u7528\u8005\u5c0dAI\u7cfb\u7d71\u7684\u7406\u89e3\uff0c\u4e5f\u7b26\u5408\u4e3b\u7ba1\u6a5f\u95dc\u7684\u671f\u5f85\u3002\u4f8b\u5982\uff0cHugging Face\u5c0d\u6b50\u76dfAI\u6cd5\u6848\u5408\u898f\u6027\u7684\u8861\u91cf\u8207\u8ffd\u8e64\u7684\u6a19\u7aff\u8a55\u6bd4\u5de5\u4f5c\u3001COMPL-AI\u8a08\u756b\u81f4\u529b\u8a55\u4f30\u53ca\u8861\u91cf\u6a21\u578b\u900f\u660e\u5ea6\u7b49\uff0c\u90fd\u662f\u9032\u4e00\u6b65\u4fc3\u9032\u554f\u8cac\u7684\u91cd\u8981\u6b65\u9a5f\u3002\u96a8\u8457\u9019\u4e9b\u6846\u67b6\u9010\u6f38\u6210\u719f\uff0c\u4e5f\u6210\u70ba\u63a8\u9032\u4fe1\u4efb\u53ca\u8ca0\u8cac\u4efb\u7684AI\u4f5c\u6cd5\u7684\u91cd\u8981\u63a8\u624b\u3002<\/p>\n\n\n\n

\u278f \u9078\u64c7\u6216\u69cb\u5efa\u5408\u9069\u7684\u5de5\u5177<\/h3>\n\n\n\n

\u63a1\u7528\u4e26\u6574\u5408\u7b26\u5408\u7d44\u7e54\u9700\u6c42\u548c\u6280\u8853\u5806\u758a\u7684\u53ef\u89e3\u91cb\u6027\u5de5\u5177\uff0c\u76ee\u524d\u5ee3\u6cdb\u88ab\u4f7f\u7528\u7684\u5de5\u5177\u5305\u62ec\u958b\u6e90\u7b97\u6cd5\uff0c\u5982LIME\u3001SHAP\u3001IBM\u7684AI Explainability 360\u5de5\u5177\u5305\u3001Google\u7684What-If\u5de5\u5177\u548cMicrosoft\u7684InterpretM\u3002\u7d44\u7e54\u5fc5\u9808\u78ba\u4fddXAI\u6838\u5fc3\u5718\u968a\u96a8\u6642\u5bc6\u5207\u95dc\u6ce8\u6b64\u9818\u57df\u7684\u5feb\u901f\u5275\u65b0\u3002<\/p>\n\n\n\n

\u2790 \u76e3\u63a7\u8207\u8fed\u4ee3<\/h3>\n\n\n\n

\u6301\u7e8c\u76e3\u63a7\u53ef\u89e3\u91cb\u6027\u5de5\u4f5c\u7684\u6709\u6548\u6027\uff0c\u4e26\u6536\u96c6\u3001\u904b\u7528\u5229\u76ca\u76f8\u95dc\u8005\u7684\u56de\u994b\uff0c\u4f86\u8fed\u4ee3\u548c\u6539\u9032\u53ef\u89e3\u91cb\u6027\u6d41\u7a0b\uff0c\u5b9a\u671f\u66f4\u65b0\u6a21\u578b\u548c\u89e3\u91cb\uff0c\u4ee5\u53cd\u6620\u6578\u64da\u548c\u696d\u52d9\u74b0\u5883\u7684\u8b8a\u5316\u3002<\/p>\n\n\n\n

\u96a8\u8457\u4f01\u696d\u65e5\u6f38\u4f9d\u8cf4AI\u9a45\u52d5\u7684\u6c7a\u7b56\uff0c\u7d44\u7e54\u5404\u968e\u5c64\u4e5f\u66f4\u9700\u8981AI\u7684\u900f\u660e\u5ea6\u8207\u7406\u89e3\u3002\u7121\u6cd5\u5efa\u7acb\u5c0dAI\u7684\u4fe1\u4efb\u5ea6\u7684\u4f01\u696d\u5c07\u932f\u5931\u70ba\u5ba2\u6236\u53ca\u54e1\u5de5\u63d0\u4f9bAI\u5168\u90e8\u6f5b\u529b\u7684\u6a5f\u6703\uff0c\u6700\u7d42\u5c07\u5728\u7af6\u722d\u4e2d\u7bc0\u7bc0\u6557\u9000\u3002<\/p>\n\n\n\n

\u8aaa\u5230\u5e95\uff0c\u4fe1\u4efb\u5c07\u662f\u8ca0\u8cac\u4efb\u63a1\u7528AI\u7684\u95dc\u9375\uff0c\u4e5f\u662f\u9023\u7d50\u6539\u9769\u6027\u6280\u8853\u8207\u4eba\u985e\u4f7f\u7528\u8005\u4e4b\u9593\u7684\u6a4b\u6881\uff0c\u5fc5\u9808\u6709\u5f37\u5927\u7684\u652f\u67f1\u652f\u6490\u3002\u4ee5AI\u4fe1\u4efb\u5ea6\u800c\u8a00\uff0c\u652f\u67f1\u6307\u7684\u662f\u53ef\u89e3\u91cb\u6027\u3001\u6cbb\u7406\u3001\u8cc7\u8a0a\u5b89\u5168\uff0c\u4e26\u4ee5\u4eba\u70ba\u4e2d\u5fc3\uff0c\u78ba\u4fddAI\u70ba\u4eba\u985e\u670d\u52d9\uff0c\u800c\u4e0d\u662f\u4eba\u985e\u70baAI\u670d\u52d9\uff0c\u4e5f\u8b93AI\u7cfb\u7d71\u5728\u5c0a\u91cd\u4eba\u985e\u81ea\u4e3b\u6b0a\u548c\u5c0a\u56b4\u7684\u540c\u6642\uff0c\u70ba\u4f7f\u7528\u8005\u63d0\u4f9b\u771f\u5be6\u7684\u50f9\u503c\u3002<\/p>\n\n\n\n

\u8cc7\u6599\u4f86\u6e90: https:\/\/www.bnext.com.tw\/article\/82201\/mckinsey-xai<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

2025-02-07 |AI\u8207\u5927\u6578\u64da 2024\u5e74\u63a1\u7528AI\u8edf\u9ad4\u3001\u5de5\u5177\u548c\u5e73\u53f0\uff08\u5305\u62ec\u751f\u6210\u5f0fAI\uff09\u7684\u516c\u53f8\u6578\u91cf\u51fa\u73fe\u5927\u5e45\u589e\u52a0\uff0c\u4f46\u4e5f\u4f34\u96a8\u8457\u8a31\u591a\u64f4\u5c55AI\u6280\u8853\u5c1a\u672a\u300c\u5145\u5206\u6e96\u5099\u597d\u300d\u7684\u64d4\u6182\u3002 \u751f\u6210\u5f0fAI …<\/p>\n","protected":false},"author":4,"featured_media":8239,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[4],"tags":[26],"class_list":["post-8238","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry-news","tag-ai"],"gutentor_comment":0,"jetpack_featured_media_url":"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2025\/02\/%E8%9E%A2%E5%B9%95%E6%93%B7%E5%8F%96%E7%95%AB%E9%9D%A2-2025-02-10-112242.png?fit=585%2C364&ssl=1","jetpack-related-posts":[],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/8238","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=8238"}],"version-history":[{"count":1,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/8238\/revisions"}],"predecessor-version":[{"id":8240,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/8238\/revisions\/8240"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/media\/8239"}],"wp:attachment":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8238"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8238"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8238"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}