{"id":5146,"date":"2023-05-20T17:16:18","date_gmt":"2023-05-20T09:16:18","guid":{"rendered":"https:\/\/bap2.cm.nsysu.edu.tw\/?page_id=5146"},"modified":"2026-03-25T15:13:21","modified_gmt":"2026-03-25T07:13:21","slug":"%e6%99%ba%e6%85%a7%e5%89%b5%e6%96%b0%e9%97%9c%e9%8d%b5%e5%ad%b8%e7%a8%8b","status":"publish","type":"page","link":"https:\/\/bap2.cm.nsysu.edu.tw\/?page_id=5146","title":{"rendered":"\u667a\u6167\u5275\u65b0\u95dc\u9375\u5b78\u7a0b"},"content":{"rendered":"<div style=\"line-height: 2;\">\n<h2><span style=\"color: #008000; margin-top: 15px;\">\u3010\u6559\u80b2\u90e8\u3011\u667a\u6167\u5546\u696d\u6578\u64da\u5206\u6790\u8207\u5275\u65b0\u4e4b\u95dc\u9375\u4eba\u624d\u57f9\u80b2\u8a08\u756b<\/span><\/h2>\n<h4 style=\"text-align: left;\"><strong><span style=\"color: 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href=\"https:\/\/www.edx.org\/professional-certificate\/harvardx-data-science\">\u54c8\u4f5b\u5546\u5b78\u9662<\/a>\u3001<a href=\"https:\/\/www.coursera.org\/specializations\/business-analytics\">\u83ef\u9813\u5546\u5b78\u9662<\/a>\u3001<a href=\"https:\/\/www.edx.org\/course\/the-analytics-edge-0\">\u9ebb\u7701\u7406\u5de5\u53f2\u9686\u5546\u5b78\u9662<\/a>\u7b49\u5341\u9918\u6240\u77e5\u540d\u5546\u5b78\u9662\u7684\u7dda\u4e0a\u8ab2\u7a0b\u5167\u5bb9\uff0c\u5c07\u5b78\u7fd2\u76ee\u6a19\u8a2d\u5b9a\u70ba\u300c\u8b93\u6240\u6709\u79d1\u7cfb\u7684\u540c\u5b78\u90fd\u80fd\u5b78\u6703\u4f7f\u7528\u5927\u6578\u64da\u8207\u4eba\u5de5\u667a\u6167\uff0c\u5728\u5404\u7a2e\u5546\u52d9\u60c5\u5883\u4e4b\u4e2d\u904b\u7528\u5148\u9032\u7684\u5206\u6790\u65b9\u6cd5\uff0c\u85c9\u4ee5\u5224\u65b7\u5c40\u52e2\u3001\u9810\u6e2c\u4e8b\u4ef6\u3001\u6a21\u64ec\u72c0\u6cc1\u3001\u6e9d\u901a\u7b56\u7565\u548c\u898f\u5283\u5c0d\u7b56\u3002\u300d<\/p>\n<p>&nbsp;<\/p>\n<h4><strong><span style=\"color: #008000;\">\u4e0d\u8ad6\u7cfb\u6240\uff0c\u5c0d\u6578\u64da\u5206\u6790\u6709\u8208\u8da3\uff0c\u9858\u610f\u5168\u5fc3\u6295\u5165\u5b78\u7fd2\uff0c \u5c31\u53ef\u4ee5\u53c3\u52a0<\/span><\/strong><\/h4>\n<p>\u6211\u5011\u53ef\u4ee5\u89c0\u5bdf\u5230\uff0c\u76ee\u524d\u696d\u754c\u771f\u6b63\u5177\u6709\u5546\u696d\u6578\u64da\u5206\u6790\u80fd\u529b\u7684\u7d93\u7406\u4eba\u5f88\u591a\u90fd\u4e0d\u662f\u51fa\u8eab\u65bc\u8cc7\u8a0a\u76f8\u95dc\u79d1\u7cfb\uff0c\u5177\u6709\u5275\u610f\u5929\u5206\u548c\u5275\u696d\u6c7a\u5fc3\u7684\u5275\u65b0\u4eba\u624d\u4e5f\u672a\u5fc5\u90fd\u5728\u5546\u5b78\u9662\uff0c\u6240\u4ee5\u672c\u8a08\u756b\u5c07\u5c0d\u4e2d\u5c71\u5927\u5b78\u6240\u6709\u7684\u7cfb\u6240\u5728\u6821\u751f\u9032\u884c\u62db\u751f\uff1b\u7136\u800c\uff0c\u975e\u8cc7\u8a0a\u80cc\u666f\u7684\u540c\u5b78\u60f3\u8981\u5b78\u6703\u5927\u6578\u64da\u548c\u4eba\u5de5\u667a\u6167\u7684\u7a0b\u5f0f\u8a2d\u8a08\u4e26\u4e0d\u5bb9\u6613\uff0c\u5728\u53c3\u8003\u904e\u570b\u5916\u540d\u6821\u5c08\u70ba\u975e\u8cc7\u8a0a\u80cc\u666f\u7684\u5b78\u751f\u6240\u958b\u8a2d\u7684\u76f8\u95dc\u7dda\u4e0a\u8ab2\u7a0b\u4e4b\u5f8c\uff0c\u6211\u5011\u8a8d\u70ba\u82b1\u591a\u4e00\u9ede\u6642\u9593\u628a\u57fa\u790e\u6253\u597d\u78ba\u5be6\u662f\u6709\u5176\u5fc5\u8981\u7684\u3002\u56e0\u6b64\uff0c\u6211\u5011\u898f\u5283\u63a8\u51fa\u300cR:\u7a0b\u5f0f\u3001\u6a5f\u7387\u8207\u7d71\u8a08\u300d\u548c\u300c\u667a\u6167\u5546\u696d\u5206\u6790\u5be6\u52d9\u300d\u3001\u300c\u5546\u7ba1\u8edf\u9ad4\u8a2d\u8a08\u300d\u3001\u300c\u91d1\u878d\u6578\u64da\u5206\u6790\u300d\u9019\u5169\u500b\u8de8\u5b78\u7a0b\u7684\u57fa\u790e\u8207\u91cd\u9ede\u8ab2\u7a0b\uff0c\u70ba\u672c\u8a08\u756b\u7684\u61c9\u7528\u8ab2\u7a0b\u9810\u5148\u505a\u597d\u6e96\u5099\u3002\u5728\u63a5\u4e0b\u4f86\u7684\u9032\u968e\u3001\u61c9\u7528\u8ab2\u7a0b \u4e4b\u4e2d\uff0c\u5169\u500b\u5fae\u5b78\u7a0b\u7684\u540c\u5b78\u5c07\u900f\u904e\u4e00\u7cfb\u5217\u7684\u8cc7\u6599\u6848\u4f8b\uff0c\u5206\u5225\u5728<a href=\"https:\/\/bap2.cm.nsysu.edu.tw\/?page_id=795\">\u4e00\u822c\u5546\u696d\u7ba1\u7406<\/a>\u548c<a href=\"https:\/\/bap2.cm.nsysu.edu.tw\/?page_id=802\">\u91d1\u878d\u5275\u65b0<\/a>\u9818\u57df\u7684\u5404\u7a2e\u4e0d\u540c\u60c5\u5883\u4e4b\u4e0b\uff0c\u7df4\u7fd2\u904b\u7528\u4ee5\u4e0a\u9019\u4e00\u4e9b\u91cd\u8981\u7684\u6280\u80fd\u3001\u900f\u904e\u8cc7\u6599\u5206\u6790\u9032\u884c\u7b56\u7565\u898f\u5283\u8207\u6e9d\u901a\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4><strong><span style=\"color: #008000;\">\u5fae\u5b78\u7a0b\u7684<\/span><\/strong><strong><span style=\"color: #008000;\">\u5b9a\u4f4d\u8207\u5b78\u7fd2\u91cd\u9ede\uff1a<\/span><\/strong><\/h4>\n<p>1. \u667a\u6167\u5546\u696d\u6578\u64da\u5206\u6790\u8207\u5275\u65b0\u5fae\u5b78\u7a0b\uff1a<\/p>\n<p>\u6211\u5011\u5c07\u5c0d\u8c61\u5206\u6210\u5169\u985e\u578b\u9032\u884c\u63a8\u5ee3\uff0c\u65bc<strong>\u975e\u8cc7\u8a0a\u9818\u57df<\/strong>\u8005\uff0c\u6211\u5011\u91cd\u8996\u57f9\u80b2\u6f5b\u529b\u83c1\u82f1\u5b78\u751f\u7684\u8cc7\u8a0a\u8edf\u9ad4\u5b78\u7fd2\u6b77\u7a0b\uff0c\u4e26\u4ee5\u5176\u80fd\u900f\u904e\u7a0b\u5f0f\u80fd\u529b\u89e3\u6c7a\u6578\u64da\u5206\u6790\u554f\u984c\u70ba\u4e3b\uff1b<strong>\u8cc7\u8a0a\u9818\u57df\u8005<\/strong>\uff0c\u5247\u4ee5\u6df1\u5316\u5176\u6578\u64da\u5206\u6790\u8207\u5275\u65b0\u80fd\u529b\u70ba\u5c0e\u5411\uff0c\u9f13\u52f5\u8de8\u57df\u7d44\u6210\u8edf\u9ad4\u958b\u767c\u5718\u968a\u4e26\u52a0\u4ee5\u61c9\u7528\u65bc\u5be6\u969b\u5834\u57df\u3002<\/p>\n<p>2. \u667a\u6167\u91d1\u878d\u6578\u64da\u5206\u6790\u8207\u5275\u65b0\u5fae\u5b78\u7a0b\uff1a<\/p>\n<p><strong>\u91d1\u878d\u79d1\u6280\u4eba\u624d<\/strong>\u7684\u990a\u6210\u662f\u63a8\u52d5\u91d1\u878d\u5275\u65b0\u8f49\u578b\u7684\u91cd\u8981\u95dc\u9375\uff0c\u900f\u904e\u8a08\u756b\u5718\u968a\u8207\u91d1\u878d\u79d1\u6280\u5275\u65b0\u5712\u5340\u7684\u5408\u4f5c\u5efa\u7acb\uff0c\u4ee5\u300c\u6578\u4f4d\u6c99\u76d2\u300d\u670d\u52d9\u70ba\u57fa\u790e\uff0c\u9010\u6b65\u8b93\u90e8\u5206(\u91cd\u9ede)\u8ab2\u7a0b\u80fd\u5171\u4f7f\u7528\u5230\u00a0API\u00a0\u61c9\u7528\u5be6\u8b49\u65b9\u6848\u7684\u8cc7\u6e90\uff0c\u900f\u904e\u96d9\u65b9\u8cc7\u6e90\u7684\u93c8\u7d50\uff0c\u4ee5\u57f9\u80b2\u5be6\u8b49\u61c9\u7528\u7684\u91d1\u878d\u79d1\u6280\u5275\u65b0\u4eba\u624d\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4><strong><span style=\"color: #008000;\">\u5fae\u5b78\u7a0b\u7684\u4fee\u7fd2\u5efa\u8b70\uff1a<\/span><\/strong><\/h4>\n<p>\u6211\u5011\u8a8d\u70ba\u975e\u8cc7\u8a0a\u9818\u57df\u80cc\u666f\u7684\u540c\u5b78\u4e5f\u80fd\u900f\u904e\u8ab2\u7a0b\u7684\u4fee\u7fd2\u9010\u6f38\u5177\u5099\u8cc7\u8a0a\u8edf\u9ad4\u6838\u5fc3\u6280\u8853\u80fd\u529b\uff0c\u5f9e\u9078\u4fee\u7684 3 \u5b78\u5206\u300c\u57fa\u790e\u8ab2\u7a0b\u300d\u7684\u6a5f\u7387\u3001\u7d71\u8a08\u6982\u5ff5\u6559\u8d77\uff0c\u4e26\u900f\u904e\u7a0b\u5f0f\u8a9e\u8a00 R \u7684\u878d\u5165\uff0c\u4ee5\u9010\u6b65\u8b93\u5b78\u751f\u6709\u8cc7\u6599\u5206\u6790\u7684\u57fa\u790e\uff0c\u63a5\u8457\u929c\u63a5\u5fc5\u4fee\u7684 3 + 3 \u5b78\u5206\u300c\u91cd\u9ede\u8ab2\u7a0b\u300d(1) \u667a\u6167\u5546\u696d\u5206\u6790\u5be6\u52d9\/\u91d1\u878d\u6578\u64da\u5206\u6790\uff0c\u4ee5 R \u70ba\u57fa\u790e\uff0c\u900f\u904e\u5be6\u969b\u7684\u5546\u696d\u60c5\u5883\u6216\u7d93\u7531\u6578\u4f4d\u6c99\u76d2\u4f7f\u7528API\u53d6\u5f97\u91d1\u878d\u76f8\u95dc\u6578\u64da\uff0c\u5efa\u7acb\u8d77\u5c0d\u65bc\u5efa\u7f6e\u6a21\u578b\u8207\u5546\u696d\u5206\u6790\u7684\u6b65\u9a5f\uff0c\u5982\u8cc7\u6599\u3001\u6a21\u578b\u3001\u689d\u4ef6\u3001\u9810\u6e2c\u3001\u6a21\u64ec\u3001\u6c7a\u7b56\u7b49 (2) \u5546\u7ba1\u8edf\u9ad4\u8a2d\u8a08\uff0c\u8ab2\u7a0b\u521d\u671f\u6559\u6388\u8a2d\u8a08\u601d\u8003\u7406\u5ff5\uff0c\u57f9\u990a\u5b78\u751f\u4ee5\u4eba\u70ba\u672c\u7684\u89c0\u9ede\uff0c\u900f\u904e\u4f7f\u7528\u8005\u7684\u89d2\u5ea6\u53bb\u9ad4\u9a57\uff0c\u4ee5\u9054\u5230\u771f\u6b63\u6700\u7b26\u5408\u4f7f\u7528\u8005\u7684\u8a2d\u8a08\uff0c\u8ab2\u7a0b\u4e2d\u5f8c\u968e\u6bb5\u5e36\u5b78\u751f\u9032\u5165 UI\/UX \u548c Python\u7684\u5be6\u52d9\u64cd\u4f5c\uff0c\u5305\u542b\u57fa\u790e\u7684\u7a0b\u5f0f\u8a2d\u8a08\u5230\u5546\u696d\u4e0a\u7684\u5404\u7a2e\u61c9\u7528\u3002<\/p>\n<p>\u8003\u91cf\u6709\u4e9b\u540c\u5b78\u5df2\u6709\u57fa\u790e\u7684\u6a5f\u7387\u7d71\u8a08\u6982\u5ff5\u548c\u7a0b\u5f0f\u8a2d\u8a08\u80fd\u529b\uff0c\u56e0\u6b64\u672c\u8a08\u756b\u91dd\u5c0d\u5546\u696d\u8207\u91d1\u878d\u5169\u9818\u57df\uff0c\u958b\u8a2d\u516d\u9580\u9078\u4fee\u7684 3 \u5b78\u5206\u300c\u9032\u968e\u8ab2\u7a0b\u300d\uff0c\u4ee5 Python \u7684\u4f7f\u7528\u4f86\u5f37\u5316\u5b78\u751f\u5c0d\u65bc\u8cc7\u8a0a\u8edf\u9ad4\u61c9\u7528\u548c\u6578\u64da\u5206\u6790\u7684\u80fd\u529b\u53ca\u6280\u8853\uff0c\u4e26\u52a0\u4ee5\u5ef6\u4f38\u61c9\u7528\u81f3\u76f8\u95dc\u9818\u57df\uff0c\u6700\u5f8c\u9032\u5165\u5fc5\u4fee\u7684 3 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#ff0000;\">\u4fee\u7fd2\u5fae\u5b78\u7a0b\u7684\u540c\u5b78\uff0c\u5fc5\u9808\u5b8c\u6210\u6838\u5fc3\u8ab2\u7a0b(3+3\u5b78\u5206)\u8207\u9078\u4fee\u8ab2\u7a0b(<wbr \/>3\u5b78\u5206)\uff0c\u53d6\u5f979\u5b78\u5206\u5f8c\uff0c\u624d\u7b97\u5b8c\u6210\u5fae\u5b78\u7a0b\u7684\u4fee\u7fd2\u3002<\/span><\/p>\n<p><span style=\"color: #ff0000;\">\u8acb\u53c3\u95b1\u8ab2\u7a0b\u898f\u5283\u8868\uff1a<\/span><br \/>\n<span style=\"color: #ff0000;\">\u667a\u6167\u5546\u696d\u6578\u64da\u5206\u6790\u8207\u5275\u65b0\u5fae\u5b78\u7a0b(\u539f\uff1a\u5546\u696d\u6578\u64da\u5206\u6790\u8207\u5275\u65b0\u5fae\u5b78\u7a0b)<wbr \/>\uff1a\u8ab2\u7a0b\u898f\u5283\u8868<\/span>\u00a0<a href=\"http:\/\/140.117.153.69\/ctdr\/files\/20251223144953380.pdf\" target=\"_blank\" rel=\"noopener\" 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