{"id":3976,"date":"2019-11-05T16:40:52","date_gmt":"2019-11-05T08:40:52","guid":{"rendered":"http:\/\/www.emo-5.com.tw\/?page_id=3976"},"modified":"2023-05-25T11:24:41","modified_gmt":"2023-05-25T03:24:41","slug":"bookreview1-s","status":"publish","type":"page","link":"https:\/\/www.emo-5.com.tw\/index.php\/zn\/consultant-3-s\/book-review-s\/bookreview1-s\/","title":{"rendered":"\u8bba\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u6e7e\u300b\u7684\u91cd\u5927\u9519\u8bef"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u6211\u770b\u5b8c\u4e86\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u6e7e\u300b\u8fd9\u672c\u4e66\uff0c\u4e00\u65b9\u9762\u611f\u5230\u8d5e\u8d4f\uff0c\u4e66\u4e2d\u8a00\u4e4b\u6709\u7269\uff0c\u5728AI\u7684\u5927\u6570\u636e\u5206\u6790\u5e94\u7528\u4e0a\u8bb2\u7684\u5f88\u900f\u5f7b\uff0c\u5bf9\u53f0\u6e7e\u4f01\u4e1a\u78b0\u5230\u7684\u95ee\u9898\u63cf\u8ff0\u4e5f\u9887\u5177\u542f\u53d1\u6027\u3002\u540c\u65f6\uff0c\u6211\u4e5f\u53ef\u4ee5\u611f\u53d7\u5230\u8457\u8005\u60f3\u4e3a\u53f0\u6e7e\u4f01\u4e1a\u627e\u51fa\u5347\u7ea7\u7a81\u7834\u53e3\u7684\u70ed\u5ff1\u4e0e\u52aa\u529b\uff0c\u4ee4\u4eba\u94a6\u4f69\u3002\u4f46\u53e6\u4e00\u65b9\u9762\u6211\u4e5f\u611f\u5230\u5341\u5206\u60ca\u8bb6\uff0c\u51e0\u4e4e\u4e0d\u613f\u76f8\u4fe1\uff0c\u4e3a\u4ec0\u4e48\u8fd9\u6837\u9ad8\u6c34\u51c6\u7684\u4e66\u4e2d\u4f1a\u6709\u5982\u6b64\u91cd\u5927\u7684\u5931\u8bef\uff1f\u8457\u8005\u5bf9\u6574\u4e2aAI\u6280\u672f\u7684\u63cf\u8ff0\u5168\u662f\u673a\u5668\u5b66\u4e60(Machine Learning, ML)\u6280\u672f\uff0c\u5373\u5927\u6570\u636e\u5206\u6790\u7684\u5e94\u7528\uff0c\u4e5f\u56e0\u800c\u9020\u6210\u4e86\u4e0d\u5c11\u9519\u8bef\u7684\u89c2\u70b9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b80\u5355\u8bb2\uff0c\u4e66\u540d\u82e5\u6539\u6210\u300a\u673a\u5668\u5b66\u4e60\u5728\u53f0\u6e7e\u300b\u4f1a\u66f4\u51c6\u786e\u5730\u8868\u8fbe\u4e66\u4e2d\u5185\u5bb9\u7684\u610f\u4e49\u4e0e\u4f5c\u7528\uff0c\u56e0\u4e3a\u8457\u8005\u51e0\u4e4e\u628aML\u5f53\u6210AI\u7684\u540c\u4e49\u8bcd\uff0c\u800c\u5b8c\u5168\u6392\u9664\u4e86\u4e13\u5bb6\u7cfb\u7edf\uff08\u53ca\u5176\u540e\u89c4\u5219\u7ba1\u7406\u7cfb\u7edf\uff09\u7684\u5e94\u7528\uff0c\u540c\u65f6\u4e5f\u6ca1\u6709\u5982\u4f01\u4e1a\u754c\u6700\u65b0AI\u5e94\u7528\u5b9e\u52a1\u4e0a\u5f3a\u8c03\u300c\u51b3\u7b56\u7ba1\u7406\u300d\u7684\u91cd\u8981\u89c2\u5ff5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ba1\u7406\u5b66\u4e2d\u5f88\u65e9\u5c31\u6709\u201c\u7ba1\u7406\u5c31\u662f\u505a\u51b3\u7b56\u201d\u7684\u4e3b\u5f20\uff0c\u5f53\u7136\u4f01\u4e1a\u5b9e\u52a1\u4e0a\u8fd8\u662f\u591a\u628a\u7ba1\u7406\u5206\u6210\u4e86\u300c\u51b3\u7b56\u300d\u4e0e\u300c\u6267\u884c\uff08\u4ea4\u6613\u5904\u7406\uff09 \u300d \u4e24\u5927\u90e8\u4efd\u3002\u8fd9\u6837\u7684\u533a\u5206\u6709\u52a9\u4e8e\u6211\u4eec\u5398\u6e05IT\u5e94\u7528\u4e0a\u7684\u5185\u5bb9\u4e0e\u8d8b\u52bf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff0c\u65e9\u671fIT\u7684\u5e94\u7528\u591a\u8457\u91cd\u5728\u4ea4\u6613\u5904\u7406\u4e0a\uff0c\u4e5f\u53d6\u5f97\u4e86\u5de8\u5927\u7684\u6548\u76ca\uff0c\u5176\u4e2d\u6700\u663e\u8457\u7684\u5c31\u662fERP\uff08\u4f01\u4e1a\u8d44\u6e90\u7ba1\u7406\uff09\u7cfb\u7edf\u7684\u5e94\u7528\u4e86\u3002\u4f46ERP\u4e0d\u76f4\u63a5\u5904\u7406\u51b3\u7b56\u7684\u95ee\u9898\uff08\u6216\u53ea\u5904\u7406\u4e00\u5c0f\u90e8\u4efd\uff0c\u5982MRP\u5c55\u5f00\u529f\u80fd\uff09\uff0c\u800c\u662f\u7528\u4ea7\u751f\u7684\u8d44\u8baf\u63d0\u4f9b\u7ed9\u7ba1\u7406\u8005\u505a\u51b3\u7b56\u7684\u53c2\u8003\uff0c\u8fd9\u529f\u80fd\u88ab\u79f0\u4e3a\u51b3\u7b56\u652f\u63f4(decision support)\uff0c\u4f46\u5374\u4e0d\u662f\u76f4\u63a5\u505a\u51b3\u7b56(decision making)\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">80\u5e74\u4ee3\u5174\u8d77\u7684\u4e13\u5bb6\u7cfb\u7edf(Expert System)\u5219\u662f\u9488\u5bf9\u4eba\u4eec\u51b3\u7b56\u7684\u9700\u6c42\u6765\u6c42\u89e3\u7684\uff0c\u6545\u662f\u51b3\u7b56\u7cfb\u7edf\u3002 ERP\u7684\u5e94\u7528\u4e0e\u4e13\u5bb6\u7cfb\u7edf\u4e4b\u95f4\u6ca1\u6709\u76f4\u63a5\u7684\u5173\u7cfb\uff0c\u6545\u4e66\u4e2d\u7b2c73\u9875\u6307\u79f0ERP\u5174\u8d77\u4f7f\u4e13\u5bb6\u7cfb\u7edf\u9010\u6e10\u5931\u53bb\u9b45\u529b\u662f\u9519\u7684\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">IT\u6280\u672f\u7684\u98de\u901f\u53d1\u5c55\u53ca\u5404\u9886\u57df\u5185\u79d1\u7814\uff08\u5982\u6f14\u7b97\u6cd5\uff09 \u7684\u7a81\u7834\uff0c\u9020\u6210\u4e86\u73b0\u4ecaAI\u5e94\u7528\u7684\u5174\u76db\uff0c\u5176\u5e94\u7528\u5f88\u5927\u4e00\u90e8\u4efd\u662f\u9488\u5bf9\u51b3\u7b56\u800c\u6765\u7684\u3002 \u300aAI\u7ecf\u6d4e\u7684\u7b56\u7565\u601d\u7ef4\u300b\u4e66\u4e2d\u5c31\u76f4\u63a5\u4e86\u5f53\u5730\u5ba3\u79f0\uff1aAI\u6280\u672f\u5c31\u662f\u4e2a\u9884\u6d4b\u673a\u5668(prediction machine)\u3002\u800c\uff0c\u9884\u6d4b\u6b63\u662f\u51b3\u7b56\u7684\u6838\u5fc3\u8981\u7d20\u3002\u9884\u6d4b\u4e4b\u540e\u52a0\u4e0a\u5224\u65ad\uff0c\u5c31\u662f\u505a\u51fa\u51b3\u7b56\u4e86\u3002\u6211\u7531\u51b3\u7b56\u9700\u6c42\u7684\u89d2\u5ea6\u51fa\u53d1\uff0c\u68c0\u89c6\u4e86\u5b9e\u52a1\u754cIT\u5e94\u7528\u53d1\u5c55\u7684\u5386\u7a0b\uff0c\u5f97\u5230\u4e0b\u5217\u7684\u7ed3\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\/\u56fe1.AI\u5728\u4f01\u4e1a\u51b3\u7b56\u4e0a\u7684\u6f14\u8fdb-02.jpg\" alt=\"\" class=\"wp-image-4158\"\/><\/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\/zn\/down-s\/\">\u524d\u5f80\u4e0b\u8f7d\u533a\u53d6\u5f97\u6587\u7ae0<\/a>\u300b<\/h4>\n\n\n\n<!--nextpage-->\n\n\n\n<p class=\"wp-block-paragraph\">AI\u6280\u672f\u7684\u65e9\u671f\u5e94\u7528\u66fe\u88ab\u5e7f\u6cdb\u5730\u5632\u8bbd\u3002\u4e13\u5bb6\u7cfb\u7edf\u53d6\u5f97\u4e86\u4e00\u4e9b\u5b9e\u7528\u7684\u6548\u76ca\uff0c\u4f46\u8303\u56f4\u4e0d\u5e7f\uff0c\u4f46\u5b83\u7684\u89c4\u5219\u7ba1\u7406(rule management)\u7684\u4f5c\u6cd5\u5219\u5728\u5b9e\u52a1\u754c\u5f15\u53d1\u4e86\u5e7f\u6cdb\u5730\u5e94\u7528\uff0c\u9020\u6210\u300c\u89c4\u5219\u7ba1\u7406\u7cfb\u7edf(BRMS)\u300d\u7684\u5174\u8d77\uff0c\u4e5f\u66f4\u4fc3\u6210\u4e86\u4eca\u65e5\u7f8e\u6b27\u7b49\u5148\u8fdb\u4f01\u4e1a\u4e2d\u300c\u51b3\u7b56\u7ba1\u7406\u7cfb\u7edf(DMS)\u300d\u7684\u5174\u8d77\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53f0\u6e7e\u4f01\u4e1a\u5728AI\u5e94\u7528\u4e0a\u662f\u843d\u540e\u6b27\u7f8e\u7684\u3002\u5f53\u5e74\u6211\u4eec\u5728ERP\u5e94\u7528\u4e0a\u843d\u540e\u4e86\u5341\u591a\u5e74\uff0c\u5982\u4eca\u5728DMS\u5e94\u7528\u4e0a\u4e5f\u843d\u540e\u4e86\u5341\u5e74\u4ee5\u4e0a\u3002 \u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u6e7e\u300b\u6307\u51fa\u53f0\u6e7e\u4f01\u4e1a\u5e94\u627e\u5bf9\u53d1\u5c55\u7684\u65b9\u5411\uff0c\u5373\u9009\u5b9a\u6b63\u786e\u7684\u9898\u76ee\uff0c\u8fd9\u662f\u975e\u5e38\u6b63\u786e\u7684\u8bc9\u6c42\uff0c\u4f46\u4e66\u4e2d\u5efa\u8bae\u7684\u65b9\u5411\u4e0d\u592a\u6b63\u786e\uff0c\u4f1a\u4f7f\u4f01\u4e1a\u754c\u5931\u6389\u4e86\u53d6\u5f97low hanging fruits\uff08\u6311\u8f6f\u67ff\u5b50\u5403\uff09\u7684\u5927\u597d\u673a\u4f1a\uff0c\u6211\u5728\u540e\u9762\u4f1a\u518d\u8bf4\u660e\u3002\u4e3a\u4ec0\u4e48\u5462\uff1f\u8ba9\u6211\u4eec\u770b\u770b\u56fd\u5916\u5e94\u7528\u7684\u7ecf\u9a8c\u3002\u6211\u4eec\u8981\u5148\u4e86\u89e3\u51b3\u7b56\u7684\u4e09\u4e2a\u5206\u7c7b\uff0c\u7b80\u793a\u5982\u4e0b\u56fe\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\/\u56fe2.\u51b3\u7b56\u7684\u4e09\u5927\u5206\u7c7b-01.jpg\" alt=\"\" class=\"wp-image-4064\"\/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u56fe\u4e2d\u7684OD\u5728\u53f0\u6e7e\u4e60\u79f0\u300c\u4f5c\u4e1a\u6027\u51b3\u7b56\u300d\uff0c\u5728\u5927\u9646\u5219\u88ab\u7edf\u4e00\u79f0\u4e3a\u300c\u8fd0\u8425\u51b3\u7b56\u300d\uff0c\u8fd9\u662fAI\u80fd\u6700\u5feb\u4ea7\u751f\u6548\u76ca\u7684\u9886\u57df\u3002 IBM\u516c\u53f8\u5728\u63a8\u5e7f\u7684ODM (Operational Decision Management)\u5c31\u662f\u6307\u8fd9\u7c7bOD\u7684\u51b3\u7b56\u7ba1\u7406\u3002\u6211\u8fdb\u4e00\u6b65\u628a\u51b3\u7b56\u7cfb\u7edf\u7684\u6f14\u8fdb\u5185\u5bb9\u7b80\u8981\u603b\u62ec\u5728\u4e0b\u56fe\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\/\u56fe3.\u51b3\u7b56\u7cfb\u7edf\u7684\u6f14\u8fdb-02.jpg\" alt=\"\" class=\"wp-image-4078\"\/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u73b0\u4eca\u51b3\u7b56\u7ba1\u7406\u7cfb\u7edf\u4e2d\uff0c\u7531\u7535\u8111\u6765\u5904\u7406\u7684\u77e5\u8bc6\u6765\u6e90\u6709\u4e24\u5927\u7c7b\uff1a\u89c4\u5219\u4e0e\u6a21\u578b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5df1\u77e5\u7684\u77e5\u8bc6\uff0c\u4e0d\u8bba\u662f\u7531\u4e13\u5bb6\u63d0\u4f9b\u6216\u662f\u4f01\u4e1a\u5185\u90e8\u7d2f\u79ef\u7684\u7ecf\u9a8c\uff0c\u8981\u5916\u5316\u4e3a\u89c4\u5219(rules)\u800c\u7531\u89c4\u5219\u5f15\u64ce(rule engine)\u6765\u81ea\u52a8\u5904\u7406\uff0c\u4e0d\u518d\u9700\u8981\u7531\u8f6f\u4f53\u5de5\u7a0b\u5e08\u6765\u7f16\u5199\u7a0b\u5f0f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd8\u4e0d\u77e5\u9053\u7684\u77e5\u8bc6\uff0c\u5219\u7531\u673a\u5668\u5b66\u4e60(ML)\u6765\u627e\u51fa\u5173\u8054\u6027\uff08\u5176\u6216\u662f\u56e0\u679c\u5173\u7cfb\uff09\uff0c\u5efa\u6210\u89c4\u5219\u96c6(rule set)\u6216\u9884\u6d4b\u7684\u6a21\u578b(models)\u4ee5\u534f\u52a9\u51b3\u7b56\uff0c\u8fd9\u79f0\u4e3a\u9884\u6d4b\u5f0f\u5206\u6790\u5b66(Predictive Analytics, PA)\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u91cc\u6d89\u53ca\u7684\u5185\u5bb9\u4e0e\u672f\u8bed\u5f88\u591a\uff0c\u6211\u53e6\u5916\u5199\u6587\u7ae0\u6765\u505a\u8bf4\u660e\uff0c\u6b64\u4e0d\u8d58\u8ff0\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7531\u8fd9\u4e9b\u5386\u7a0b\u6765\u770b\uff0c\u6709\u4e24\u4e2a\u95ee\u9898\u8981\u6f84\u6e05\uff1a(1)\u6ca1\u6709\u6570\u636e(data)\u5c31\u6ca1\u6709AI\u5e94\u7528\uff1f (2)\u4e13\u5bb6\u7cfb\u7edf\u5df2\u8fdb\u5bd2\u51ac\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u624b\u63e1\u4e00\u4e2a\u77f3\u5934\uff0c\u82e5\u624b\u677e\u5f00\u4e86\uff0c\u8bf7\u95ee\u77f3\u5934\u5f80\u54ea\u4e2a\u65b9\u5411\u8d70\uff1f\u77e5\u9053\u5730\u5fc3\u5f15\u529b\u539f\u7406\u7684\u4eba\u90fd\u77e5\u9053\u77f3\u5934\u4f1a\u5f80\u4e0b\u843d\u3002\u4e0d\u77e5\u9053\u5730\u5fc3\u5f15\u529b\u539f\u7406\u7684\u4eba\u4ec5\u51ed\u7ecf\u9a8c\u4e5f\u4f1a\u77e5\u9053\u7b54\u6848\uff0c\u4e0d\u9700\u8981\u5206\u6790\u4efb\u4f55\u7684\u6570\u636e\u3002\u518d\u95ee\uff1a\u624b\u63e1\u5927\u5c0f\u4e0d\u540c\u7684\u4e24\u4e2a\u77f3\u5934\uff0c\u7531\u4e00\u7c73\u9ad8\u7684\u5730\u65b9\u677e\u624b\uff0c\u4e00\u8d77\u5f00\u59cb\u5f80\u4e0b\u843d\uff0c\u4f55\u8005\u4f1a\u5148\u7740\u5730\u5462\uff1f\u6709\u4e0d\u5c11\u4eba\u4f1a\u7b54\u9519\u54df\uff0c\u4ee5\u4e3a\u8f83\u91cd\u7684\u77f3\u5934\u4f1a\u5148\u843d\u5730\u3002\u4eba\u7fa4\u4e2d\u53ea\u8981\u6709\u4e00\u4e2a\u4eba\uff08\u4e13\u5bb6\uff09\u77e5\u9053\u5730\u5fc3\u5f15\u529b\u53ca\u7a7a\u6c14\u6d6e\u529b\u7684\u539f\u7406\uff0c\u5c31\u53ef\u7acb\u5373\u63d0\u4f9b\u300c\u4e24\u4e2a\u77f3\u5934\u540c\u65f6\u843d\u5730\u300d\u7684\u6b63\u786e\u7b54\u6848\uff0c\u5176\u4ed6\u4eba\u62ff\u8fd9\u4e2a\u7b54\u6848\u6765\u5e94\u7528\u5373\u53ef\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5236\u9020\u4f01\u4e1a\u7ecf\u5e38\u5728\u9762\u4e34\u300c\u5e94\u91c7\u8d2d\u591a\u5c11\u539f\u7269\u6599\uff1f\u5e94\u5236\u9020\u591a\u5c11\u4ea7\u54c1\uff1f\u8981\u4e0d\u8981\u59d4\u5916\u52a0\u5de5\u2026\uff1f\u300d\u7684\u51b3\u7b56\u95ee\u9898\uff0c\u5185\u90e8\u6709\u51e0\u4e2a\u4eba\u4f1a\u53bb\u8ba1\u7b97\u51c0\u9700\u6c42\u5462\uff1f\u4e00\u4e2a\u4e5f\u6ca1\u6709\u5427\uff0c\u7528MRP\uff08\u7269\u6599\u9700\u6c42\u5c55\u5f00\uff09\u5c31\u89e3\u4e86\u3002\u7528\u4eba\u53bb\u7b97\u8fd8\u4fdd\u8bc1\u7b54\u6848\u662f\u9519\u7684\uff08\u9664\u975e\u4f01\u4e1a\u89c4\u6a21\u5f88\u5c0f\u800c\u8ba2\u5355\u91cf\u4e5f\u5f88\u5c11\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5c31\u662f\u65e9\u671f\u4e13\u5bb6\u7cfb\u7edf\u53ca\u4eca\u65e5\u51b3\u7b56\u7ba1\u7406\u7cfb\u7edf\u7684\u5f3a\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\u6e7e\u300b\u7b2c118\u9875\u4e2d\u6240\u8ff0\u300e\u4ee5\u4eca\u5929\u7684\u6280\u672f\u6765\u8bf4\uff0c\u5927\u6570\u636e\u53ca\u673a\u5668\u5b66\u4e60\u662f\u53d1\u5c55\u4eba\u5de5\u667a\u6167\u7684\u5fc5\u8981\u6761\u4ef6\u300f\u662f\u592a\u8fc7\u6b66\u65ad\u4e86\u3002\u6ca1\u6709\u5927\u6570\u636e\u5c31\u6ca1\u6709AI\u5e94\u7528\uff1f\u8fd9\u5f53\u7136\u662f\u9519\u7684\uff01\u6211\u4eec\u53ea\u80fd\u8bf4\u300c\u6ca1\u6709\u5927\u6570\u636e\u5c31\u6ca1\u6709\u673a\u5668\u5b66\u4e60\u300d\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\/zn\/down-s\/\">\u524d\u5f80\u4e0b\u8f7d\u533a\u53d6\u5f97\u6587\u7ae0<\/a>\u300b<\/h4>\n\n\n\n<!--nextpage-->\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e13\u5bb6\u7cfb\u7edf\u53d7\u963b\u800c\u8fdb\u5165\u5bd2\u51ac\u4e86\u5417\uff1f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u6e7e\u300b\u7b2c81\u9875\u8bf4\uff1a\u300e\u673a\u5668\u5b66\u4e60\u8d70\u4e86\u4e00\u6761\u4e0e\u4e13\u5bb6\u7cfb\u7edf\u4e0d\u540c\u7684\u8def\u7ebf\uff0c\u5b83\u7531\u5386\u53f2\u8d44\u6599\u5f52\u7eb3\u51fa\u4e13\u5bb6\u7684\u6cd5\u5219\u2026. \u673a\u5668\u5b66\u4e60\u540c\u6837\u662f\u5728\u5b66\u4e60\u4e13\u5bb6\u7684\u51b3\u7b56\u89c4\u5219\uff0c\u53ea\u662f\u4e0d\u8ba9\u4e13\u5bb6\u81ea\u5df1\u4ece\u53e3\u4e2d\u8bf4\u51fa\uff0c\u800c\u662f\u7531\u4e13\u5bb6\u7684\u5386\u53f2\u884c\u4e3a\u6765\u81ea\u52a8\u5b66\u4e60\u3002 \u300f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e2a\u89c2\u70b9\u771f\u662f\u8ba9\u4eba\u557c\u7b11\u7686\u975e\u3002\u82e5\u4eba\u4eec\u5df2\u7ecf\u77e5\u9053\u4e86\u51b3\u7b56\u7684\u89c4\u5219\uff0c\u76f4\u63a5\u7528\u5c31\u597d\u4e86\uff0c\u4e3a\u4ec0\u4e48\u4e0d\u8ba9\u4e13\u5bb6\u8bf4\u51fa\u6765\u800c\u8981\u53e6\u5916\u7531\u8d44\u6599\u4e2d\u53bb\u627e\uff1f\u673a\u5668\u5b66\u4e60\u8981\u627e\u7684\u662f\u4e13\u5bb6\u8fd8\u4e0d\u77e5\u9053\uff0c\u6216\u77e5\u9053\u5f97\u4e0d\u591f\u5168\u7684\u51b3\u7b56\u89c4\u5219\u624d\u5bf9\u3002\u56e0\u6b64\uff0c\u4e66\u4e2d\u7528\u8fd9\u4e2a\u89c2\u70b9\u6765\u5224\u5b9a\u4e13\u5bb6\u7cfb\u7edf\u6ca1\u843d\u4e86\uff0c\u662f\u5f88\u602a\u5f02\u7684\u903b\u8f91\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e66\u4e2d\u66f4\u602a\u5f02\u7684\u89c2\u70b9\u662f\u8bc4\u8bba\u4e13\u5bb6\u7cfb\u7edf\u4e0e\u671f\u5f85\u5dee\u8ddd\u5f88\u591a\u7684\u539f\u56e0\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li><strong>\u4e13\u5bb6\u7cfb\u7edf\u65e0\u6cd5\u9884\u6d4b\u706b\u707e\u6216\u5730\u9707<\/strong><br>\u6211\u8ba4\u4e3a\u8fd9\u5f53\u7136\u4e0d\u80fd\uff0c\u4ec0\u4e48\u6280\u672f\u80fd100%\u505a\u5230\uff1f\u673a\u5668\u5b66\u4e60\u73b0\u5728\u4e5f\u505a\u4e0d\u5230\u5440\uff0c\u90a3\u662f\u4e0d\u662fAI\u4e5f\u8981\u8fdb\u5165\u5bd2\u51ac\u4e86\uff1f 1990\u4e0e2000\u5e74\u4ee3\u4e2d\uff0c\u6211\u6ca1\u542c\u8bf4\u8fc7\u4e13\u5bb6\u7cfb\u7edf\u8981\u6c42\u89e3\u5982\u706b\u707e\u53ca\u5730\u9707\u7684\u9884\u6d4b\u95ee\u9898\uff0c\u4e00\u5982\u6c7d\u8f66\u516c\u53f8\u4e5f\u6ca1\u8bf4\u8fc7\u4ed6\u4eec\u7814\u53d1\u7684\u6c7d\u8f66\u8981\u89e3\u51b3\u98de\u884c\u7684\u95ee\u9898\u4e00\u6837\u3002<br>\u3000\u3000<\/li><li><strong>\u67d0\u4e9b\u4e8b\u60c5\uff0c\u4e13\u5bb6\u4e0d\u4e00\u5b9a\u80fd\u628a\u89c4\u5219\u8bf4\u660e\u6e05\u695a<\/strong><br>\u8fd9\u662f\u5b8c\u5168\u6b63\u786e\u7684\u5e9f\u8bdd\uff0c\u4efb\u4f55\u6280\u672f\u90fd\u53d7\u6b64\u9650\u5236\u3002\u8bf4\u4e0d\u6e05\u695a\u89c4\u5219\u7684\u5c31\u4e0d\u662f\u4e13\u5bb6\u7cfb\u7edf\uff0c\u5982\u6b64\u800c\u5df2\u3002\u4ee5\u6b64\u6765\u6307\u79f0\u4e13\u5bb6\u7cfb\u7edf\u4e4b\u5f31\uff0c\u6709\u5931\u516c\u5141\u3002<br>\u3000 &nbsp;\u3000<\/li><li><strong>\u8bf4\u5f97\u51fa\u7684\u89c4\u5219\uff0c\u4e0d\u89c1\u5f97\u80fd\u4ee5\u7a0b\u5f0f\u7801\u5199\u4e0b\u6765<\/strong><br>\u8fd9\u4e5f\u662f\u4e0d\u516c\u5e73\u7684\u8bc4\u8bba\u3002\u4e13\u5bb6\u7cfb\u7edf\u5bf9\u89c4\u5219\u7684\u9648\u8ff0\u6709\u5176\u8981\u6c42\uff0c\u4f9d\u5176\u8981\u6c42\u8bf4\u51fa\u7684\u89c4\u5219\uff0c\u81ea\u7136\u53ef\u5199\u6210\u7a0b\u5f0f\uff08\u5176\u5b9e\u591a\u662f\u7531\u89c4\u5219\u5f15\u64ce\u6765\u81ea\u52a8\u6267\u884c\u89c4\u5219\u7684\u5224\u5b9a\u800c\u4e0d\u9700\u53e6\u5199\u7a0b\u5f0f\uff09\u3002\u4e0d\u80fd\u4f9d\u89c4\u5219\u9648\u8ff0\u8981\u6c42\u8bb2\u51fa\u89c4\u5219\u7684\uff0c\u5c31\u4e0d\u662f\u4e13\u5bb6\u7cfb\u7edf\u8981\u89e3\uff08\u6216\u80fd\u89e3\uff09\u7684\u95ee\u9898\u4e86\u3002\u5c31\u50cf\u5f00\u6c7d\u8f66\u80fd\u9a76\u8fc7\u5f88\u5c0f\u7684\u6c34\u6c9f\uff0c\u4f46\u82e5\u78b0\u5230\u6cb3\u6d41\u5c31\u5f00\u4e0d\u8fc7\u53bb\u4e86\uff0c\u56e0\u6b64\u6c7d\u8f66\u5c31\u4e0d\u503c\u5f97\u7528\u4e86\u5417\uff1f<\/li><\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e13\u5bb6\u7cfb\u7edf\u6ca1\u6709\u79bb\u5f00\u4ea7\u4e1a\uff0c\u5b83\u6f14\u53d8\u6210\u89c4\u5219\u7ba1\u7406\u7cfb\u7edf(BRMS)\uff0c\u800c\u8fdb\u4e00\u6b65\u53d1\u5c55\u4e3a\u4eca\u65e5\u7684\u51b3\u7b56\u7ba1\u7406\u7cfb\u7edf(DMS)\u7684\u4e00\u4e2a\u91cd\u8981\u7684\u7ec4\u6210\u90e8\u4efd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0c\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u6e7e\u300b\u4e66\u4e2d\u5bf9\u4e13\u5bb6\u7cfb\u7edf\u7684\u6279\u8bc4\u662f\u9519\u8bef\u7684\uff0c\u8457\u8005\u4e0d\u4e86\u89e3\u4e13\u5bb6\u7cfb\u7edf\u5728\u672c\u8d28\u4e0a\u4e0eERP\u7cfb\u7edf\u7684\u5dee\u5f02\uff0c\u4ee5\u53ca\u540e\u7eed\u89c4\u5219\u7ba1\u7406\u7684\u53d1\u5c55\u4e0e\u5e94\u7528\u8d8b\u52bf\uff0c\u53cd\u800c\u6b66\u65ad\u5730\u6307\u79f0\u4e13\u5bb6\u7cfb\u7edf\u5df2\u9762\u4e34\u5bd2\u51ac\uff0c\u8fdc\u79bb\u4e86\u200b\u200b\u4ea7\u4e1a\u800c\u9000\u56de\u5230\u5b66\u672f\u5708\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u4eec\u82e5\u89c2\u5bdf\u4f01\u4e1a\u5b9e\u9645\u5e94\u7528\u7684\u5185\u5bb9\uff0c\u4e5f\u53ef\u4f50\u8bc1\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u6e7e\u300b\u5728\u4e0a\u8ff0\u8fd9\u4e9b\u4e2a\u89c2\u70b9\u4e0a\u7684\u9519\u8bef\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\/zn\/down-s\/\">\u524d\u5f80\u4e0b\u8f7d\u533a\u53d6\u5f97\u6587\u7ae0<\/a>\u300b<\/h4>\n\n\n\n<!--nextpage-->\n\n\n\n<ol class=\"wp-block-list\"><li><strong>\u9ea6\u80af\u9521\u7684\u9884\u6d4b<\/strong><br>\u8bb8\u591a\u5b66\u8005\u63a2\u8ba8DMS\u5185\u5bb9\u65f6\uff0c\u4f7f\u7528\u7684\u53e6\u4e00\u4e2a\u540d\u8bcd\u662f\u300c\u77e5\u8bc6\u81ea\u52a8\u5316 (KA\uff1aKnowledge Automation)\u300d\u3002\u4f8b\u5982\uff0c\u8457\u540d\u7684\u4e13\u5bb6Alan N. Fish\u5728\u4ed62012\u5e74\u51fa\u7248\u7684\u4e66\u300aKnowledge Automation __How to Implement Decision Management in Business Processes\u300b\u4e2d\u5373\u8bb2\u8ff0\u4e86KA\u7684\u76ee\u7684\u5728\u505a\u51b3\u7b56\u7ba1\u7406\uff0c\u800c\u51b3\u7b56\u670d\u52a1\uff08\u7535\u8111\u7cfb\u7edf\uff09\u4e2d\u7684\u77e5\u8bc6\u5219\u4e3b\u8981\u6765\u81ea\u89c4\u5219\u3002<br>\u3000<br>2013\u5e745\u6708\uff0c\u9ea6\u80af\u9521\u5168\u7403\u7814\u7a76\u6240\u53d1\u5e03\u4e86\u300a\u98a0\u8986\u6280\u672f\uff1a\u5373\u5c06\u53d8\u9769\u751f\u6d3b\u3001\u5546\u4e1a\u548c\u5168\u7403\u7ecf\u6d4e\u7684\u8fdb\u5c55\u300b\u7684\u62a5\u544a\uff0c\u9884\u6d4b\u4e8612\u9879\u53ef\u80fd\u57282025\u5e74\u4e4b\u524d\u51b3\u5b9a\u672a\u6765\u7ecf\u6d4e\u7684\u98a0\u8986\u6027\u6280\u672f\uff0c\u5176\u4e2d\u4ee3\u8868\u300c\u77e5\u8bc6\u5de5\u4f5c\u81ea\u52a8\u5316\u300d\u7684\u667a\u80fd\u8f6f\u4f53\u7cfb\u7edf\u4f4d\u5c45\u7b2c\u4e8c\uff0c\u5217\u4e8e\u300c\u79fb\u52a8\u4e92\u8054\u7f51\u300d\u4e4b\u540e\uff0c\u300c\u7269\u8054\u7f51\u548c\u4e91\u8ba1\u7b97\u300d\u4e4b\u524d\u3002\u8fd9\u4e00\u5206\u6790\u9884\u6d4b\u4f7f\u5f97\u300c\u77e5\u8bc6\u81ea\u52a8\u5316\u300d\u4e00\u65f6\u98ce\u884c\u4e8e\u6574\u4e2a\u4e16\u754c\uff0c\u5f15\u53d1\u5927\u91cf\u70ed\u8bae\u4e0e\u63a2\u8ba8\u3002<br>\u3000<br>\u9ea6\u80af\u9521\u7684\u9884\u6d4b\u53ef\u4f50\u8bc1\u6211\u4eec\u524d\u9762\u6240\u8bf4\u300cES\u2192BRMS\u2192DMS=KA\u5e94\u7528\u300d\u7684\u6f14\u8fdb\u5386\u7a0b\uff0c\u5b83\u4e5f\u8bc1\u660e\u4e86\u89c4\u5219\u7ba1\u7406\u7684\u91cd\u8981\u6027\uff0c\u800c\u89c4\u5219\u4e0d\u662f\uff08\u4e5f\u4e0d\u5fc5\uff09\u5982\u540c\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u6e7e\u300b\u4e66\u4e2d\u6240\u8bf4\u8981\u5168\u90e8\u7531\u673a\u5668\u5b66\u4e60\u5f97\u6765\u3002<br>\u3000<\/li><li><strong>Deloitte\u7684\u8c03\u67e5<\/strong><br>2018\u5e74\u52e4\u4e1a\u4f17\u4fe1\u516c\u53f8\u51fa\u7248\u7684\u300a2017 Deloitte\u4eba\u5de5\u667a\u6167\u73b0\u51b5\u8c03\u67e5\u300b\u5bf9AI\u53d1\u5c55\u7684\u73b0\u51b5\u4e0e\u672a\u6765\u7ed9\u51fa\u4e86\u4e13\u5bb6\u89c2\u70b9\u3002\u8fd9\u4efd\u8c03\u67e5\u7edf\u8ba1\u4e86\u7f8e\u56fd\u300c\u5bf9AI\u6709\u8ba4\u8bc6\u4e14\u5728\u4f01\u4e1a\u5185\u90e8\u5b9e\u9645\u5e94\u7528\u300d\u7684250\u4f4d\u9ad8\u9636\u4e3b\u7ba1\u7684\u770b\u6cd5\u4e0e\u5e94\u7528AI\u7684\u72b6\u51b5\uff0c\u5f97\u5230\u4e86\u8bb8\u591a\u5177\u6709\u9ad8\u5ea6\u542f\u53d1\u6027\u7684\u89c2\u70b9\u3002<br>\u3000<br>Deloitte\u628aAI\u6280\u672f\u4e0e\u8ba4\u77e5\u6280\u672f(cognitive technology)\u5f53\u6210\u540c\u4e49\u8bcd\uff0c\u5305\u62ec\u4e86\u7535\u8111\u89c6\u89c9\u3001\u673a\u5668\u5b66\u4e60\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\/\u751f\u6210\u3001\u8bed\u97f3\u8fa8\u8bc6\u3001\u89c4\u5219\u5f0f\u7cfb\u7edf\uff0c\u4e0e\u5b9e\u4f53\u673a\u5668\u4eba\u3002<br>\u3000<br>\u867d\u7136AI\u6280\u672f\u4ecd\u5728\u521d\u671f\u5e94\u7528\u9636\u6bb5\uff0c\u4f46\u5b9e\u9645\u5e94\u7528AI\u7684\u53d7\u8bbf\u8005\u8868\u793a\u4ed6\u4eec\u7684\u4f01\u4e1a\u5df2\u56e0\u5e94\u7528AI\u800c\u83b7\u5f97\u76f8\u5f53\u7a0b\u5ea6(53%)\u6216\u91cd\u5927(30%)\u7684\u6548\u76ca\u3002\u968f\u7740AI\u5e94\u7528\u7684\u9891\u7387\u589e\u52a0\uff0c\u6548\u76ca\u4e5f\u968f\u4e4b\u63d0\u9ad8\u3002<br>\u3000<br>\u7ea6\u534a\u6570\u7684\u4f01\u4e1a\u90fd\u91c7\u7528\u4e86\u89c4\u5219\u5f0f\u6216\u4e13\u5bb6\u7cfb\u7edf\u3002\u521d\u671f\u5e94\u7528AI\u7684\u4f01\u4e1a\u7740\u91cd\u8fdb\u884c\u81ea\u52a8\u5316\uff0c\u800c\u5e94\u7528\u66f4\u6210\u719f\u7684\u4f01\u4e1a\u5219\u7740\u91cd\u5728\u521b\u65b0\u3002\u7531\u4e0a\u8ff0\u62a5\u544a\u7684\u53d1\u73b0\u53ef\u77e5\uff1a\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u6e7e\u300b\u5ba3\u79f01990\u5e74\u540e\u4e13\u5bb6\u7cfb\u7edf\u5f00\u59cb\u79bb\u5f00\u4ea7\u4e1a\u662f\u9519\u8bef\u7684\u3002<br>\u3000\u3000<\/li><li><strong>\u7f8e\u56fd\u5bf9\u4e2d\u56fd\u7684\u51fa\u53e3\u7ba1\u5236\u4ea7\u54c1<\/strong><br>2018\u5e74\u5e95\u7f8e\u56fd\u5546\u52a1\u90e8\u516c\u5e03\u7684\u5bf9\u4e2d\u56fd\u51fa\u53e3\u7ba1\u5236\u5efa\u8bae\u540d\u5355\u4e2d\uff0c\u603b\u8ba1\u670914\u7c7b\u6280\u672f\u7684\u4ea7\u54c1\uff0c\u5176\u4e2d\u7b2c\u4e8c\u7c7b\u662fAI\u548c\u673a\u5668\u5b66\u4e60\u6280\u672f\uff0c\u5176\u4e0b\u5217\u4e3e\u7684\u5185\u5bb9\u5305\u62ec\u6df1\u5ea6\u5b66\u4e60\u3001\u7535\u8111\u89c6\u89c9\u3001\u4e13\u5bb6\u7cfb\u7edf\uff08\u53ca\u51b3\u7b56\u652f\u63f4\u7cfb\u7edf\uff09\u3001\u8bed\u97f3\u5904\u7406\u3001\u81ea\u7136\u8a00\u5904\u7406\u2026.\u7b49\u6280\u672f\u3002<br>\u3000<br>\u5982\u679c\u4e13\u5bb6\u7cfb\u7edf\uff08\u53ca\u51b3\u7b56\u652f\u63f4\u7cfb\u7edf\uff09\u771f\u5982\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u6e7e\u300b\u6240\u8bf4\u7684\u5df2\u7ecf\u5931\u8d25\u4e86\uff0c\u8fdc\u79bb\u4ea7\u4e1a\u4e86\uff0c\u7f8e\u56fd\u4e3a\u4e0d\u4e48\u4e0d\u5356\u7ed9\u4e2d\u56fd\uff1f\u5411\u4e2d\u56fd\u4f01\u4e1a\u6536\u4e9b\u949e\u7968\uff0c\u53c8\u53ef\u300c\u5bb3\u300d\u4ed6\u4eec\u9000\u6b65\uff0c\u4e0d\u662f\u6b63\u5408\u7f8e\u56fd\u653f\u5e9c\u7684\u5fc3\u610f\u5417\uff1f<br>\u3000<\/li><li><strong>\u4eba\u5de5\u667a\u6167\u53d1\u5c55\u7684\u9762\u5411<\/strong><br>\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u6e7e\u300b\u8c08\u5230\u4e86AI\u7684\u53d1\u5c55\u65b9\u5411\u3002\u4e66\u4e2d\u7b2c147\u9875\u7684\u91cd\u70b9\u56fd\u9645\u4f1a\u8bae\u8868\u5217\u4e2d\uff0c\u7b2c3\u9879\u662f Expert Systems with Application\uff0c\u7b2c9\u9879\u662fKnowledge-based Systems\u3002\u8fd9\u5c31\u4f50\u8bc1\u6211\u5728\u4e0a\u8ff0\u7684\u8bba\u70b9\uff1a\u73b0\u4ecaAI\u53d1\u5c55\u4e2d\u5f53\u7136\u5305\u62ec\u4e86\u4e13\u5bb6\u7cfb\u7edf\u4e0e\u89c4\u5219\u7ba1\u7406\u7cfb\u7edf\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\/zn\/down-s\/\">\u524d\u5f80\u4e0b\u8f7d\u533a\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\u5f20\u4e0e\u5efa\u8bae<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u4e3a\u4ec0\u4e48\u8981\u5199\u8fd9\u7bc7\u6587\u7ae0\u5462\uff1f\u76ee\u7684\u662f\u5e0c\u671b\u5e2e\u52a9\u53f0\u6e7e\u4f01\u4e1a\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li><strong>\u5bf9\u5982\u4f55\u5e94\u7528AI\u6280\u672f\u6709\u66f4\u5b8c\u6574\u7684\u8ba4\u8bc6\uff0c\u4e0d\u8981\u88ab\u5c40\u9650\u5728\u673a\u5668\u5b66\u4e60\u6280\u672f\u4e0a<\/strong><br>AI\u7684\u5e94\u7528\u5185\u5bb9\u7edd\u5bf9\u5305\u542b\u4e86\u4e13\u5bb6\u7cfb\u7edf\uff08\u53ca\u5176\u540e\u7684\u89c4\u5219\u7ba1\u7406\u7cfb\u7edf\u53ca\u4eca\u65e5\u7684\u51b3\u7b56\u7ba1\u7406\u7cfb\u7edf\uff09\uff0c\u5b83\u662f\u7528\u7535\u8111\u6765\u5904\u7406\u5df2\u77e5\u51b3\u7b56\u77e5\u8bc6\u7684\uff08\u5df2\u9a8c\u8bc1\u6709\u6548\uff09\u65b9\u6cd5\uff0c\u5904\u7406\u7684\u6570\u636e\u91cf\u4e0d\u5927\uff0c\u4f46\u6548\u76ca\u6781\u9ad8\uff08\u53ef\u53c2\u8003Deloitte\u7684\u8c03\u67e5\u62a5\u544a\uff09\u3002<br>\u3000<br>\u7535\u8111\u5904\u7406\u672a\u77e5\u7684\u51b3\u7b56\u77e5\u8bc6\u5c31\u8981\u9760\u673a\u5668\u5b66\u4e60\u6280\u672f\u4e86\uff0c\u4f46\u524d\u63d0\u662f\u8981\u6709\u8db3\u591f\u4f18\u8d28\u7684\u6570\u636e\u3002\u8fd1\u5e74\u6765\u8fd9\u4e00\u6280\u672f\u7684\u5e94\u7528\u8303\u56f4\u6781\u5e7f\uff0c\u6548\u76ca\u60ca\u4eba\uff0c\u503c\u5f97\u5728\u53f0\u6e7e\u5927\u529b\u5730\u63a8\u5e7f\uff0c\u8fd9\u4e5f\u662f\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u6e7e\u300b\u4e00\u4e66\u6781\u6709\u53c2\u8003\u4ef7\u503c\u7684\u539f\u56e0\u3002<br>\u3000<br>\u7136\u800c\uff0c\u673a\u5668\u5b66\u4e60\u6280\u672f\u4e0d\u80fd\u4ee5\u504f\u76d6\u5168\u5730\u6392\u9664\u5176\u5b83\u6280\u672f\u7684\u7528\u3002\u4f8b\u5982\uff0c\u4f01\u4e1a\u8fd1\u5e74\u6765\u5174\u8d77\u7528\u6d41\u7a0b\u7ba1\u7406(BPM)\u7cfb\u7edf\u5c06ERP\u7684\u4f7f\u7528\u65b9\u6cd5\u505a\u5927\u7ffb\u8f6c\uff0c\u628a\u9700\u8981\u4eba\u5458\u4e3b\u52a8\u7684pull\u65b9\u5f0f\u6539\u6210\u7535\u8111\u4e3b\u52a8\u7684push\u65b9\u5f0f\uff0c\u82e5\u518d\u52a0\u4e0a\u89c4\u5219\u7ba1\u7406\u7684\u81ea\u52a8\u5316\u5c31\u53ef\u5927\u91cf\u8282\u7701\u64cd\u4f5c\u7684\u4eba\u529b\u9700\u6c42\u3002\u8fd9\u6837\u505a\u7684\u7b2c\u4e00\u4e2a\u9700\u6c42\u5373\u662f\u8981\u91cd\u65b0\u786e\u5b9a\uff08\u5b9a\u4e49\uff09\u4f01\u4e1a\u5185\u90e8\u4f7f\u7528ERP\u7684\u6d41\u7a0b\uff0c\u800c\u5fc5\u987b\u7531\u5916\u90e8\u4e13\u5bb6\u6216\u5185\u90e8\u9ad8\u660e\u7684\u4f7f\u7528\u8005\u4eec\u6765\u8fdb\u884c\u3002 ML\u6280\u672f\u80fd\u5206\u6790\u8fd9\u6837\u7684\u4f7f\u7528\u4e60\u60ef\u800c\u627e\u51fa\u6700\u4f73\u7684\u6d41\u7a0b\u4e0e\u4f7f\u7528\u89c4\u5219\u5417\uff1f\u5f53\u7136\u4e0d\u884c\uff01<br>\u3000<br>\u300a \u4eba\u5de5\u667a\u6167\u5728\u53f0\u6e7e\u300b\u4e66\u4e2d\u63d0\u5230\u300c\u7ecf\u7406\u4eba\u5fc5\u987b\u5177\u5907\u7684\u5341\u4e2a\u8ba4\u77e5\u300d\uff0c\u7b2c\u4e00\u4e2a\u662f\uff1a\u6ca1\u6709\u8d44\u6599\u5c31\u4e0d\u4f1a\u6709AI\u3002\u771f\u7684\u6ca1\u6709\u5927\u6570\u636e(Big Data)\u5c31\u65e0\u6cd5\u4f7f\u7528AI\u4e86\u5417\uff1f\u8fd9\u5f53\u7136\u662f\u9519\u7684\uff0c\u9664\u975e\u4f60\u8bf4AI\u5c31\u53ea\u80fd\u662fML\u6280\u672f\u3002<br>\u3000<br>\u300a\u56e0\u679c\u9769\u547d\u300b\u4e66\u4e2d\u6307\u660e\u4e86Mind over Data\uff08\u601d\u60f3\u80dc\u8fc7\u8d44\u6599\uff09\u7684\u6b63\u786e\u9053\u7406\uff0c\u503c\u5f97\u6df1\u601d\u3002\u53e6\u5916\uff0c\u300aAI\u7ecf\u6d4e\u7684\u7b56\u7565\u601d\u7ef4\u300b\u7b2c136\u9875\u7684\u4f8b\u5b50\u4e5f\u6781\u6709\u8da3\uff1a\u4e8c\u6b21\u4e16\u754c\u5927\u6218\u4e2d\uff0c\u82f1\u56fd\u5c1d\u8bd5\u5206\u6790\u6d3e\u53bb\u8f70\u70b8\u5fb7\u56fd\u800c\u8fd4\u822a\u7684\u98de\u673a\u673a\u8eab\u4e0a\u7684\u5f39\u7740\u70b9\uff0c\u5e0c\u671b\u5f3a\u5316\u8fd9\u4e9b\u8f70\u70b8\u673a\u5bf9\u5fb7\u56fd\u9632\u7a7a\u70ae\u706b\u7684\u62b5\u5fa1\u80fd\u529b\u3002\u7edf\u8ba1\u5b66\u5bb6Abraham Wald\u6307\u51fa\uff1a\u6240\u6709\u98de\u56de\u6765\u7684\u98de\u673a\u8eab\u4e0a\u6108\u662f\u6ca1\u6709\u5f39\u7740\u70b9\u7684\u5730\u65b9\uff0c\u5c31\u6108\u662f\u9700\u8981\u5f3a\u5316\u4fdd\u62a4\u7684\u5730\u65b9\u3002\u56e0\u4e3a\uff0c\u90fd\u6ca1\u53d1\u73b0\u5f39\u7740\u7684\u5730\u65b9\u662f\u6700\u9669\u70b9\u7684\uff0c\u5728\u90a3\u91cc\u88ab\u6253\u5230\u7684\u98de\u673a\u5c31\u98de\u4e0d\u56de\u6765\u4e86\u3002\u8fd9\u662f\u4e2a\u5c0f\u6570\u636e\u5206\u6790\u7684\u6848\u4f8b\uff0c\u4e3b\u8981\u9760\u7684\u662f\u4e13\u5bb6\u7684\u77e5\u8bc6\u6765\u8fdb\u884c\u3002\u673a\u5668\u5b66\u4e60\u6280\u672f\u5728\u6b64\u6ca1\u6709\u6548\u7528\uff01<br>\u3000<\/li><li><strong>\u627e\u5bf9AI\u5e94\u7528\u7684\u65b9\u5411<\/strong><br>\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u6e7e\u300b\u7b2c273\u9875\u4e2d\u6307\u51fa\uff1a\u53d1\u5c55\u4eba\u5de5\u667a\u6167\uff0c\u8981\u5148\u627e\u5bf9\u65b9\u5411\u3002\u8fd9\u5f53\u7136\u662f\u6b63\u786e\u7684\u4e3b\u5f20\u3002\u4e66\u4e2d\u628a\u5e94\u7528AI\u7684\u65b9\u5411\u5206\u4e3a\u56db\u79cd\uff1a\u4e92\u8054\u7f51AI\u3001\u5546\u4e1aAI\u3001\u611f\u77e5AI\uff0c\u4e0e\u81ea\u4e3bAI\u3002\u8fd9\u4e2a\u8bf4\u6cd5\u548c\u6211\u5728\u674e\u5f00\u590d\u535a\u58eb\u7684\u300aAI\u06f0\u672a\u6765\u300b2018\u5e74\u5927\u9646\u7248\u7b2c131\u9875\u8bf4\u7684\u300cAI\u7684\u56db\u6ce2\u6d6a\u6f6e\u300d\u4e00\u6a21\u4e00\u6837\u3002<br>\u3000<br>\u540c\u6837\u5730\uff0c\u4e24\u4f4d\u8457\u8005\u8bb2\u7684\u5546\u4e1aAI (Business AI)\u4ecd\u662f\u6307\u6570\u636e\u5206\u6790\u6280\u672f\u7684\u5e94\u7528\u5185\u5bb9\uff0c\u800c\u4e0d\u662f\u4e13\u5bb6\u7cfb\u7edf\u6216\u89c4\u5219\u7ba1\u7406\u7cfb\u7edf\u3002<br>\u3000<br>\u82e5\u4f9d\u8fd9\u4e2a\u8bf4\u6cd5\uff0c\u90a3\u4e48\u6211\u4eec\u60f3\u8981\u300c\u5148\u627e\u5bf9\u65b9\u5411\u300d\u5c31\u5fc5\u7136\u5df2\u7ecf\u9519\u4e86\uff0c\u627e\u4e0d\u5230\u6700\u6b63\u786e\u7684\u65b9\u5411\u4e86\uff0c\u56e0\u4e3a\u7531\u4e13\u5bb6\u7cfb\u7edf\u6f14\u5316\u4e3a\u89c4\u5219\u7ba1\u7406\u7cfb\u7edf\uff0c\u518d\u5230\u540e\u6765\u7684\u51b3\u7b56\u7ba1\u7406\u7cfb\u7edf\u7684\u53d1\u5c55\u5386\u53f2\uff0c\u5df2\u7ecf\u88ab\u8457\u8005\u7ed9\u5426\u5b9a\uff08\u6216\u5ffd\u7565\uff09\u4e86\u3002<br>\u3000<br>\u4f01\u4e1a\u7ecf\u8425\u5728\u786e\u7acb\u9700\u6c42\u800c\u5bfb\u627e\u80fd\u4f9b\u5e94\u7684\u7b54\u6848\uff0c\u4e0d\u662f\u62ff\u7740\u7b54\u6848\u627e\u95ee\u9898\u3002\u4ee5ML\u6280\u672f\u6765\u627e\u5bfb\u53ef\u4f7f\u529b\u7684\u70b9\uff08\u4ee5\u63d0\u5347\u6548\u76ca\uff09\uff0c\u4e0d\u80fd\u8bf4\u5b83\u4e0d\u5bf9\uff0c\u4f46\u8fd8\u662f\u6709\u70b9solution in search of a problem\u7684\u5473\u9053\u3002\u82e5\u4f01\u4e1a\u80fd\u5148\u7406\u6e05\u4f01\u4e1a\u7ba1\u7406\u4e0a\u7684\u8fd0\u4f5c\u67b6\u6784\u4e0e\u9700\u6c42\u5185\u5bb9\uff0c\u4f1a\u66f4\u6709\u52a9\u4e8eAI\u7684\u5e94\u7528\u3002\u8fd9\u4e00\u65b9\u9762\uff0c\u6211\u8ba4\u4e3a\u6b27\u7f8e\u4f01\u4e1a\u7684\u7406\u8bba\u67b6\u6784\u4e0e\u5b9e\u52a1\u7ecf\u9a8c\u66f4\u6709\u52a9\u4e8e\u53f0\u6e7e\u4f01\u4e1a\u7684AI\u5e94\u7528\u3002\u8fd9\u662f\u62ff\u6765\u4e3b\u4e49\uff0c\u4e5f\u662f\u7ecf\u6d4e\u5b66\u4e2d\u300c\u540e\u53d1\u4f18\u52bf\u89c4\u5f8b\u300d\u7684\u4f9d\u636e\uff0c\u4f55\u4e50\u4e0d\u4e3a\uff1f<br>\u3000\u3000<\/li><li><strong>\u627e\u5230\u6700\u4f73\u7684\u8d77\u59cb\u70b9<\/strong><br>\u4f01\u4e1a\u4f7f\u7528ML\u6280\u672f\u5c06\u65e0\u6cd5\u505a\u51faERP\u4f7f\u7528\u6d41\u200b\u200b\u7a0b(SOP)\u7684\u81ea\u52a8\u5316\uff0c\u5df2\u5982\u524d\u8ff0\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5927\u91cf\u4f01\u4e1a\u7ecf\u9a8c\u6307\u51fa\u4f20\u7edf\u4f7f\u7528\u7684legacy systems\uff08\u9057\u4ea7\u7cfb\u7edf\uff09\u9700\u8981\u505a\u518d\u9020\u5de5\u7a0b(re-engineering)\uff0c\u5982ERP\u7cfb\u7edf\u3002 BPM\u4e0eBRMS\u5b8c\u5168\u53ef\u4ee5\u80dc\u4efb\u8fd9\u6837\u7684\u6311\u6218\uff0c\u4f01\u4e1a\u53ef\u4ee5\u628a\u8fd0\u8425\u5c42\u4f7f\u7528ERP\u7684\u6d41\u7a0b\u81ea\u52a8\u5316\uff0c\u628aOD\uff08\u8fd0\u8425\u51b3\u7b56\uff09\u5c3d\u91cf\u81ea\u52a8\u5316\uff0c\u540c\u65f6\u628aERP\u4e2d\u7684\u53c2\u6570\u9010\u6e10\u62d4\u51fa\u6765\uff0c\u6539\u7528\u89c4\u5219\u6765\u7ba1\u7406\uff0c\u8fd9\u6837\u505a\u53ef\u4ee5\u514d\u9664ERP\u56e0\u5e94\u53d8\u52a8\u800c\u505a\u7a0b\u5f0f\u4fee\u6539\u7684\u538b\u529b\u3002\u8fd9\u4e9b\u90fd\u662f\u5b9e\u5b9e\u5728\u5728\u7684\u5de8\u5927\u6548\u76ca\uff0c\u4e5f\u53ef\u4f7f\u4f01\u4e1a\u5185\u90e8\u7684\u6570\u636e\u6108\u6765\u6108\u6b63\u786e\u53ca\u6709\u5e8f\u3002\u56e0\u800c\uff0c\u8fd9\u624d\u662f\u76ee\u524d\u53f0\u6e7e\u4f01\u4e1a\u5e94\u7528AI\u7684\u6700\u4f73\u8d77\u59cb\u70b9\uff0c\u662f\u82f1\u6587\u4e2d\u8bf4\u7684low hanging fruit\uff08\u4f4e\u5782\u7684\u679c\u5b9e\uff0c\u55bb\u4e3a\u8f83\u5bb9\u6613\u5b9e\u73b0\u7684\u76ee\u6807\uff09\uff0c\u4e2d\u6587\u5e38\u8bd1\u4e3a\u300c\u6311\u8f6f\u67ff\u5b50\u5403\u300d \u3002<br>\u3000<br>\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u6e7e\u300b\u4e66\u4e2d\u8bf4\u660e\u7684\u7406\u60f3\uff0c\u8981\u4ee5AI\u4e3a\u53f0\u6e7e\u4f01\u4e1a\u627e\u51fa\u65b0\u7684\u8457\u529b\u70b9\uff0c\u6211\u662f\u5b8c\u5168\u8d5e\u540c\u7684\u3002\u4f46\u628aAI\u5c40\u9650\u5728\u673a\u5668\u5b66\u4e60\u4e0a\uff0c\u8ba4\u4e3a\u300c\u6ca1\u6709\u5927\u6570\u636e\u5c31\u6ca1\u6709AI\u5e94\u7528\u300d\uff0c\u90a3\u4f01\u4e1a\u8981\u5982\u4f55\u7740\u624b\u5462\uff1f\u53ea\u80fd\u5148\u53bb\u6e05\u6d17\u6570\u636e(data cleaning)\u4e86\uff1f\u8fd9\u660e\u663e\u4e0d\u662f\u597d\u7684\u8d77\u59cb\u70b9\uff0c\u4e14\u4f1a\u4e25\u91cd\u8bef\u5bfc\u4f01\u4e1a\u5bf9AI\u5e94\u7528\u7684\u89c2\u70b9\u3002<br>\u3000<br> \u300a \u4eba\u5de5\u667a\u6167\u5728\u53f0\u6e7e\u300b\u4e66\u4e2d\u53c8\u6307\u51fa\uff1a\u60f3\u8981\u5e94\u7528AI\uff0c\u5fc5\u987b\u5148\u507f\u8fd8\u300c\u79d1\u6280\u503a\u300d\uff0c\u5373\u4ee5\u5f80e\u5316\u8981\u505a\u6b63\u786e\u4e0e\u624e\u5b9e\uff0c\u4e0d\u8db3\u7684\u5730\u65b9\u8981\u8865\u4fee\u5b66\u5206\uff0c\u8fd9\u662f\u5bf9\u7684\uff0c\u5e94\u7528AI\u5148\u628a\u8fd0\u8425\u5c42\u7684\u4efb\u52a1\u81ea\u52a8\u5316\u5c31\u662f\u6bd4\u6e05\u6d17\u6570\u636e\u66f4\u597d\u7684\u505a\u6cd5\uff0c\u8fd9\u4e5f\u662f\u7f8e\u56fdIBM\u516c\u53f8\u5927\u529b\u63a8\u5e7f\u5176ODM (Operational Decision Management)\u7cfb\u7edf\u7684\u539f\u56e0\u3002<br>\u3000<br>Deloitte\u8c03\u67e5\u62a5\u544a\u53d1\u73b0\uff1a\u65e9\u671f\u5e94\u7528AI\u7684\u4f01\u4e1a\u591a\u4ee5\u300c\u81ea\u52a8\u5316\u300d\u4e3a\u76ee\u6807\uff0c\u540e\u671f\u624d\u52a0\u91cd\u4e86\u300c\u667a\u80fd\u5316\u300d\u7684\u5f00\u521b\uff0c\u8fd9\u662f\u975e\u5e38\u6709\u9053\u7406\u7684\u3002<br>\u3000<br>\u8be5\u8c03\u67e5\u4e2d\u660e\u767d\u8868\u793a\uff1a\u300e\u89c4\u5219\u5f0f\u53ca\u4e13\u5bb6\u7cfb\u7edf\u572890\u5e74\u4ee3\u6700\u540e\u4e00\u6ce2\u4eba\u5de5\u667a\u6167\u5546\u4e1a\u5316\u98ce\u6f6e\u4e2d\u5174\u8d77\uff0c\u76f4\u5230\u4eca\u65e5\u4ecd\u5e7f\u53d7\u8fd0\u7528\uff1a49%\u7684\u53d7\u8bbf\u8005\u8868\u793a\u91c7\u7528\u4e86\u8fd9\u4e9b\u6280\u672f\u3002 \u300f<br>\u3000<br>\u5e0c\u671b\u53f0\u6e7e\u4f01\u4e1a\u80fd\u56e0\u800c\u907f\u514d\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u6e7e\u300b\u5728\u8fd9\u4e00\u65b9\u9762\u7684\u8bef\u5bfc\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\/zn\/down-s\/\">\u524d\u5f80\u4e0b\u8f7d\u533a\u53d6\u5f97\u6587\u7ae0<\/a>\u300b<\/h4>\n\n\n\n<!--nextpage-->\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7ed3\u8bed<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">1980\u5e74\u4ee3\uff0c\u53f0\u6e7e\u4f01\u4e1a\u624d\u5f00\u59cb\u5e7f\u6cdb\u5730\u7535\u8111\u5316\u3002\u5f53\u65f6\u6709\u4e2a\u6781\u4e3a\u6d41\u884c\u7684\u89c2\u70b9\uff1a\u7535\u8111\u5316\u524d\u8981\u5148\u505a\u7ba1\u7406\u7684\u300c\u5408\u7406\u5316\u300d\u3002\u6211\u975e\u5e38\u53cd\u5bf9\u8fd9\u4e2a\u89c2\u70b9\uff0c\u8ba4\u4e3a\u662f\u56e0\u679c\u5012\u7f6e\u4e86\uff0c\u56e0\u6b64\u6211\u51fa\u9762\u53cd\u9a73\u5b83\u3002\u6211\u4e3e\u4f8b\u5b50\u8bf4\u660e\uff1a\u4e70\u6765\u6d17\u8863\u673a\uff0c\u539f\u5148\u7684\u6d17\u8863\u677f\u53ca\u6d17\u6cd5\u90fd\u8981\u4e22\u6389\uff1b\u82e5\u8981\u5b66\u4f1a\u5f00\u8f66\uff0c\u53bb\u5b66\u5c31\u662f\u4e86\uff0c\u4e0d\u5fc5\u8981\u5148\u5b66\u4f1a\u9a91\u6469\u6258\u8f66\u6216\u811a\u8e0f\u8f66\uff1b\u82e5\u4ee5\u751f\u5c0f\u5b69\u4e3a\u76ee\u6807\uff0c\u90a3\u4e5f\u4e0d\u4e00\u5b9a\u9700\u8981\u5148\u7ed3\u5a5a\u3002\u540e\u9762\u8fd9\u4f8b\u5b50\u62db\u6765\u9a82\u58f0\uff0c\u8bf4\u6211\u7834\u574f\u4e86\u793e\u4f1a\u5584\u826f\u98ce\u4fd7\u3002\u6211\u8c08\u80fd\u529b\u95ee\u9898\uff0c\u522b\u4eba\u5374\u7528\u9053\u5fb7\u89c2\u6765\u52a0\u4ee5\u53cd\u9a73\u3002\u9e21\u540c\u9e2d\u8bb2\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u540e\u6765\u4e8b\u5b9e\u8bc1\u660e\uff0c\u7535\u8111\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\u5b9e\u8df5\u7684\u5b66\u95ee\uff0c\u4e0d\u80fd\u7eaf\u9760\u5b66\u7406\u7684\u63a8\u5bfc\u505a\u6307\u5f15\uff0c\u4e5f\u4e0d\u53ef\u8ff7\u4fe1\u6216\u9ad8\u4f30\u4e86\u5404\u79cd\u79d1\u6280\u7684\u529f\u80fd\u3002 \u300a\u56e0\u679c\u9769\u547d\u300b\u4e66\u4e2d\u6307\u79f0\u300cAI\u6709\u80fd\u529b\uff0c\u6ca1\u667a\u6167\u300d\u662f\u6709\u76f8\u5f53\u9053\u7406\u7684\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u7136\uff0c\u62d6\u62d6\u62c9\u62c9\u5730\u672a\u80fd\u53ca\u65f6\u5229\u7528\u79d1\u6280\uff0c\u4e5f\u5fc5\u7136\u4f1a\u6d88\u5f31\u4f01\u4e1a\u7684\u7ade\u4e89\u529b\uff0c\u7edd\u4e0d\u53ef\u53d6\uff01\u6210\u8d25\u5173\u952e\u5728\u89c2\u70b9\u7684\u6e05\u695a\u4e0e\u6b63\u786e\uff0c\u770b\u6e05\u695a\u4e86\u5c31\u5e94\u7acb\u5373\u6295\u5165\u79d1\u6280\u7684\u5e94\u7528\uff01<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u89c2\u5ff5\u8981\u6e05\u695a\u662f\u9700\u8981\u4e0b\u529f\u592b\u7684\u3002 Deloitte\u8c03\u67e5\u4e2d\u6307\u51fa\uff1a\u6709\u9ad8\u8fbe83%\u7684\u7f8e\u56fd\u9ad8\u9636\u7ecf\u7406\u4eba\u5b8c\u5168\u4e0d\u4e86\u89e3\u4eba\u5de5\u667a\u6167\u662f\u4ec0\u4e48\u3002\u90a3\u4e48\uff0c\u53f0\u6e7e\u7684\u72b6\u51b5\u5462\uff1f\u6050\u4e5f\u4e0d\u4e50\u89c2\u5427\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u6e7e\u300b\u4e00\u4e66\u5728\u673a\u5668\u5b66\u4e60(ML)\u6280\u672f\u65b9\u9762\u6709\u6781\u4f73\u7684\u8bf4\u660e\uff0c\u53f0\u6e7e\u4eba\u5de5\u667a\u6167\u5b66\u6821\u4e5f\u57f9\u517b\u4e86\u4e0d\u5c11ML\u76f8\u5173\u7684\u4eba\u624d\uff0c\u8fd9\u4e9b\u90fd\u975e\u5e38\u503c\u5f97\u80af\u5b9a\u4e0e\u652f\u6301\u3002\u4f46\u4ee5ML\u6765\u6392\u9664\u5176\u5b83\u6280\u672f\u5c31\u4e0d\u5bf9\u4e86\u3002\u56e0\u4e3a\uff0c\u628a\u4eba\u7c7b\u5df2\u6709\u7684\u667a\u80fd\u4ea4\u7531\u7535\u8111\u6765\u81ea\u52a8\u5904\u7406\u7684\u6280\u672f\uff0c\u4e5f\u662fAI\u6280\u672f\u7684\u5185\u5bb9\uff0c\u4e0d\u662f\u90a3\u4e9b\u300c\u7531\u7535\u8111\u627e\u51fa\u667a\u80fd\u300d\u7684\u6280\u672f\u624d\u53eb\u505a\u4eba\u5de5\u667a\u80fd\u6280\u672f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u5fcd\u4e0d\u8a00\uff0c\u6545\u6211\u624d\u5199\u8fd9\u7bc7\u6587\u7ae0\uff0c\u5e0c\u671b\u7ed9\u53f0\u6e7e\u4f01\u4e1a\u8865\u8db3\u4e00\u4e9bAI\u5e94\u7528\u7684\u89c2\u70b9\uff0c\u4ee5\u627e\u51fa\u66f4\u4f73\u7684AI\u5e94\u7528\u65b9\u6848\uff0c\u4e5f\u5e0c\u671b\u80fd\u534f\u52a9\u53f0\u6e7e\u4f01\u4e1a\u57f9\u517b\u51fa\u66f4\u591a\u3001\u66f4\u4f18\u79c0\u7684AI\u5b9e\u6218\u4eba\u624d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"text-align:right\"><strong>\u67f3\u4e2d\u51882019.11.3<\/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\/zn\/down-s\/\">\u524d\u5f80\u4e0b\u8f7d\u533a\u53d6\u5f97\u6587\u7ae0<\/a>\u300b<\/h4>\n","protected":false},"excerpt":{"rendered":"<p>\u6211\u770b\u5b8c\u4e86\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u6e7e\u300b\u8fd9\u672c\u4e66\uff0c\u4e00\u65b9\u9762\u611f\u5230\u8d5e\u8d4f\uff0c\u4e66\u4e2d\u8a00\u4e4b\u6709\u7269\uff0c\u5728AI\u7684\u5927\u6570\u636e\u5206\u6790\u5e94\u7528\u4e0a\u8bb2\u7684\u5f88\u900f\u5f7b\uff0c\u5bf9\u53f0\u6e7e\u4f01\u4e1a &hellip; <a href=\"https:\/\/www.emo-5.com.tw\/index.php\/zn\/consultant-3-s\/book-review-s\/bookreview1-s\/\" class=\"more-link\">Continue reading <span class=\"screen-reader-text\">\u8bba\u300a\u4eba\u5de5\u667a\u6167\u5728\u53f0\u6e7e\u300b\u7684\u91cd\u5927\u9519\u8bef<\/span><\/a><\/p>\n","protected":false},"author":2,"featured_media":3964,"parent":3979,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"page-templates\/full-width-page.php","meta":{"footnotes":""},"class_list":["post-3976","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\/3976","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=3976"}],"version-history":[{"count":10,"href":"https:\/\/www.emo-5.com.tw\/index.php\/wp-json\/wp\/v2\/pages\/3976\/revisions"}],"predecessor-version":[{"id":6022,"href":"https:\/\/www.emo-5.com.tw\/index.php\/wp-json\/wp\/v2\/pages\/3976\/revisions\/6022"}],"up":[{"embeddable":true,"href":"https:\/\/www.emo-5.com.tw\/index.php\/wp-json\/wp\/v2\/pages\/3979"}],"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=3976"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}