{"id":3947,"date":"2019-11-05T13:23:29","date_gmt":"2019-11-05T05:23:29","guid":{"rendered":"http:\/\/www.emo-5.com.tw\/?page_id=3947"},"modified":"2023-05-25T11:28:51","modified_gmt":"2023-05-25T03:28:51","slug":"bookreview1","status":"publish","type":"page","link":"https:\/\/www.emo-5.com.tw\/index.php\/consultant-3\/book-review\/bookreview1\/","title":{"rendered":"\u8ad6\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u7063\u300b\u7684\u91cd\u5927\u932f\u8aa4"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u6211\u770b\u5b8c\u4e86\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u7063\u300b\u9019\u672c\u66f8\uff0c\u4e00\u65b9\u9762\u611f\u5230\u8b9a\u8cde\uff0c\u66f8\u4e2d\u8a00\u4e4b\u6709\u7269\uff0c\u5728AI\u7684\u5927\u6578\u64da\u5206\u6790\u61c9\u7528\u4e0a\u8b1b\u7684\u5f88\u900f\u5fb9\uff0c\u5c0d\u53f0\u7063\u4f01\u696d\u78b0\u5230\u7684\u554f\u984c\u63cf\u8ff0\u4e5f\u9817\u5177\u555f\u767c\u6027\u3002\u540c\u6642\uff0c\u6211\u4e5f\u53ef\u4ee5\u611f\u53d7\u5230\u8457\u8005\u60f3\u70ba\u53f0\u7063\u4f01\u696d\u627e\u51fa\u5347\u7d1a\u7a81\u7834\u53e3\u7684\u71b1\u5ff1\u8207\u52aa\u529b\uff0c\u4ee4\u4eba\u6b3d\u4f69\u3002\u4f46\u53e6\u4e00\u65b9\u9762\u6211\u4e5f\u611f\u5230\u5341\u5206\u9a5a\u8a1d\uff0c\u5e7e\u4e4e\u4e0d\u9858\u76f8\u4fe1\uff0c\u70ba\u4ec0\u9ebc\u9019\u6a23\u9ad8\u6c34\u6e96\u7684\u66f8\u4e2d\u6703\u6709\u5982\u6b64\u91cd\u5927\u7684\u5931\u8aa4\uff1f\u8457\u8005\u5c0d\u6574\u500bAI\u6280\u8853\u7684\u63cf\u8ff0\u5168\u662f\u6a5f\u5668\u5b78\u7fd2(Machine Learning, ML)\u6280\u8853\uff0c\u5373\u5927\u6578\u64da\u5206\u6790\u7684\u61c9\u7528\uff0c\u4e5f\u56e0\u800c\u9020\u6210\u4e86\u4e0d\u5c11\u932f\u8aa4\u7684\u89c0\u9ede\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7c21\u55ae\u8b1b\uff0c\u66f8\u540d\u82e5\u6539\u6210\u300a\u6a5f\u5668\u5b78\u7fd2\u5728\u53f0\u7063\u300b\u6703\u66f4\u6e96\u78ba\u5730\u8868\u9054\u66f8\u4e2d\u5167\u5bb9\u7684\u610f\u7fa9\u8207\u4f5c\u7528\uff0c\u56e0\u70ba\u8457\u8005\u5e7e\u4e4e\u628aML\u7576\u6210AI\u7684\u540c\u7fa9\u8a5e\uff0c\u800c\u5b8c\u5168\u6392\u9664\u4e86\u5c08\u5bb6\u7cfb\u7d71\uff08\u53ca\u5176\u5f8c\u898f\u5247\u7ba1\u7406\u7cfb\u7d71\uff09\u7684\u61c9\u7528\uff0c\u540c\u6642\u4e5f\u6c92\u6709\u5982\u4f01\u696d\u754c\u6700\u65b0AI\u61c9\u7528\u5be6\u52d9\u4e0a\u5f37\u8abf\u300c\u6c7a\u7b56\u7ba1\u7406\u300d\u7684\u91cd\u8981\u89c0\u5ff5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ba1\u7406\u5b78\u4e2d\u5f88\u65e9\u5c31\u6709\u201c\u7ba1\u7406\u5c31\u662f\u505a\u6c7a\u7b56\u201d\u7684\u4e3b\u5f35\uff0c\u7576\u7136\u4f01\u696d\u5be6\u52d9\u4e0a\u9084\u662f\u591a\u628a\u7ba1\u7406\u5206\u6210\u4e86\u300c\u6c7a\u7b56\u300d\u8207\u300c\u57f7\u884c\uff08\u4ea4\u6613\u8655\u7406\uff09 \u300d \u5169\u5927\u90e8\u4efd\u3002\u9019\u6a23\u7684\u5340\u5206\u6709\u52a9\u65bc\u6211\u5011\u91d0\u6e05IT\u61c9\u7528\u4e0a\u7684\u5167\u5bb9\u8207\u8da8\u52e2\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff0c\u65e9\u671fIT\u7684\u61c9\u7528\u591a\u8457\u91cd\u5728\u4ea4\u6613\u8655\u7406\u4e0a\uff0c\u4e5f\u53d6\u5f97\u4e86\u5de8\u5927\u7684\u6548\u76ca\uff0c\u5176\u4e2d\u6700\u986f\u8457\u7684\u5c31\u662fERP\uff08\u4f01\u696d\u8cc7\u6e90\u7ba1\u7406\uff09\u7cfb\u7d71\u7684\u61c9\u7528\u4e86\u3002\u4f46ERP\u4e0d\u76f4\u63a5\u8655\u7406\u6c7a\u7b56\u7684\u554f\u984c\uff08\u6216\u53ea\u8655\u7406\u4e00\u5c0f\u90e8\u4efd\uff0c\u5982MRP\u5c55\u958b\u529f\u80fd\uff09\uff0c\u800c\u662f\u7528\u7522\u751f\u7684\u8cc7\u8a0a\u63d0\u4f9b\u7d66\u7ba1\u7406\u8005\u505a\u6c7a\u7b56\u7684\u53c3\u8003\uff0c\u9019\u529f\u80fd\u88ab\u7a31\u70ba\u6c7a\u7b56\u652f\u63f4(decision support)\uff0c\u4f46\u537b\u4e0d\u662f\u76f4\u63a5\u505a\u6c7a\u7b56(decision making)\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">80\u5e74\u4ee3\u8208\u8d77\u7684\u5c08\u5bb6\u7cfb\u7d71(Expert System)\u5247\u662f\u91dd\u5c0d\u4eba\u5011\u6c7a\u7b56\u7684\u9700\u6c42\u4f86\u6c42\u89e3\u7684\uff0c\u6545\u662f\u6c7a\u7b56\u7cfb\u7d71\u3002ERP\u7684\u61c9\u7528\u8207\u5c08\u5bb6\u7cfb\u7d71\u4e4b\u9593\u6c92\u6709\u76f4\u63a5\u7684\u95dc\u4fc2\uff0c\u6545\u66f8\u4e2d\u7b2c73\u9801\u6307\u7a31ERP\u8208\u8d77\u4f7f\u5c08\u5bb6\u7cfb\u7d71\u9010\u6f38\u5931\u53bb\u9b45\u529b\u662f\u932f\u7684\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">IT\u6280\u8853\u7684\u98db\u901f\u767c\u5c55\u53ca\u5404\u9818\u57df\u5167\u79d1\u7814\uff08\u5982\u6f14\u7b97\u6cd5\uff09 \u7684\u7a81\u7834\uff0c\u9020\u6210\u4e86\u73fe\u4ecaAI\u61c9\u7528\u7684\u8208\u76db\uff0c\u5176\u61c9\u7528\u5f88\u5927\u4e00\u90e8\u4efd\u662f\u91dd\u5c0d\u6c7a\u7b56\u800c\u4f86\u7684\u3002\u300aAI\u7d93\u6fdf\u7684\u7b56\u7565\u601d\u7dad\u300b\u66f8\u4e2d\u5c31\u76f4\u63a5\u4e86\u7576\u5730\u5ba3\u7a31\uff1aAI\u6280\u8853\u5c31\u662f\u500b\u9810\u6e2c\u6a5f\u5668(prediction machine)\u3002\u800c\uff0c\u9810\u6e2c\u6b63\u662f\u6c7a\u7b56\u7684\u6838\u5fc3\u8981\u7d20\u3002\u9810\u6e2c\u4e4b\u5f8c\u52a0\u4e0a\u5224\u65b7\uff0c\u5c31\u662f\u505a\u51fa\u6c7a\u7b56\u4e86\u3002 \u6211\u7531\u6c7a\u7b56\u9700\u6c42\u7684\u89d2\u5ea6\u51fa\u767c\uff0c\u6aa2\u8996\u4e86\u5be6\u52d9\u754cIT\u61c9\u7528\u767c\u5c55\u7684\u6b77\u7a0b\uff0c\u5f97\u5230\u4e0b\u5217\u7684\u7d50\u679c\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"889\" height=\"506\" src=\"https:\/\/www.emo-5.com.tw\/wp-content\/uploads\/2019\/11\/\u57161.AI\u5728\u4f01\u696d\u6c7a\u7b56\u4e0a\u7684\u6f14\u9032-02.jpg\" alt=\"\" class=\"wp-image-4155\"\/><\/figure><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" style=\"text-align:right\">\u300a<a href=\"https:\/\/www.emo-5.com.tw\/index.php\/info-2\/down\/\">\u524d\u5f80\u4e0b\u8f09\u5340\u53d6\u5f97\u6587\u7ae0<\/a>\u300b<\/h4>\n\n\n\n<!--nextpage-->\n\n\n\n<p class=\"wp-block-paragraph\">AI\u6280\u8853\u7684\u65e9\u671f\u61c9\u7528\u66fe\u88ab\u5ee3\u6cdb\u5730\u5632\u8af7\u3002\u5c08\u5bb6\u7cfb\u7d71\u53d6\u5f97\u4e86\u4e00\u4e9b\u5be6\u7528\u7684\u6548\u76ca\uff0c\u4f46\u7bc4\u570d\u4e0d\u5ee3\uff0c\u4f46\u5b83\u7684\u898f\u5247\u7ba1\u7406(rule management)\u7684\u4f5c\u6cd5\u5247\u5728\u5be6\u52d9\u754c\u5f15\u767c\u4e86\u5ee3\u6cdb\u5730\u61c9\u7528\uff0c\u9020\u6210\u300c\u898f\u5247\u7ba1\u7406\u7cfb\u7d71(BRMS)\u300d\u7684\u8208\u8d77\uff0c\u4e5f\u66f4\u4fc3\u6210\u4e86\u4eca\u65e5\u7f8e\u6b50\u7b49\u5148\u9032\u4f01\u696d\u4e2d\u300c\u6c7a\u7b56\u7ba1\u7406\u7cfb\u7d71(DMS)\u300d\u7684\u8208\u8d77\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53f0\u7063\u4f01\u696d\u5728AI\u61c9\u7528\u4e0a\u662f\u843d\u5f8c\u6b50\u7f8e\u7684\u3002\u7576\u5e74\u6211\u5011\u5728ERP\u61c9\u7528\u4e0a\u843d\u5f8c\u4e86\u5341\u591a\u5e74\uff0c\u5982\u4eca\u5728DMS\u61c9\u7528\u4e0a\u4e5f\u843d\u5f8c\u4e86\u5341\u5e74\u4ee5\u4e0a\u3002\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u7063\u300b\u6307\u51fa\u53f0\u7063\u4f01\u696d\u61c9\u627e\u5c0d\u767c\u5c55\u7684\u65b9\u5411\uff0c\u5373\u9078\u5b9a\u6b63\u78ba\u7684\u984c\u76ee\uff0c\u9019\u662f\u975e\u5e38\u6b63\u78ba\u7684\u8a34\u6c42\uff0c\u4f46\u66f8\u4e2d\u5efa\u8b70\u7684\u65b9\u5411\u4e0d\u592a\u6b63\u78ba\uff0c\u6703\u4f7f\u4f01\u696d\u754c\u5931\u6389\u4e86\u53d6\u5f97low hanging fruits\uff08\u6311\u8edf\u67ff\u5b50\u5403\uff09\u7684\u5927\u597d\u6a5f\u6703\uff0c\u6211\u5728\u5f8c\u9762\u6703\u518d\u8aaa\u660e\u3002\u70ba\u4ec0\u9ebc\u5462\uff1f\u8b93\u6211\u5011\u770b\u770b\u570b\u5916\u61c9\u7528\u7684\u7d93\u9a57\u3002 \u6211\u5011\u8981\u5148\u4e86\u89e3\u6c7a\u7b56\u7684\u4e09\u500b\u5206\u985e\uff0c\u7c21\u793a\u5982\u4e0b\u5716\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"889\" height=\"506\" src=\"https:\/\/www.emo-5.com.tw\/wp-content\/uploads\/2019\/11\/\u57162.\u6c7a\u7b56\u7684\u4e09\u5927\u5206\u985e-01.jpg\" alt=\"\" class=\"wp-image-4057\"\/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u5716\u4e2d\u7684OD\u5728\u53f0\u7063\u7fd2\u7a31\u300c\u4f5c\u696d\u6027\u6c7a\u7b56\u300d\uff0c\u5728\u5927\u9678\u5247\u88ab\u7d71\u4e00\u7a31\u70ba\u300c\u904b\u71df\u6c7a\u7b56\u300d\uff0c\u9019\u662fAI\u80fd\u6700\u5feb\u7522\u751f\u6548\u76ca\u7684\u9818\u57df\u3002IBM\u516c\u53f8\u5728\u63a8\u5ee3\u7684ODM (Operational Decision Management)\u5c31\u662f\u6307\u9019\u985eOD\u7684\u6c7a\u7b56\u7ba1\u7406\u3002 \u6211\u9032\u4e00\u6b65\u628a\u6c7a\u7b56\u7cfb\u7d71\u7684\u6f14\u9032\u5167\u5bb9\u7c21\u8981\u7e3d\u62ec\u5728\u4e0b\u5716\u4e2d\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"889\" height=\"506\" src=\"https:\/\/www.emo-5.com.tw\/wp-content\/uploads\/2019\/11\/\u57163.\u6c7a\u7b56\u7cfb\u7d71\u7684\u6f14\u9032-02.jpg\" alt=\"\" class=\"wp-image-4076\"\/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u4eca\u6c7a\u7b56\u7ba1\u7406\u7cfb\u7d71\u4e2d\uff0c\u7531\u96fb\u8166\u4f86\u8655\u7406\u7684\u77e5\u8b58\u4f86\u6e90\u6709\u5169\u5927\u985e\uff1a\u898f\u5247\u8207\u6a21\u578b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5df1\u77e5\u7684\u77e5\u8b58\uff0c\u4e0d\u8ad6\u662f\u7531\u5c08\u5bb6\u63d0\u4f9b\u6216\u662f\u4f01\u696d\u5167\u90e8\u7d2f\u7a4d\u7684\u7d93\u9a57\uff0c\u8981\u5916\u5316\u70ba\u898f\u5247(rules)\u800c\u7531\u898f\u5247\u5f15\u64ce(rule engine)\u4f86\u81ea\u52d5\u8655\u7406\uff0c\u4e0d\u518d\u9700\u8981\u7531\u8edf\u9ad4\u5de5\u7a0b\u5e2b\u4f86\u7de8\u5beb\u7a0b\u5f0f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9084\u4e0d\u77e5\u9053\u7684\u77e5\u8b58\uff0c\u5247\u7531\u6a5f\u5668\u5b78\u7fd2(ML)\u4f86\u627e\u51fa\u95dc\u806f\u6027\uff08\u5176\u6216\u662f\u56e0\u679c\u95dc\u4fc2\uff09\uff0c\u5efa\u6210\u898f\u5247\u96c6(rule set)\u6216\u9810\u6e2c\u7684\u6a21\u578b(models)\u4ee5\u5354\u52a9\u6c7a\u7b56\uff0c\u9019\u7a31\u70ba\u9810\u6e2c\u5f0f\u5206\u6790\u5b78(Predictive Analytics, PA)\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u88e1\u6d89\u53ca\u7684\u5167\u5bb9\u8207\u8853\u8a9e\u5f88\u591a\uff0c\u6211\u53e6\u5916\u5beb\u6587\u7ae0\u4f86\u505a\u8aaa\u660e\uff0c\u6b64\u4e0d\u8d05\u8ff0\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7531\u9019\u4e9b\u6b77\u7a0b\u4f86\u770b\uff0c\u6709\u5169\u500b\u554f\u984c\u8981\u6f84\u6e05\uff1a(1)\u6c92\u6709\u6578\u64da(data)\u5c31\u6c92\u6709AI\u61c9\u7528\uff1f(2)\u5c08\u5bb6\u7cfb\u7d71\u5df2\u9032\u5bd2\u51ac\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u624b\u63e1\u4e00\u500b\u77f3\u982d\uff0c\u82e5\u624b\u9b06\u958b\u4e86\uff0c\u8acb\u554f\u77f3\u982d\u5f80\u54ea\u500b\u65b9\u5411\u8d70\uff1f\u77e5\u9053\u5730\u5fc3\u5f15\u529b\u539f\u7406\u7684\u4eba\u90fd\u77e5\u9053\u77f3\u982d\u6703\u5f80\u4e0b\u843d\u3002\u4e0d\u77e5\u9053\u5730\u5fc3\u5f15\u529b\u539f\u7406\u7684\u4eba\u50c5\u6191\u7d93\u9a57\u4e5f\u6703\u77e5\u9053\u7b54\u6848\uff0c\u4e0d\u9700\u8981\u5206\u6790\u4efb\u4f55\u7684\u6578\u64da\u3002\u518d\u554f\uff1a\u624b\u63e1\u5927\u5c0f\u4e0d\u540c\u7684\u5169\u500b\u77f3\u982d\uff0c\u7531\u4e00\u7c73\u9ad8\u7684\u5730\u65b9\u9b06\u624b\uff0c\u4e00\u8d77\u958b\u59cb\u5f80\u4e0b\u843d\uff0c\u4f55\u8005\u6703\u5148\u8457\u5730\u5462\uff1f\u6709\u4e0d\u5c11\u4eba\u6703\u7b54\u932f\u55b2\uff0c\u4ee5\u70ba\u8f03\u91cd\u7684\u77f3\u982d\u6703\u5148\u843d\u5730\u3002\u4eba\u7fa4\u4e2d\u53ea\u8981\u6709\u4e00\u500b\u4eba\uff08\u5c08\u5bb6\uff09\u77e5\u9053\u5730\u5fc3\u5f15\u529b\u53ca\u7a7a\u6c23\u6d6e\u529b\u7684\u539f\u7406\uff0c\u5c31\u53ef\u7acb\u5373\u63d0\u4f9b\u300c\u5169\u500b\u77f3\u982d\u540c\u6642\u843d\u5730\u300d\u7684\u6b63\u78ba\u7b54\u6848\uff0c\u5176\u4ed6\u4eba\u62ff\u9019\u500b\u7b54\u6848\u4f86\u61c9\u7528\u5373\u53ef\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u88fd\u9020\u4f01\u696d\u7d93\u5e38\u5728\u9762\u81e8\u300c\u61c9\u63a1\u8cfc\u591a\u5c11\u539f\u7269\u6599\uff1f\u61c9\u88fd\u9020\u591a\u5c11\u7522\u54c1\uff1f\u8981\u4e0d\u8981\u59d4\u5916\u52a0\u5de5\u2026\uff1f\u300d\u7684\u6c7a\u7b56\u554f\u984c\uff0c\u5167\u90e8\u6709\u5e7e\u500b\u4eba\u6703\u53bb\u8a08\u7b97\u6de8\u9700\u6c42\u5462\uff1f\u4e00\u500b\u4e5f\u6c92\u6709\u5427\uff0c\u7528MRP\uff08\u7269\u6599\u9700\u6c42\u5c55\u958b\uff09\u5c31\u89e3\u4e86\u3002\u7528\u4eba\u53bb\u7b97\u9084\u4fdd\u8b49\u7b54\u6848\u662f\u932f\u7684\uff08\u9664\u975e\u4f01\u696d\u898f\u6a21\u5f88\u5c0f\u800c\u8a02\u55ae\u91cf\u4e5f\u5f88\u5c11\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u5c31\u662f\u65e9\u671f\u5c08\u5bb6\u7cfb\u7d71\u53ca\u4eca\u65e5\u6c7a\u7b56\u7ba1\u7406\u7cfb\u7d71\u7684\u5f37\u5927\u9b45\u529b\u6240\u5728\uff01<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0c\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u7063\u300b\u7b2c118\u9801\u4e2d\u6240\u8ff0\u300e\u4ee5\u4eca\u5929\u7684\u6280\u8853\u4f86\u8aaa\uff0c\u5927\u6578\u64da\u53ca\u6a5f\u5668\u5b78\u7fd2\u662f\u767c\u5c55\u4eba\u5de5\u667a\u6167\u7684\u5fc5\u8981\u689d\u4ef6\u300f\u662f\u592a\u904e\u6b66\u65b7\u4e86\u3002\u6c92\u6709\u5927\u6578\u64da\u5c31\u6c92\u6709AI\u61c9\u7528\uff1f\u9019\u7576\u7136\u662f\u932f\u7684\uff01\u6211\u5011\u53ea\u80fd\u8aaa\u300c\u6c92\u6709\u5927\u6578\u64da\u5c31\u6c92\u6709\u6a5f\u5668\u5b78\u7fd2\u300d\u3002\n\n<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" style=\"text-align:right\"> \u300a<a href=\"https:\/\/www.emo-5.com.tw\/index.php\/info-2\/down\/\">\u524d\u5f80\u4e0b\u8f09\u5340\u53d6\u5f97\u6587\u7ae0<\/a>\u300b <\/h4>\n\n\n\n<!--nextpage-->\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5c08\u5bb6\u7cfb\u7d71\u53d7\u963b\u800c\u9032\u5165\u5bd2\u51ac\u4e86\u55ce\uff1f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u7063\u300b\u7b2c81\u9801\u8aaa\uff1a\u300e\u6a5f\u5668\u5b78\u7fd2\u8d70\u4e86\u4e00\u689d\u8207\u5c08\u5bb6\u7cfb\u7d71\u4e0d\u540c\u7684\u8def\u7dda\uff0c\u5b83\u7531\u6b77\u53f2\u8cc7\u6599\u6b78\u7d0d\u51fa\u5c08\u5bb6\u7684\u6cd5\u5247\u2026. \u6a5f\u5668\u5b78\u7fd2\u540c\u6a23\u662f\u5728\u5b78\u7fd2\u5c08\u5bb6\u7684\u6c7a\u7b56\u898f\u5247\uff0c\u53ea\u662f\u4e0d\u8b93\u5c08\u5bb6\u81ea\u5df1\u5f9e\u53e3\u4e2d\u8aaa\u51fa\uff0c\u800c\u662f\u7531\u5c08\u5bb6\u7684\u6b77\u53f2\u884c\u70ba\u4f86\u81ea\u52d5\u5b78\u7fd2\u3002\u300f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u89c0\u9ede\u771f\u662f\u8b93\u4eba\u557c\u7b11\u7686\u975e\u3002\u82e5\u4eba\u5011\u5df2\u7d93\u77e5\u9053\u4e86\u6c7a\u7b56\u7684\u898f\u5247\uff0c\u76f4\u63a5\u7528\u5c31\u597d\u4e86\uff0c\u70ba\u4ec0\u9ebc\u4e0d\u8b93\u5c08\u5bb6\u8aaa\u51fa\u4f86\u800c\u8981\u53e6\u5916\u7531\u8cc7\u6599\u4e2d\u53bb\u627e\uff1f\u6a5f\u5668\u5b78\u7fd2\u8981\u627e\u7684\u662f\u5c08\u5bb6\u9084\u4e0d\u77e5\u9053\uff0c\u6216\u77e5\u9053\u5f97\u4e0d\u5920\u5168\u7684\u6c7a\u7b56\u898f\u5247\u624d\u5c0d\u3002\u56e0\u6b64\uff0c\u66f8\u4e2d\u7528\u9019\u500b\u89c0\u9ede\u4f86\u5224\u5b9a\u5c08\u5bb6\u7cfb\u7d71\u6c92\u843d\u4e86\uff0c\u662f\u5f88\u602a\u7570\u7684\u908f\u8f2f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u66f8\u4e2d\u66f4\u602a\u7570\u7684\u89c0\u9ede\u662f\u8a55\u8ad6\u5c08\u5bb6\u7cfb\u7d71\u8207\u671f\u5f85\u5dee\u8ddd\u5f88\u591a\u7684\u539f\u56e0\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li><strong>\u5c08\u5bb6\u7cfb\u7d71\u7121\u6cd5\u9810\u6e2c\u706b\u707d\u6216\u5730\u9707<\/strong><br>\u6211\u8a8d\u70ba\u9019\u7576\u7136\u4e0d\u80fd\uff0c\u4ec0\u9ebc\u6280\u8853\u80fd100%\u505a\u5230\uff1f\u6a5f\u5668\u5b78\u7fd2\u73fe\u5728\u4e5f\u505a\u4e0d\u5230\u5440\uff0c\u90a3\u662f\u4e0d\u662fAI\u4e5f\u8981\u9032\u5165\u5bd2\u51ac\u4e86\uff1f1990\u82072000\u5e74\u4ee3\u4e2d\uff0c\u6211\u6c92\u807d\u8aaa\u904e\u5c08\u5bb6\u7cfb\u7d71\u8981\u6c42\u89e3\u5982\u706b\u707d\u53ca\u5730\u9707\u7684\u9810\u6e2c\u554f\u984c\uff0c\u4e00\u5982\u6c7d\u8eca\u516c\u53f8\u4e5f\u6c92\u8aaa\u904e\u4ed6\u5011\u7814\u767c\u7684\u6c7d\u8eca\u8981\u89e3\u6c7a\u98db\u884c\u7684\u554f\u984c\u4e00\u6a23\u3002<br>\u3000<\/li><li><strong>\u67d0\u4e9b\u4e8b\u60c5\uff0c\u5c08\u5bb6\u4e0d\u4e00\u5b9a\u80fd\u628a\u898f\u5247\u8aaa\u660e\u6e05\u695a<\/strong><br>\u9019\u662f\u5b8c\u5168\u6b63\u78ba\u7684\u5ee2\u8a71\uff0c\u4efb\u4f55\u6280\u8853\u90fd\u53d7\u6b64\u9650\u5236\u3002\u8aaa\u4e0d\u6e05\u695a\u898f\u5247\u7684\u5c31\u4e0d\u662f\u5c08\u5bb6\u7cfb\u7d71\uff0c\u5982\u6b64\u800c\u5df2\u3002\u4ee5\u6b64\u4f86\u6307\u7a31\u5c08\u5bb6\u7cfb\u7d71\u4e4b\u5f31\uff0c\u6709\u5931\u516c\u5141\u3002<br> \u3000 <\/li><li><strong>\u8aaa\u5f97\u51fa\u7684\u898f\u5247\uff0c\u4e0d\u898b\u5f97\u80fd\u4ee5\u7a0b\u5f0f\u78bc\u5beb\u4e0b\u4f86<\/strong><br>\u9019\u4e5f\u662f\u4e0d\u516c\u5e73\u7684\u8a55\u8ad6\u3002\u5c08\u5bb6\u7cfb\u7d71\u5c0d\u898f\u5247\u7684\u9673\u8ff0\u6709\u5176\u8981\u6c42\uff0c\u4f9d\u5176\u8981\u6c42\u8aaa\u51fa\u7684\u898f\u5247\uff0c\u81ea\u7136\u53ef\u5beb\u6210\u7a0b\u5f0f\uff08\u5176\u5be6\u591a\u662f\u7531\u898f\u5247\u5f15\u64ce\u4f86\u81ea\u52d5\u57f7\u884c\u898f\u5247\u7684\u5224\u5b9a\u800c\u4e0d\u9700\u53e6\u5beb\u7a0b\u5f0f\uff09\u3002\u4e0d\u80fd\u4f9d\u898f\u5247\u9673\u8ff0\u8981\u6c42\u8b1b\u51fa\u898f\u5247\u7684\uff0c\u5c31\u4e0d\u662f\u5c08\u5bb6\u7cfb\u7d71\u8981\u89e3\uff08\u6216\u80fd\u89e3\uff09\u7684\u554f\u984c\u4e86\u3002\u5c31\u50cf\u958b\u6c7d\u8eca\u80fd\u99db\u904e\u5f88\u5c0f\u7684\u6c34\u6e9d\uff0c\u4f46\u82e5\u78b0\u5230\u6cb3\u6d41\u5c31\u958b\u4e0d\u904e\u53bb\u4e86\uff0c\u56e0\u6b64\u6c7d\u8eca\u5c31\u4e0d\u503c\u5f97\u7528\u4e86\u55ce\uff1f<\/li><\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c08\u5bb6\u7cfb\u7d71\u6c92\u6709\u96e2\u958b\u7522\u696d\uff0c\u5b83\u6f14\u8b8a\u6210\u898f\u5247\u7ba1\u7406\u7cfb\u7d71(BRMS)\uff0c\u800c\u9032\u4e00\u6b65\u767c\u5c55\u70ba\u4eca\u65e5\u7684\u6c7a\u7b56\u7ba1\u7406\u7cfb\u7d71(DMS)\u7684\u4e00\u500b\u91cd\u8981\u7684\u7d44\u6210\u90e8\u4efd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0c\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u7063\u300b\u66f8\u4e2d\u5c0d\u5c08\u5bb6\u7cfb\u7d71\u7684\u6279\u8a55\u662f\u932f\u8aa4\u7684\uff0c\u8457\u8005\u4e0d\u4e86\u89e3\u5c08\u5bb6\u7cfb\u7d71\u5728\u672c\u8cea\u4e0a\u8207ERP\u7cfb\u7d71\u7684\u5dee\u7570\uff0c\u4ee5\u53ca\u5f8c\u7e8c\u898f\u5247\u7ba1\u7406\u7684\u767c\u5c55\u8207\u61c9\u7528\u8da8\u52e2\uff0c\u53cd\u800c\u6b66\u65b7\u5730\u6307\u7a31\u5c08\u5bb6\u7cfb\u7d71\u5df2\u9762\u81e8\u5bd2\u51ac\uff0c\u9060\u96e2\u4e86\u7522\u696d\u800c\u9000\u56de\u5230\u5b78\u8853\u5708\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u5011\u82e5\u89c0\u5bdf\u4f01\u696d\u5be6\u969b\u61c9\u7528\u7684\u5167\u5bb9\uff0c\u4e5f\u53ef\u4f50\u8b49\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u7063\u300b\u5728\u4e0a\u8ff0\u9019\u4e9b\u500b\u89c0\u9ede\u4e0a\u7684\u932f\u8aa4\uff0c\u5982\u4e0b\u8ff0\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" style=\"text-align:right\"> \u300a<a href=\"https:\/\/www.emo-5.com.tw\/index.php\/info-2\/down\/\">\u524d\u5f80\u4e0b\u8f09\u5340\u53d6\u5f97\u6587\u7ae0<\/a>\u300b <\/h4>\n\n\n\n<!--nextpage-->\n\n\n\n<ol class=\"wp-block-list\"><li><strong> \u9ea5\u80af\u932b\u7684\u9810\u6e2c<\/strong><br>\u8a31\u591a\u5b78\u8005\u63a2\u8a0eDMS\u5167\u5bb9\u6642\uff0c\u4f7f\u7528\u7684\u53e6\u4e00\u500b\u540d\u8a5e\u662f\u300c\u77e5\u8b58\u81ea\u52d5\u5316 (KA\uff1aKnowledge Automation)\u300d\u3002\u4f8b\u5982\uff0c\u8457\u540d\u7684\u5c08\u5bb6Alan N. Fish\u5728\u4ed62012\u5e74\u51fa\u7248\u7684\u66f8\u300aKnowledge Automation __How to Implement Decision Management in Business Processes\u300b\u4e2d\u5373\u8b1b\u8ff0\u4e86KA\u7684\u76ee\u7684\u5728\u505a\u6c7a\u7b56\u7ba1\u7406\uff0c\u800c\u6c7a\u7b56\u670d\u52d9\uff08\u96fb\u8166\u7cfb\u7d71\uff09\u4e2d\u7684\u77e5\u8b58\u5247\u4e3b\u8981\u4f86\u81ea\u898f\u5247\u3002<br><br>2013\u5e745\u6708\uff0c\u9ea5\u80af\u932b\u5168\u7403\u7814\u7a76\u6240\u767c\u4f48\u4e86\u300a\u985b\u8986\u6280\u8853\uff1a\u5373\u5c07\u8b8a\u9769\u751f\u6d3b\u3001\u5546\u696d\u548c\u5168\u7403\u7d93\u6fdf\u7684\u9032\u5c55\u300b\u7684\u5831\u544a\uff0c\u9810\u6e2c\u4e8612\u9805\u53ef\u80fd\u57282025\u5e74\u4e4b\u524d\u6c7a\u5b9a\u672a\u4f86\u7d93\u6fdf\u7684\u985b\u8986\u6027\u6280\u8853\uff0c\u5176\u4e2d\u4ee3\u8868\u300c\u77e5\u8b58\u5de5\u4f5c\u81ea\u52d5\u5316\u300d\u7684\u667a\u80fd\u8edf\u9ad4\u7cfb\u7d71\u4f4d\u5c45\u7b2c\u4e8c\uff0c\u5217\u65bc\u300c\u79fb\u52d5\u4e92\u806f\u7db2\u300d\u4e4b\u5f8c\uff0c\u300c\u7269\u806f\u7db2\u548c\u96f2\u8a08\u7b97\u300d\u4e4b\u524d\u3002\u9019\u4e00\u5206\u6790\u9810\u6e2c\u4f7f\u5f97\u300c\u77e5\u8b58\u81ea\u52d5\u5316\u300d\u4e00\u6642\u98a8\u884c\u65bc\u6574\u500b\u4e16\u754c\uff0c\u5f15\u767c\u5927\u91cf\u71b1\u8b70\u8207\u63a2\u8a0e\u3002<br><br>\u9ea5\u80af\u932b\u7684\u9810\u6e2c\u53ef\u4f50\u8b49\u6211\u5011\u524d\u9762\u6240\u8aaa\u300cES\u2192BRMS\u2192DMS=KA\u61c9\u7528\u300d\u7684\u6f14\u9032\u6b77\u7a0b\uff0c\u5b83\u4e5f\u8b49\u660e\u4e86\u898f\u5247\u7ba1\u7406\u7684\u91cd\u8981\u6027\uff0c\u800c\u898f\u5247\u4e0d\u662f\uff08\u4e5f\u4e0d\u5fc5\uff09\u5982\u540c\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u7063\u300b\u66f8\u4e2d\u6240\u8aaa\u8981\u5168\u90e8\u7531\u6a5f\u5668\u5b78\u7fd2\u5f97\u4f86\u3002<br> \u3000 <\/li><li><strong>Deloitte\u7684\u8abf\u67e5<\/strong><br>2018\u5e74\u52e4\u696d\u773e\u4fe1\u516c\u53f8\u51fa\u7248\u7684\u300a2017Deloitte\u4eba\u5de5\u667a\u6167\u73fe\u6cc1\u8abf\u67e5\u300b\u5c0dAI\u767c\u5c55\u7684\u73fe\u6cc1\u8207\u672a\u4f86\u7d66\u51fa\u4e86\u5c08\u5bb6\u89c0\u9ede\u3002\u9019\u4efd\u8abf\u67e5\u7d71\u8a08\u4e86\u7f8e\u570b\u300c\u5c0dAI\u6709\u8a8d\u8b58\u4e14\u5728\u4f01\u696d\u5167\u90e8\u5be6\u969b\u61c9\u7528\u300d\u7684250\u4f4d\u9ad8\u968e\u4e3b\u7ba1\u7684\u770b\u6cd5\u8207\u61c9\u7528AI\u7684\u72c0\u6cc1\uff0c\u5f97\u5230\u4e86\u8a31\u591a\u5177\u6709\u9ad8\u5ea6\u555f\u767c\u6027\u7684\u89c0\u9ede\u3002<br><br>Deloitte\u628aAI\u6280\u8853\u8207\u8a8d\u77e5\u6280\u8853(cognitive technology)\u7576\u6210\u540c\u7fa9\u8a5e\uff0c\u5305\u62ec\u4e86\u96fb\u8166\u8996\u89ba\u3001\u6a5f\u5668\u5b78\u7fd2\u3001\u81ea\u7136\u8a9e\u8a00\u8655\u7406\/\u751f\u6210\u3001\u8a9e\u97f3\u8fa8\u8b58\u3001\u898f\u5247\u5f0f\u7cfb\u7d71\uff0c\u8207\u5be6\u9ad4\u6a5f\u5668\u4eba\u3002<br><br>\u96d6\u7136AI\u6280\u8853\u4ecd\u5728\u521d\u671f\u61c9\u7528\u968e\u6bb5\uff0c\u4f46\u5be6\u969b\u61c9\u7528AI\u7684\u53d7\u8a2a\u8005\u8868\u793a\u4ed6\u5011\u7684\u4f01\u696d\u5df2\u56e0\u61c9\u7528AI\u800c\u7372\u5f97\u76f8\u7576\u7a0b\u5ea6(53%)\u6216\u91cd\u5927(30%)\u7684\u6548\u76ca\u3002\u96a8\u8457AI\u61c9\u7528\u7684\u983b\u7387\u589e\u52a0\uff0c\u6548\u76ca\u4e5f\u96a8\u4e4b\u63d0\u9ad8\u3002<br><br>\u7d04\u534a\u6578\u7684\u4f01\u696d\u90fd\u63a1\u7528\u4e86\u898f\u5247\u5f0f\u6216\u5c08\u5bb6\u7cfb\u7d71\u3002\u521d\u671f\u61c9\u7528AI\u7684\u4f01\u696d\u8457\u91cd\u9032\u884c\u81ea\u52d5\u5316\uff0c\u800c\u61c9\u7528\u66f4\u6210\u719f\u7684\u4f01\u696d\u5247\u8457\u91cd\u5728\u5275\u65b0\u3002\u7531\u4e0a\u8ff0\u5831\u544a\u7684\u767c\u73fe\u53ef\u77e5\uff1a\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u7063\u300b\u5ba3\u7a311990\u5e74\u5f8c\u5c08\u5bb6\u7cfb\u7d71\u958b\u59cb\u96e2\u958b\u7522\u696d\u662f\u932f\u8aa4\u7684\u3002<br> \u3000 <\/li><li><strong>\u7f8e\u570b\u5c0d\u4e2d\u570b\u7684\u51fa\u53e3\u7ba1\u5236\u7522\u54c1<\/strong><br>2018\u5e74\u5e95\u7f8e\u570b\u5546\u52d9\u90e8\u516c\u4f48\u7684\u5c0d\u4e2d\u570b\u51fa\u53e3\u7ba1\u5236\u5efa\u8b70\u540d\u55ae\u4e2d\uff0c\u7e3d\u8a08\u670914\u985e\u6280\u8853\u7684\u7522\u54c1\uff0c\u5176\u4e2d\u7b2c\u4e8c\u985e\u662fAI\u548c\u6a5f\u5668\u5b78\u7fd2\u6280\u8853\uff0c\u5176\u4e0b\u5217\u8209\u7684\u5167\u5bb9\u5305\u62ec\u6df1\u5ea6\u5b78\u7fd2\u3001\u96fb\u8166\u8996\u89ba\u3001\u5c08\u5bb6\u7cfb\u7d71\uff08\u53ca\u6c7a\u7b56\u652f\u63f4\u7cfb\u7d71\uff09\u3001\u8a9e\u97f3\u8655\u7406\u3001\u81ea\u7136\u8a00\u8655\u7406\u2026.\u7b49\u6280\u8853\u3002<br><br>\u5982\u679c\u5c08\u5bb6\u7cfb\u7d71\uff08\u53ca\u6c7a\u7b56\u652f\u63f4\u7cfb\u7d71\uff09\u771f\u5982\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u7063\u300b\u6240\u8aaa\u7684\u5df2\u7d93\u5931\u6557\u4e86\uff0c\u9060\u96e2\u7522\u696d\u4e86\uff0c\u7f8e\u570b\u70ba\u4e0d\u9ebc\u4e0d\u8ce3\u7d66\u4e2d\u570b\uff1f\u5411\u4e2d\u570b\u4f01\u696d\u6536\u4e9b\u9214\u7968\uff0c\u53c8\u53ef\u300c\u5bb3\u300d\u4ed6\u5011\u9000\u6b65\uff0c\u4e0d\u662f\u6b63\u5408\u7f8e\u570b\u653f\u5e9c\u7684\u5fc3\u610f\u55ce\uff1f<br> \u3000 <\/li><li><strong>\u4eba\u5de5\u667a\u6167\u767c\u5c55\u7684\u9762\u5411<\/strong><br>\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u7063\u300b\u8ac7\u5230\u4e86AI\u7684\u767c\u5c55\u65b9\u5411\u3002\u66f8\u4e2d\u7b2c147\u9801\u7684\u91cd\u9ede\u570b\u969b\u6703\u8b70\u8868\u5217\u4e2d\uff0c\u7b2c3\u9805\u662f Expert Systems with Application\uff0c\u7b2c9\u9805\u662fKnowledge-based Systems\u3002\u9019\u5c31\u4f50\u8a3c\u6211\u5728\u4e0a\u8ff0\u7684\u8ad6\u9ede\uff1a\u73fe\u4ecaAI\u767c\u5c55\u4e2d\u7576\u7136\u5305\u62ec\u4e86\u5c08\u5bb6\u7cfb\u7d71\u8207\u898f\u5247\u7ba1\u7406\u7cfb\u7d71\u3002<\/li><\/ol>\n\n\n\n<h4 class=\"wp-block-heading\" style=\"text-align:right\"> \u300a<a href=\"https:\/\/www.emo-5.com.tw\/index.php\/info-2\/down\/\">\u524d\u5f80\u4e0b\u8f09\u5340\u53d6\u5f97\u6587\u7ae0<\/a>\u300b <\/h4>\n\n\n\n<!--nextpage-->\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6211\u7684\u4e3b\u5f35\u8207\u5efa\u8b70<\/strong><strong><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u70ba\u4ec0\u9ebc\u8981\u5beb\u9019\u7bc7\u6587\u7ae0\u5462\uff1f\u76ee\u7684\u662f\u5e0c\u671b\u5e6b\u52a9\u53f0\u7063\u4f01\u696d\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li><strong>\u5c0d\u5982\u4f55\u61c9\u7528AI\u6280\u8853\u6709\u66f4\u5b8c\u6574\u7684\u8a8d\u8b58\uff0c\u4e0d\u8981\u88ab\u5c40\u9650\u5728\u6a5f\u5668\u5b78\u7fd2\u6280\u8853\u4e0a<\/strong><br>AI\u7684\u61c9\u7528\u5167\u5bb9\u7d76\u5c0d\u5305\u542b\u4e86\u5c08\u5bb6\u7cfb\u7d71\uff08\u53ca\u5176\u5f8c\u7684\u898f\u5247\u7ba1\u7406\u7cfb\u7d71\u53ca\u4eca\u65e5\u7684\u6c7a\u7b56\u7ba1\u7406\u7cfb\u7d71\uff09\uff0c\u5b83\u662f\u7528\u96fb\u8166\u4f86\u8655\u7406\u5df2\u77e5\u6c7a\u7b56\u77e5\u8b58\u7684\uff08\u5df2\u9a57\u8b49\u6709\u6548\uff09\u65b9\u6cd5\uff0c\u8655\u7406\u7684\u6578\u64da\u91cf\u4e0d\u5927\uff0c\u4f46\u6548\u76ca\u6975\u9ad8\uff08\u53ef\u53c3\u8003Deloitte\u7684\u8abf\u67e5\u5831\u544a\uff09\u3002<br><br>\u96fb\u8166\u8655\u7406\u672a\u77e5\u7684\u6c7a\u7b56\u77e5\u8b58\u5c31\u8981\u9760\u6a5f\u5668\u5b78\u7fd2\u6280\u8853\u4e86\uff0c\u4f46\u524d\u63d0\u662f\u8981\u6709\u8db3\u5920\u512a\u8cea\u7684\u6578\u64da\u3002\u8fd1\u5e74\u4f86\u9019\u4e00\u6280\u8853\u7684\u61c9\u7528\u7bc4\u570d\u6975\u5ee3\uff0c\u6548\u76ca\u9a5a\u4eba\uff0c\u503c\u5f97\u5728\u53f0\u7063\u5927\u529b\u5730\u63a8\u5ee3\uff0c\u9019\u4e5f\u662f\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u7063\u300b\u4e00\u66f8\u6975\u6709\u53c3\u8003\u50f9\u503c\u7684\u539f\u56e0\u3002<br>\u3000<br>\u7136\u800c\uff0c\u6a5f\u5668\u5b78\u7fd2\u6280\u8853\u4e0d\u80fd\u4ee5\u504f\u84cb\u5168\u5730\u6392\u9664\u5176\u5b83\u6280\u8853\u7684\u7528\u3002\u4f8b\u5982\uff0c\u4f01\u696d\u8fd1\u5e74\u4f86\u8208\u8d77\u7528\u6d41\u7a0b\u7ba1\u7406(BPM)\u7cfb\u7d71\u5c07ERP\u7684\u4f7f\u7528\u65b9\u6cd5\u505a\u5927\u7ffb\u8f49\uff0c\u628a\u9700\u8981\u4eba\u54e1\u4e3b\u52d5\u7684pull\u65b9\u5f0f\u6539\u6210\u96fb\u8166\u4e3b\u52d5\u7684push\u65b9\u5f0f\uff0c\u82e5\u518d\u52a0\u4e0a\u898f\u5247\u7ba1\u7406\u7684\u81ea\u52d5\u5316\u5c31\u53ef\u5927\u91cf\u7bc0\u7701\u64cd\u4f5c\u7684\u4eba\u529b\u9700\u6c42\u3002\u9019\u6a23\u505a\u7684\u7b2c\u4e00\u500b\u9700\u6c42\u5373\u662f\u8981\u91cd\u65b0\u78ba\u5b9a\uff08\u5b9a\u7fa9\uff09\u4f01\u696d\u5167\u90e8\u4f7f\u7528ERP\u7684\u6d41\u7a0b\uff0c\u800c\u5fc5\u9808\u7531\u5916\u90e8\u5c08\u5bb6\u6216\u5167\u90e8\u9ad8\u660e\u7684\u4f7f\u7528\u8005\u5011\u4f86\u9032\u884c\u3002ML\u6280\u8853\u80fd\u5206\u6790\u9019\u6a23\u7684\u4f7f\u7528\u7fd2\u6163\u800c\u627e\u51fa\u6700\u4f73\u7684\u6d41\u7a0b\u8207\u4f7f\u7528\u898f\u5247\u55ce\uff1f\u7576\u7136\u4e0d\u884c\uff01<br><br>\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u7063\u300b\u66f8\u4e2d\u63d0\u5230\u300c\u7d93\u7406\u4eba\u5fc5\u9808\u5177\u5099\u7684\u5341\u500b\u8a8d\u77e5\u300d\uff0c\u7b2c\u4e00\u500b\u662f\uff1a\u6c92\u6709\u8cc7\u6599\u5c31\u4e0d\u6703\u6709AI\u3002\u771f\u7684\u6c92\u6709\u5927\u6578\u64da(Big Data)\u5c31\u7121\u6cd5\u4f7f\u7528AI\u4e86\u55ce\uff1f\u9019\u7576\u7136\u662f\u932f\u7684\uff0c\u9664\u975e\u4f60\u8aaaAI\u5c31\u53ea\u80fd\u662fML\u6280\u8853\u3002<br><br>\u300a\u56e0\u679c\u9769\u547d\u300b\u66f8\u4e2d\u6307\u660e\u4e86Mind over Data\uff08\u601d\u60f3\u52dd\u904e\u8cc7\u6599\uff09\u7684\u6b63\u78ba\u9053\u7406\uff0c\u503c\u5f97\u6df1\u601d\u3002\u53e6\u5916\uff0c\u300aAI\u7d93\u6fdf\u7684\u7b56\u7565\u601d\u7dad\u300b\u7b2c136\u9801\u7684\u4f8b\u5b50\u4e5f\u6975\u6709\u8da3\uff1a\u4e8c\u6b21\u4e16\u754c\u5927\u6230\u4e2d\uff0c\u82f1\u570b\u5617\u8a66\u5206\u6790\u6d3e\u53bb\u8f5f\u70b8\u5fb7\u570b\u800c\u8fd4\u822a\u7684\u98db\u6a5f\u6a5f\u8eab\u4e0a\u7684\u5f48\u8457\u9ede\uff0c\u5e0c\u671b\u5f37\u5316\u9019\u4e9b\u8f5f\u70b8\u6a5f\u5c0d\u5fb7\u570b\u9632\u7a7a\u70ae\u706b\u7684\u62b5\u79a6\u80fd\u529b\u3002\u7d71\u8a08\u5b78\u5bb6Abraham Wald\u6307\u51fa\uff1a\u6240\u6709\u98db\u56de\u4f86\u7684\u98db\u6a5f\u8eab\u4e0a\u6108\u662f\u6c92\u6709\u5f48\u8457\u9ede\u7684\u5730\u65b9\uff0c\u5c31\u6108\u662f\u9700\u8981\u5f37\u5316\u4fdd\u8b77\u7684\u5730\u65b9\u3002\u56e0\u70ba\uff0c\u90fd\u6c92\u767c\u73fe\u5f48\u8457\u7684\u5730\u65b9\u662f\u6700\u96aa\u9ede\u7684\uff0c\u5728\u90a3\u91cc\u88ab\u6253\u5230\u7684\u98db\u6a5f\u5c31\u98db\u4e0d\u56de\u4f86\u4e86\u3002\u9019\u662f\u500b\u5c0f\u6578\u64da\u5206\u6790\u7684\u6848\u4f8b\uff0c\u4e3b\u8981\u9760\u7684\u662f\u5c08\u5bb6\u7684\u77e5\u8b58\u4f86\u9032\u884c\u3002\u6a5f\u5668\u5b78\u7fd2\u6280\u8853\u5728\u6b64\u6c92\u6709\u6548\u7528\uff01<br> \u3000 <\/li><li><strong>\u627e\u5c0dAI\u61c9\u7528\u7684\u65b9\u5411<\/strong><br>\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u7063\u300b\u7b2c273\u9801\u4e2d\u6307\u51fa\uff1a\u767c\u5c55\u4eba\u5de5\u667a\u6167\uff0c\u8981\u5148\u627e\u5c0d\u65b9\u5411\u3002\u9019\u7576\u7136\u662f\u6b63\u78ba\u7684\u4e3b\u5f35\u3002\u66f8\u4e2d\u628a\u61c9\u7528AI\u7684\u65b9\u5411\u5206\u70ba\u56db\u7a2e\uff1a\u4e92\u806f\u7db2AI\u3001\u5546\u696dAI\u3001\u611f\u77e5AI\uff0c\u8207\u81ea\u4e3bAI\u3002\u9019\u500b\u8aaa\u6cd5\u548c\u6211\u5728\u674e\u958b\u5fa9\u535a\u58eb\u7684\u300aAI\u06f0\u672a\u4f86\u300b2018\u5e74\u5927\u9678\u7248\u7b2c131\u9801\u8aaa\u7684\u300cAI\u7684\u56db\u6ce2\u6d6a\u6f6e\u300d\u4e00\u6a21\u4e00\u6a23\u3002<br><br>\u540c\u6a23\u5730\uff0c\u5169\u4f4d\u8457\u8005\u8b1b\u7684\u5546\u696dAI (Business AI)\u4ecd\u662f\u6307\u6578\u64da\u5206\u6790\u6280\u8853\u7684\u61c9\u7528\u5167\u5bb9\uff0c\u800c\u4e0d\u662f\u5c08\u5bb6\u7cfb\u7d71\u6216\u898f\u5247\u7ba1\u7406\u7cfb\u7d71\u3002<br><br>\u82e5\u4f9d\u9019\u500b\u8aaa\u6cd5\uff0c\u90a3\u9ebc\u6211\u5011\u60f3\u8981\u300c\u5148\u627e\u5c0d\u65b9\u5411\u300d\u5c31\u5fc5\u7136\u5df2\u7d93\u932f\u4e86\uff0c\u627e\u4e0d\u5230\u6700\u6b63\u78ba\u7684\u65b9\u5411\u4e86\uff0c\u56e0\u70ba\u7531\u5c08\u5bb6\u7cfb\u7d71\u6f14\u5316\u70ba\u898f\u5247\u7ba1\u7406\u7cfb\u7d71\uff0c\u518d\u5230\u5f8c\u4f86\u7684\u6c7a\u7b56\u7ba1\u7406\u7cfb\u7d71\u7684\u767c\u5c55\u6b77\u53f2\uff0c\u5df2\u7d93\u88ab\u8457\u8005\u7d66\u5426\u5b9a\uff08\u6216\u5ffd\u7565\uff09\u4e86\u3002<br><br>\u4f01\u696d\u7d93\u71df\u5728\u78ba\u7acb\u9700\u6c42\u800c\u5c0b\u627e\u80fd\u4f9b\u61c9\u7684\u7b54\u6848\uff0c\u4e0d\u662f\u62ff\u8457\u7b54\u6848\u627e\u554f\u984c\u3002\u4ee5ML\u6280\u8853\u4f86\u627e\u5c0b\u53ef\u4f7f\u529b\u7684\u9ede\uff08\u4ee5\u63d0\u5347\u6548\u76ca\uff09\uff0c\u4e0d\u80fd\u8aaa\u5b83\u4e0d\u5c0d\uff0c\u4f46\u9084\u662f\u6709\u9edesolution in search of a problem\u7684\u5473\u9053\u3002\u82e5\u4f01\u696d\u80fd\u5148\u7406\u6e05\u4f01\u696d\u7ba1\u7406\u4e0a\u7684\u904b\u4f5c\u67b6\u69cb\u8207\u9700\u6c42\u5167\u5bb9\uff0c\u6703\u66f4\u6709\u52a9\u65bcAI\u7684\u61c9\u7528\u3002\u9019\u4e00\u65b9\u9762\uff0c\u6211\u8a8d\u70ba\u6b50\u7f8e\u4f01\u696d\u7684\u7406\u8ad6\u67b6\u69cb\u8207\u5be6\u52d9\u7d93\u9a57\u66f4\u6709\u52a9\u65bc\u53f0\u7063\u4f01\u696d\u7684AI\u61c9\u7528\u3002\u9019\u662f\u62ff\u4f86\u4e3b\u7fa9\uff0c\u4e5f\u662f\u7d93\u6fdf\u5b78\u4e2d\u300c\u5f8c\u767c\u512a\u52e2\u898f\u5f8b\u300d\u7684\u4f9d\u64da\uff0c\u4f55\u6a02\u4e0d\u70ba\uff1f<br> \u3000 <\/li><li><strong>\u627e\u5230\u6700\u4f73\u7684\u8d77\u59cb\u9ede<\/strong><br>\u4f01\u696d\u4f7f\u7528ML\u6280\u8853\u5c07\u7121\u6cd5\u505a\u51faERP\u4f7f\u7528\u6d41\u7a0b(SOP)\u7684\u81ea\u52d5\u5316\uff0c\u5df2\u5982\u524d\u8ff0\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5927\u91cf\u4f01\u696d\u7d93\u9a57\u6307\u51fa\u50b3\u7d71\u4f7f\u7528\u7684legacy systems\uff08\u907a\u7522\u7cfb\u7d71\uff09\u9700\u8981\u505a\u518d\u9020\u5de5\u7a0b(re-engineering)\uff0c\u5982ERP\u7cfb\u7d71\u3002BPM\u8207BRMS\u5b8c\u5168\u53ef\u4ee5\u52dd\u4efb\u9019\u6a23\u7684\u6311\u6230\uff0c\u4f01\u696d\u53ef\u4ee5\u628a\u904b\u71df\u5c64\u4f7f\u7528ERP\u7684\u6d41\u7a0b\u81ea\u52d5\u5316\uff0c\u628aOD\uff08\u904b\u71df\u6c7a\u7b56\uff09\u5118\u91cf\u81ea\u52d5\u5316\uff0c\u540c\u6642\u628aERP\u4e2d\u7684\u53c3\u6578\u9010\u6f38\u62d4\u51fa\u4f86\uff0c\u6539\u7528\u898f\u5247\u4f86\u7ba1\u7406\uff0c\u9019\u6a23\u505a\u53ef\u4ee5\u514d\u9664ERP\u56e0\u61c9\u8b8a\u52d5\u800c\u505a\u7a0b\u5f0f\u4fee\u6539\u7684\u58d3\u529b\u3002\u9019\u4e9b\u90fd\u662f\u5be6\u5be6\u5728\u5728\u7684\u5de8\u5927\u6548\u76ca\uff0c\u4e5f\u53ef\u4f7f\u4f01\u696d\u5167\u90e8\u7684\u6578\u64da\u6108\u4f86\u6108\u6b63\u78ba\u53ca\u6709\u5e8f\u3002\u56e0\u800c\uff0c\u9019\u624d\u662f\u76ee\u524d\u53f0\u7063\u4f01\u696d\u61c9\u7528AI\u7684\u6700\u4f73\u8d77\u59cb\u9ede\uff0c\u662f\u82f1\u6587\u4e2d\u8aaa\u7684low hanging fruit\uff08\u4f4e\u5782\u7684\u679c\u5be6\uff0c\u55bb\u70ba\u8f03\u5bb9\u6613\u5be6\u73fe\u7684\u76ee\u6a19\uff09\uff0c\u4e2d\u6587\u5e38\u8b6f\u70ba\u300c\u6311\u8edf\u67ff\u5b50\u5403\u300d\u3002<br><br>\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u7063\u300b\u66f8\u4e2d\u8aaa\u660e\u7684\u7406\u60f3\uff0c\u8981\u4ee5AI\u70ba\u53f0\u7063\u4f01\u696d\u627e\u51fa\u65b0\u7684\u8457\u529b\u9ede\uff0c\u6211\u662f\u5b8c\u5168\u8d0a\u540c\u7684\u3002\u4f46\u628aAI\u5c40\u9650\u5728\u6a5f\u5668\u5b78\u7fd2\u4e0a\uff0c\u8a8d\u70ba\u300c\u6c92\u6709\u5927\u6578\u64da\u5c31\u6c92\u6709AI\u61c9\u7528\u300d\uff0c\u90a3\u4f01\u696d\u8981\u5982\u4f55\u8457\u624b\u5462\uff1f\u53ea\u80fd\u5148\u53bb\u6e05\u6d17\u6578\u64da(data cleaning)\u4e86\uff1f\u9019\u660e\u986f\u4e0d\u662f\u597d\u7684\u8d77\u59cb\u9ede\uff0c\u4e14\u6703\u56b4\u91cd\u8aa4\u5c0e\u4f01\u696d\u5c0dAI\u61c9\u7528\u7684\u89c0\u9ede\u3002<br><br>\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u7063\u300b\u66f8\u4e2d\u53c8\u6307\u51fa\uff1a\u60f3\u8981\u61c9\u7528AI\uff0c\u5fc5\u9808\u5148\u511f\u9084\u300c\u79d1\u6280\u50b5\u300d\uff0c\u5373\u4ee5\u5f80e\u5316\u8981\u505a\u6b63\u78ba\u8207\u7d2e\u5be6\uff0c\u4e0d\u8db3\u7684\u5730\u65b9\u8981\u88dc\u4fee\u5b78\u5206\uff0c\u9019\u662f\u5c0d\u7684\uff0c\u61c9\u7528AI\u5148\u628a\u904b\u71df\u5c64\u7684\u4efb\u52d9\u81ea\u52d5\u5316\u5c31\u662f\u6bd4\u6e05\u6d17\u6578\u64da\u66f4\u597d\u7684\u505a\u6cd5\uff0c\u9019\u4e5f\u662f\u7f8e\u570bIBM\u516c\u53f8\u5927\u529b\u63a8\u5ee3\u5176ODM (Operational Decision Management)\u7cfb\u7d71\u7684\u539f\u56e0\u3002<br><br>Deloitte\u8abf\u67e5\u5831\u544a\u767c\u73fe\uff1a\u65e9\u671f\u61c9\u7528AI\u7684\u4f01\u696d\u591a\u4ee5\u300c\u81ea\u52d5\u5316\u300d\u70ba\u76ee\u6a19\uff0c\u5f8c\u671f\u624d\u52a0\u91cd\u4e86\u300c\u667a\u80fd\u5316\u300d\u7684\u958b\u5275\uff0c\u9019\u662f\u975e\u5e38\u6709\u9053\u7406\u7684\u3002<br><br>\u8a72\u8abf\u67e5\u4e2d\u660e\u767d\u8868\u793a\uff1a\u300e\u898f\u5247\u5f0f\u53ca\u5c08\u5bb6\u7cfb\u7d71\u572890\u5e74\u4ee3\u6700\u5f8c\u4e00\u6ce2\u4eba\u5de5\u667a\u6167\u5546\u696d\u5316\u98a8\u6f6e\u4e2d\u8208\u8d77\uff0c\u76f4\u5230\u4eca\u65e5\u4ecd\u5ee3\u53d7\u904b\u7528\uff1a49%\u7684\u53d7\u8a2a\u8005\u8868\u793a\u63a1\u7528\u4e86\u9019\u4e9b\u6280\u8853\u3002\u300f<br><br>\u5e0c\u671b\u53f0\u7063\u4f01\u696d\u80fd\u56e0\u800c\u907f\u514d\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u7063\u300b\u5728\u9019\u4e00\u65b9\u9762\u7684\u8aa4\u5c0e\uff01<\/li><\/ol>\n\n\n\n<h4 class=\"wp-block-heading\" style=\"text-align:right\"> \u300a<a href=\"https:\/\/www.emo-5.com.tw\/index.php\/info-2\/down\/\">\u524d\u5f80\u4e0b\u8f09\u5340\u53d6\u5f97\u6587\u7ae0<\/a>\u300b <\/h4>\n\n\n\n<!--nextpage-->\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7d50\u8a9e<\/strong><strong><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">1980\u5e74\u4ee3\uff0c\u53f0\u7063\u4f01\u696d\u624d\u958b\u59cb\u5ee3\u6cdb\u5730\u96fb\u8166\u5316\u3002\u7576\u6642\u6709\u500b\u6975\u70ba\u6d41\u884c\u7684\u89c0\u9ede\uff1a\u96fb\u8166\u5316\u524d\u8981\u5148\u505a\u7ba1\u7406\u7684\u300c\u5408\u7406\u5316\u300d\u3002\u6211\u975e\u5e38\u53cd\u5c0d\u9019\u500b\u89c0\u9ede\uff0c\u8a8d\u70ba\u662f\u56e0\u679c\u5012\u7f6e\u4e86\uff0c\u56e0\u6b64\u6211\u51fa\u9762\u53cd\u99c1\u5b83\u3002\u6211\u8209\u4f8b\u5b50\u8aaa\u660e\uff1a\u8cb7\u4f86\u6d17\u8863\u6a5f\uff0c\u539f\u5148\u7684\u6d17\u8863\u677f\u53ca\u6d17\u6cd5\u90fd\u8981\u4e1f\u6389\uff1b\u82e5\u8981\u5b78\u6703\u958b\u8eca\uff0c\u53bb\u5b78\u5c31\u662f\u4e86\uff0c\u4e0d\u5fc5\u8981\u5148\u5b78\u6703\u9a0e\u6469\u6258\u8eca\u6216\u8173\u8e0f\u8eca\uff1b\u82e5\u4ee5\u751f\u5c0f\u5b69\u70ba\u76ee\u6a19\uff0c\u90a3\u4e5f\u4e0d\u4e00\u5b9a\u9700\u8981\u5148\u7d50\u5a5a\u3002\u5f8c\u9762\u9019\u4f8b\u5b50\u62db\u4f86\u7f75\u8072\uff0c\u8aaa\u6211\u7834\u58de\u4e86\u793e\u6703\u5584\u826f\u98a8\u4fd7\u3002\u6211\u8ac7\u80fd\u529b\u554f\u984c\uff0c\u5225\u4eba\u537b\u7528\u9053\u5fb7\u89c0\u4f86\u52a0\u4ee5\u53cd\u99c1\u3002\u9dc4\u540c\u9d28\u8b1b\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f8c\u4f86\u4e8b\u5be6\u8b49\u660e\uff0c\u96fb\u8166\u5316\u624d\u662f\u7ba1\u7406\u5408\u7406\u5316\u7684\u6700\u4f73\u624b\u6bb5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ba1\u7406\u662f\u5be6\u8e10\u7684\u5b78\u554f\uff0c\u4e0d\u80fd\u7d14\u9760\u5b78\u7406\u7684\u63a8\u5c0e\u505a\u6307\u5f15\uff0c\u4e5f\u4e0d\u53ef\u8ff7\u4fe1\u6216\u9ad8\u4f30\u4e86\u5404\u7a2e\u79d1\u6280\u7684\u529f\u80fd\u3002\u300a\u56e0\u679c\u9769\u547d\u300b\u66f8\u4e2d\u6307\u7a31\u300cAI\u6709\u80fd\u529b\uff0c\u6c92\u667a\u6167\u300d\u662f\u6709\u76f8\u7576\u9053\u7406\u7684\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7576\u7136\uff0c\u62d6\u62d6\u62c9\u62c9\u5730\u672a\u80fd\u53ca\u6642\u5229\u7528\u79d1\u6280\uff0c\u4e5f\u5fc5\u7136\u6703\u6d88\u5f31\u4f01\u696d\u7684\u7af6\u722d\u529b\uff0c\u7d76\u4e0d\u53ef\u53d6\uff01\u6210\u6557\u95dc\u9375\u5728\u89c0\u9ede\u7684\u6e05\u695a\u8207\u6b63\u78ba\uff0c\u770b\u6e05\u695a\u4e86\u5c31\u61c9\u7acb\u5373\u6295\u5165\u79d1\u6280\u7684\u61c9\u7528\uff01<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u89c0\u5ff5\u8981\u6e05\u695a\u662f\u9700\u8981\u4e0b\u529f\u592b\u7684\u3002Deloitte\u8abf\u67e5\u4e2d\u6307\u51fa\uff1a\u6709\u9ad8\u905483%\u7684\u7f8e\u570b\u9ad8\u968e\u7d93\u7406\u4eba\u5b8c\u5168\u4e0d\u77ad\u89e3\u4eba\u5de5\u667a\u6167\u662f\u4ec0\u9ebc\u3002\u90a3\u9ebc\uff0c\u53f0\u7063\u7684\u72c0\u6cc1\u5462\uff1f\u6050\u4e5f\u4e0d\u6a02\u89c0\u5427\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u7063\u300b\u4e00\u66f8\u5728\u6a5f\u5668\u5b78\u7fd2(ML)\u6280\u8853\u65b9\u9762\u6709\u6975\u4f73\u7684\u8aaa\u660e\uff0c\u53f0\u7063\u4eba\u5de5\u667a\u6167\u5b78\u6821\u4e5f\u57f9\u990a\u4e86\u4e0d\u5c11ML\u76f8\u95dc\u7684\u4eba\u624d\uff0c\u9019\u4e9b\u90fd\u975e\u5e38\u503c\u5f97\u80af\u5b9a\u8207\u652f\u6301\u3002\u4f46\u4ee5ML\u4f86\u6392\u9664\u5176\u5b83\u6280\u8853\u5c31\u4e0d\u5c0d\u4e86\u3002\u56e0\u70ba\uff0c\u628a\u4eba\u985e\u5df2\u6709\u7684\u667a\u80fd\u4ea4\u7531\u96fb\u8166\u4f86\u81ea\u52d5\u8655\u7406\u7684\u6280\u8853\uff0c\u4e5f\u662fAI\u6280\u8853\u7684\u5167\u5bb9\uff0c\u4e0d\u662f\u90a3\u4e9b\u300c\u7531\u96fb\u8166\u627e\u51fa\u667a\u80fd\u300d\u7684\u6280\u8853\u624d\u53eb\u505a\u4eba\u5de5\u667a\u80fd\u6280\u8853\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u5fcd\u4e0d\u8a00\uff0c\u6545\u6211\u624d\u5beb\u9019\u7bc7\u6587\u7ae0\uff0c\u5e0c\u671b\u7d66\u53f0\u7063\u4f01\u696d\u88dc\u8db3\u4e00\u4e9bAI\u61c9\u7528\u7684\u89c0\u9ede\uff0c\u4ee5\u627e\u51fa\u66f4\u4f73\u7684AI\u61c9\u7528\u65b9\u6848\uff0c\u4e5f\u5e0c\u671b\u80fd\u5354\u52a9\u53f0\u7063\u4f01\u696d\u57f9\u990a\u51fa\u66f4\u591a\u3001\u66f4\u512a\u79c0\u7684AI\u5be6\u6230\u4eba\u624d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"text-align:right\">  <strong>\u67f3\u4e2d\u5ca12019.11.3  <\/strong><\/p>\n\n\n\n<h4 class=\"wp-block-heading\" style=\"text-align:right\"> \u300a<a href=\"https:\/\/www.emo-5.com.tw\/index.php\/info-2\/down\/\">\u524d\u5f80\u4e0b\u8f09\u5340\u53d6\u5f97\u6587\u7ae0<\/a>\u300b <\/h4>\n","protected":false},"excerpt":{"rendered":"<p>\u6211\u770b\u5b8c\u4e86\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u7063\u300b\u9019\u672c\u66f8\uff0c\u4e00\u65b9\u9762\u611f\u5230\u8b9a\u8cde\uff0c\u66f8\u4e2d\u8a00\u4e4b\u6709\u7269\uff0c\u5728AI\u7684\u5927\u6578\u64da\u5206\u6790\u61c9\u7528\u4e0a\u8b1b\u7684\u5f88\u900f\u5fb9\uff0c\u5c0d\u53f0\u7063\u4f01\u696d &hellip; <a href=\"https:\/\/www.emo-5.com.tw\/index.php\/consultant-3\/book-review\/bookreview1\/\" class=\"more-link\">Continue reading <span class=\"screen-reader-text\">\u8ad6\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u7063\u300b\u7684\u91cd\u5927\u932f\u8aa4<\/span><\/a><\/p>\n","protected":false},"author":2,"featured_media":3964,"parent":3937,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"page-templates\/full-width-page.php","meta":{"footnotes":""},"class_list":["post-3947","page","type-page","status-publish","has-post-thumbnail","hentry"],"_links":{"self":[{"href":"https:\/\/www.emo-5.com.tw\/index.php\/wp-json\/wp\/v2\/pages\/3947","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.emo-5.com.tw\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.emo-5.com.tw\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.emo-5.com.tw\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.emo-5.com.tw\/index.php\/wp-json\/wp\/v2\/comments?post=3947"}],"version-history":[{"count":20,"href":"https:\/\/www.emo-5.com.tw\/index.php\/wp-json\/wp\/v2\/pages\/3947\/revisions"}],"predecessor-version":[{"id":6025,"href":"https:\/\/www.emo-5.com.tw\/index.php\/wp-json\/wp\/v2\/pages\/3947\/revisions\/6025"}],"up":[{"embeddable":true,"href":"https:\/\/www.emo-5.com.tw\/index.php\/wp-json\/wp\/v2\/pages\/3937"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.emo-5.com.tw\/index.php\/wp-json\/wp\/v2\/media\/3964"}],"wp:attachment":[{"href":"https:\/\/www.emo-5.com.tw\/index.php\/wp-json\/wp\/v2\/media?parent=3947"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}