{"id":223,"date":"2021-11-05T15:50:45","date_gmt":"2021-11-05T15:50:45","guid":{"rendered":"https:\/\/startertemplatecloud.com\/g20\/?p=223"},"modified":"2022-10-19T14:59:10","modified_gmt":"2022-10-19T14:59:10","slug":"skills-to-pay-the-bills","status":"publish","type":"post","link":"https:\/\/business-courses.easy-sitewp.com\/?p=223","title":{"rendered":"\u638c\u63e1\u6578\u64da\u5206\u6790\u5c08\u6848 5 \u6b65\u9a5f\uff0c\u4f60\u4e5f\u53ef\u4ee5\u6210\u70ba\u6578\u64da\u5206\u6790\u5c08\u5bb6"},"content":{"rendered":"\n<p>\u5f88\u591a\u4eba\u90fd\u6703\u554f\u6211\uff0c\u6211\u90fd\u6c92\u6709\u6578\u64da\u5206\u6790\u76f8\u95dc\u5de5\u4f5c\u7d93\u9a57\u90a3\u600e\u9ebc\u8fa6\uff1f\u6211\u8981\u5982\u4f55\u8d70\u5411\u6578\u64da\u5206\u6790\u9818\u57df\uff1f\u6709\u591a\u5e74\u6578\u64da\u5206\u6790\u7d93\u9a57\u7684 Irene \u8a8d\u70ba\u300c\u7d2f\u7a4d\u6578\u64da\u4f5c\u54c1\u96c6\u300d\u5c31\u662f\u9019\u984c\u6700\u597d\u7684\u89e3\u7b54\uff0c\u53ea\u8981\u62ff\u5230\u4f60\u6709\u8208\u8da3\u7684\u516c\u958b\u6578\u64da\u5c31\u53ef\u4ee5\u8a66\u8457\u7ad9\u5728\u9019\u4e9b\u6d41\u7a0b\u4f86\u505a\u6210\u4f5c\u54c1\u96c6\uff0c\u800c\u300c\u5b9a\u7fa9\u5546\u696d\u554f\u984c\u300d\u5c31\u6210\u4e86\u958b\u59cb\u6578\u64da\u5206\u6790\u6700\u91cd\u8981\u7684\u74b0\u7bc0\u3002\u9664\u4e86\u5b9a\u7fa9\u5546\u696d\u554f\u984c\u5916\uff0cIrene \u4e5f\u6574\u7406\u51fa\u57f7\u884c\u6578\u64da\u5206\u6790\u5c08\u6848\u7684 5 \u500b\u95dc\u9375\u6b65\u9a5f\uff0c\u53ea\u8981\u4f60\u7684\u5de5\u4f5c\u5167\u5bb9\u8207\u300c\u900f\u904e\u6578\u64da\u9a45\u52d5\u6210\u679c\u300d\u6709\u95dc\uff0c\u50cf\u662f\uff1a\u6578\u64da\u5206\u6790\u5c08\u6848\u7d93\u7406\u3001\u6578\u4f4d\u884c\u92b7\u4eba\u3001\u6578\u64da\u6280\u8853\u4eba\u7b49\uff0c\u4e86\u89e3\u9019\u500b\u6d41\u7a0b\u5c0d\u65bc\u5c08\u6848\u57f7\u884c\u975e\u5e38\u6709\u5e6b\u52a9\u54e6\uff01<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6b65\u9a5f\u4e00\u3001\u5b9a\u7fa9\u5546\u696d\u554f\u984c ( Define Business Use Case )<\/h3>\n\n\n\n<p>\u9019\u6b65\u9a5f\u7d55\u5c0d\u662f\u505a\u4efb\u4f55\u984c\u76ee\u7684\u6838\u5fc3\u95dc\u9375\uff0c\u4f60\u5fc5\u9808\u8981\u78ba\u8a8d\u4f60\u73fe\u5728\u5728\u505a\u7684\u984c\u76ee\u662f\u771f\u7684\u6709\u9700\u6c42\u3001\u6709\u5546\u696d\u75db\u9ede\uff0c\u4e26\u8981\u80fd\u806f\u60f3\uff0c\u5982\u679c\u4f60\u5b8c\u6210\u9019\u500b\u9019\u4e00\u500b\u6578\u64da\u5206\u6790\u5c08\u6848\u80fd\u5e36\u4f86\u591a\u5c11\u8ca2\u737b\uff1f<\/p>\n\n\n\n<p>\u5047\u8a2d\u4f60\u5728\u57f7\u884c\u5ba2\u6236\u5206\u7fa4\u5206\u6790\uff0c\u53ef\u4ee5\u7528\u689d\u4ef6\u5f0f\u5340\u5206 ( rule based ) \u6216\u662f\u6f14\u7b97\u6cd5\uff0c\u90a3\u4f60\u8981\u601d\u8003\u7684\u554f\u984c\u6709\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u4ec0\u9ebc\u90e8\u9580\u6703\u60f3\u8981\u7528\u9019\u500b\u5206\u6790\u7d50\u679c?\u6703\u60f3\u7528\u7684\u539f\u56e0\u662f\u4ec0\u9ebc?<\/li><li>\u7528\u4e86\u53ef\u4ee5\u5e36\u4f86\u4ec0\u9ebc\u6210\u6548?\u662f\u6e1b\u7701\u672a\u4f86\u884c\u92b7\u9810\u7b97\u55ce?\u9084\u662f\u66f4\u5bb9\u6613\u63d0\u5347\u5ba2\u6236\u7684 retention rate?<\/li><\/ul>\n\n\n\n<p><br>\u5047\u8a2d\u4f60\u6b63\u5728\u57f7\u884c\u8a3b\u518a\u8f49\u63db\u7387\u9810\u6e2c\uff0c\u90a3\u4f60\u8981\u601d\u8003\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u4ec0\u9ebc\u90e8\u9580\u6703\u60f3\u8981\u7528\u9019\u500b\u5206\u6790\u7d50\u679c\uff1f\u6703\u60f3\u7528\u7684\u539f\u56e0\u662f\u4ec0\u9ebc\uff1f<\/li><li>\u7528\u4e86\u53ef\u4ee5\u5e36\u4f86\u4ec0\u9ebc\u6210\u6548\uff1f\u662f\u63d0\u5347\u6703\u54e1\u8a02\u95b1\u6578\u55ce\uff1f\u6703\u70ba\u7db2\u7ad9\uff0f\u7522\u54c1\u591a\u5e36\u4f86\u591a\u5c11\u71df\u6536\uff1f<\/li><\/ul>\n\n\n\n<p><br>\u5982\u679c\u4f60\u53ef\u4ee5\u5728\u5c08\u6848\u4e00\u958b\u59cb\u7684\u6642\u5019\u5c31\u5148\u5b9a\u7fa9\u597d\u5546\u696d\u554f\u984c\uff0c\u63a5\u4e0b\u4f86\u7684\u6578\u64da\u5206\u6790\u6d41\u7a0b\u4e00\u5b9a\u6703\u76f8\u5c0d\u9806\u5229\uff01<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6b65\u9a5f\u4e8c\u3001\u6578\u64da\u6e96\u5099 ( Data Preparation )<\/h3>\n\n\n\n<p>\u958b\u59cb\u91dd\u5c0d\u5df2\u5b9a\u7fa9\u597d\u7684\u5546\u696d\u554f\u984c\u641c\u96c6\u6578\u64da\uff0c\u5728\u641c\u96c6\u6578\u64da\u7684\u904e\u7a0b\u4e2d\uff0c\u4f60\u9700\u8981\u78ba\u8a8d\u6578\u64da\u7684\u6642\u9593\u8207\u5546\u696d\u7bc4\u570d\u3002\u5728\u6c7a\u5b9a\u6578\u64da\u6642\u9593\u6642\uff0c\u53ef\u4ee5\u4ee5\u5c08\u6848\u662f\u5426\u8b1b\u6c42\u5373\u6642\u6027\u4f86\u5224\u65b7\uff0c\u91dd\u5c0d\u4e0d\u8b1b\u6c42\u5373\u6642\u6027\u7684\u5c08\u6848\u53ef\u4ee5\u5148\u641c\u96c6 1 \u5e74\u6216\u66f4\u9577\u7684\u6578\u64da\uff0c\u91dd\u5c0d\u8b1b\u6c42\u5373\u6642\u6027\u7684\u5c08\u6848\u5247\u53ef\u4ee5\u4ee5\u6700\u8fd1 3 \u500b\u6708\u5167\u7684\u8cc7\u6599\u70ba\u6e96\u3002<\/p>\n\n\n\n<p>\u4ee5\u5ba2\u6236\u5206\u7fa4\u5206\u6790\u70ba\u4f8b\uff0c\u5047\u5982\u4f60\u60f3\u70ba\u9280\u884c\u4fe1\u7528\u5361\u90e8\u9580\u89e3\u6c7a\u554f\u984c\uff0c\u90a3\u53ef\u4ee5\u641c\u96c6\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u6b77\u53f2\u7684\u5ba2\u6236\u4fe1\u7528\u5361\u5e33\u55ae\u7d00\u9304<\/li><li>\u6b77\u53f2\u7684\u5ba2\u6236\u65bc\u7279\u7d04\u5546\u5e97\u7684\u5237\u5361\u7d00\u9304<\/li><li>\u7db2\u7ad9\u4e0a\u4fe1\u7528\u5361\u9801\u9762\u7684\u700f\u89bd\u6578\u64da<\/li><\/ul>\n\n\n\n<p><br>\u4ee5\u8a3b\u518a\u8f49\u63db\u7387\u9810\u6e2c\u70ba\u4f8b\uff0c\u5047\u5982\u4f60\u60f3\u70ba\u96fb\u5546\u6703\u54e1\u7d93\u71df\u90e8\u9580\u89e3\u6c7a\u554f\u984c\uff0c\u90a3\u53ef\u4ee5\u641c\u96c6\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u6b77\u53f2\u6709\u8a3b\u518a\u7684\u6703\u54e1\uff0c\u5728\u8a3b\u518a\u524d\u7684\u7ad9\u4e0a\u700f\u89bd\u6578\u64da<\/li><li>\u9084\u4e0d\u662f\u6703\u54e1\uff0c\u4f46\u6709\u641c\u96c6\u7684\u8fd1\u671f\u7ad9\u4e0a\u700f\u89bd\u6578\u64da<\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u6b65\u9a5f\u4e09\u3001\u6578\u64da\u6e05\u7406 ( Data Cleaning )<\/h3>\n\n\n\n<p>\u62ff\u5230\u6578\u64da\u4ee5\u5f8c\uff0c\u4f60\u5fc5\u9808\u82b1\u4e00\u4e9b\u6642\u9593\u4e86\u89e3\u4f60\u624b\u4e0a\u7684\u6578\u64da\uff0c\u9019\u6642\u9700\u8981\u7528\u6279\u5224\u5f0f\u601d\u7dad\u4f86\u8f14\u52a9\u6d1e\u5bdf\u904e\u7a0b\uff0c\u9019\u904e\u7a0b\u5305\u542b\uff1a\u6e05\u7406\u3001\u8f49\u63db\u3001\u7522\u751f\u65b0\u7684\u6578\u64da\u3002\u5728\u6578\u64da\u6e05\u7406\u7684\u904e\u7a0b\u4e2d\uff0c\u6211\u5011\u6703\u9700\u8981\u95dc\u6ce8\u7684\u662f\u300c\u6578\u64da\u4f7f\u7528\u7684\u6b63\u78ba\u6027\u300d\u548c\u300c\u6578\u64da\u5c0d\u65bc\u5546\u696d\u7684\u5408\u7406\u6027\u300d\uff0c\u8209\u4f8b\u4f86\u8aaa\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u6709\u4e9b\u6578\u64da\u6b04\u4f4d\u662f\u7a7a\u7684\uff0c\u90a3\u5b83\u662f\u5408\u7406\u7684\u55ce\uff1f\u7576\u521d\u662f\u4eba\u5de5\u8f38\u5165\u932f\u4e86\u55ce\uff1f\u90a3\u6211\u5011\u9700\u4e0d\u9700\u8981\u6392\u9664\u5b83\u5462\uff1f<\/li><li>\u9019\u5f35\u6703\u54e1\u8cfc\u8cb7\u7d00\u9304\u597d\u50cf\u90fd\u6709\u6309\u7167\u539f\u59cb\u570b\u5bb6\u5e63\u5225\u4f86\u7d00\u9304\uff0c\u90a3\u76f4\u63a5\u4f7f\u7528\u5408\u7406\u55ce\uff1f<\/li><li>\u662f\u4e0d\u662f\u8981\u5148\u7d71\u4e00\u8f49\u63db\u6210\u540c\u4e00\u7a2e\u5e63\u5225\uff1f<\/li><li>\u9019\u500b\u6578\u64da\u73fe\u6709\u7684\u6b04\u4f4d\u5df2\u7d93\u9069\u5408\u62ff\u4f86\u505a\u6578\u64da\u5206\u6790\u55ce\uff1f\u662f\u4e0d\u662f\u518d\u589e\u52a0\u4ec0\u9ebc\u7d44\u5408\u6b04\u4f4d\u6703\u66f4\u5408\u7406\uff1f\u4f8b\u5982\uff1a\u5730\u7406\u4f4d\u7f6e\u5982\u679c\u53ea\u6709\u7d93\u5ea6\u6216\u53ea\u6709\u7def\u5ea6\uff0c\u90a3\u5176\u5be6\u6c92\u6709\u592a\u5927\u7684\u610f\u7fa9\u3002\u5982\u679c\u6211\u5011\u52a0\u5165\u7d93\u5ea6 x \u7def\u5ea6\u8b8a\u6210\u65b0\u7684\u6b04\u4f4d\uff0c\u90a3\u5c31\u80fd\u771f\u6b63\u8868\u73fe\u51fa\u5730\u7406\u4f4d\u7f6e\u3002<\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u6b65\u9a5f\u56db\u3001\u6578\u64da\u5206\u6790 ( Data Analysis )<\/h3>\n\n\n\n<p>\u5982\u679c\u4f60\u662f\u8cc7\u6599\u6280\u8853\u4eba\u54e1\uff0c\u4f60\u53ef\u80fd\u6703\u60f3\u7528\u5404\u7a2e\u8cc7\u6599\u79d1\u5b78\u6f14\u7b97\u6cd5\u57f7\u884c\u6578\u64da\u5206\u6790\uff1b\u5982\u679c\u4f60\u662f\u884c\u92b7\u4eba\u54e1\uff0c\u4f60\u53ef\u80fd\u6703\u60f3\u7528\u4e00\u4e9b\u5546\u696d\u8996\u89ba\u5316\u5de5\u5177\u8f14\u52a9\uff0c\u5e6b\u4f60\u900f\u904e\u4e0d\u540c\u7684\u7dad\u5ea6\u57f7\u884c\u6578\u64da\u5206\u6790\u3002\u4ee5\u5ba2\u6236\u5206\u7fa4\u7684\u4f8b\u5b50\u4f86\u8aaa\uff1a\u5982\u679c\u6211\u5011\u8981\u4f7f\u7528\u6f14\u7b97\u6cd5\uff0c\u53ef\u80fd\u5c31\u6703\u7528\u5230 SkLearn\u3001pyspark\u3001tensorflow \u3001Bigquery ML \u7b49\u5de5\u5177\u4f86\u5b8c\u6210\u7fa4\u96c6\u5206\u6790\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u6211\u5011\u4f7f\u7528\u5546\u696d\u8996\u89ba\u5316\u5de5\u5177\uff08Data Studio \/ Tableau \/ PowerBI \u7b49\uff09\uff0c\u90a3\u6211\u5011\u53ef\u4ee5\u6309\u7167\u6211\u5011\u60f3\u8981\u7684\u5546\u696d\u5207\u89d2\u505a\u6210\u5404\u7a2e\u5100\u8868\u677f\uff0c\u4f8b\u5982\uff1a\u7b2c\u4e00\u9801\u770b\u6574\u9ad4\u6703\u54e1\u7e3e\u6548\u6307\u6a19\u7e3d\u89bd\u3001\u7b2c\u4e8c\u9801\u770b\u5230\u4e0d\u540c\u7522\u54c1\u7684\u6703\u54e1\u7d93\u71df\u72c0\u6cc1\u3001\u7b2c\u4e09\u9801\u4ee5\u5206\u9694\u7b97\u6cd5\u4f86\u5ef6\u4f38\uff0c\u50cf\u662f\u4e00\u9031\u5167\u4f86\u7ad9\u4e0a N \u6b21\u4ee5\u4e0a\uff0c\u6211\u5011\u5c31\u628a\u9019\u6703\u54e1\u5206\u5230\u6d3b\u8e8d\u5ea6\u9ad8\u7684\u6703\u54e1\u7684\u7fa4\u7d44\u3002\u6211\u5011\u4e5f\u6709\u53ef\u80fd\u7d50\u5408\u6f14\u7b97\u6cd5\u7684\u7d50\u679c\u518d\u52a0\u4e0a\u5546\u696d\u8996\u89d2\u505a\u6210\u5831\u8868\uff0c\u9019\u7a2e\u901a\u5e38\u662f\u8cc7\u6599\u79d1\u5b78\u5bb6\u7684\u89d2\u8272\uff0c\u6216\u662f\u4e00\u500b\u6578\u64da\u5c08\u6848\u5718\u968a\u4e2d\u4e0d\u540c\u8077\u80fd\u7684\u4eba\u4e00\u8d77\u5408\u4f5c\u5b8c\u6210\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6b65\u9a5f\u4e94\u3001\u7d50\u679c\u5448\u73fe ( Data Visualization )<\/h3>\n\n\n\n<p>\u6700\u5f8c\uff0c\u5207\u8a18\u505a\u5b8c\u7684\u6240\u6709\u52aa\u529b\u90fd\u8981\u597d\u597d\u7684\u6574\u7406\u300c\u5546\u696d\u50f9\u503c\u300d\u5728\u54ea\u88e1\uff0c\u5c08\u6848\u767c\u73fe\u5fc5\u9808\u8981\u80fd\u56de\u6263\u5230\u7b2c\u4e00\u500b\u6b65\u9a5f\u2014\u2014\u5b9a\u7fa9\u5546\u696d\u554f\u984c\u3002\u901a\u5e38\u505a\u4e00\u500b\u7c21\u5831\u628a\u4e0a\u9762\u7684\u6240\u6709\u904e\u7a0b\u90fd\u5e36\u904e\u4e00\u6b21\uff0c\u6700\u5f8c\u5f37\u8abf\u5546\u696d\u6548\u76ca\uff0c\u4e26\u5206\u4eab\u7d66 Stakeholder \u5c31\u662f\u4e00\u500b\u5b8c\u6574\u7684\u5c08\u6848\u5206\u6790\u6d41\u7a0b\u4e86\uff01\u81f3\u65bc\u7c21\u5831\u7684\u8108\u7d61\u6211\u559c\u6b61\u9019\u6a23\u505a\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Why\uff1a\u5148\u5f37\u8abf\u70ba\u4f55\u8981\u807d\u6211\u5011\u7684\u6578\u64da\u4f5c\u54c1\uff1f<\/strong><\/h3>\n\n\n\n<ul 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