{"id":41961,"date":"2026-01-30T08:52:52","date_gmt":"2026-01-30T00:52:52","guid":{"rendered":"https:\/\/ultimahub.com\/courses\/%course_category%\/ultimahub-python%e9%ab%98%e7%ba%a7%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e5%9f%b9%e8%ae%ad%e8%af%be%e7%a8%8b\/"},"modified":"2026-01-30T23:27:17","modified_gmt":"2026-01-30T15:27:17","slug":"ultimahub-python%e9%ab%98%e7%ba%a7%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e5%9f%b9%e8%ae%ad%e8%af%be%e7%a8%8b","status":"publish","type":"courses","link":"https:\/\/ultimahub.com\/zh-hans\/courses\/%e6%95%b0%e6%8d%ae%e7%a7%91%e5%ad%a6%e4%b8%8e%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd\/ultimahub-python%e9%ab%98%e7%ba%a7%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e5%9f%b9%e8%ae%ad%e8%af%be%e7%a8%8b\/","title":{"rendered":"Ultimahub Python\u9ad8\u7ea7\u673a\u5668\u5b66\u4e60\u57f9\u8bad\u8bfe\u7a0b"},"content":{"rendered":"<style> body { font-family: 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; color: #333333; margin: 0; padding: 0; background-color: #f7f7f7; 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class=\"two-column\">\n<div>\n<h3>\u6218\u7565\u4e0e\u8d22\u52a1\u6536\u76ca<\/h3>\n<ul>\n<li> <span class=\"key-metric\">\u66f4\u9ad8\u7684\u6a21\u578b\u51c6\u786e\u6027\u4e0e\u7a33\u5b9a\u6027\u3002<\/span> \u63d0\u5347\u9884\u6d4b\u3001\u98ce\u9669\u8bc4\u5206\u4e0e\u5206\u7c7b\u51c6\u786e\u7387\uff0c\u5e26\u6765\u66f4\u4f18\u5b9a\u4ef7\u3001\u51cf\u5c11\u574f\u8d26\u6838\u9500\uff0c\u5e76\u63d0\u5347\u8425\u9500\u6d3b\u52a8\u6548\u679c\u3002 <\/li>\n<li> <span class=\"key-metric\">\u66f4\u5feb\u8fbe\u6210\u4ef7\u503c\u3002<\/span> \u53d7\u8bad\u56e2\u961f\u53ef\u5728\u6570\u5468\u5185\u5c06\u6982\u5ff5\u9a8c\u8bc1\u8f6c\u5316\u4e3a\u53ef\u90e8\u7f72\u65b9\u6848\uff0c\u964d\u4f4e\u5bf9\u5916\u90e8\u4f9b\u5e94\u5546\u7684\u4f9d\u8d56\u3002 <\/li>\n<li> <span class=\"key-metric\">\u6210\u672c\u4f18\u5316\u3002<\/span> \u91c7\u7528\u9ad8\u7ea7\u7279\u5f81\u5de5\u7a0b\u3001\u6a21\u578b\u538b\u7f29\u4e0e\u9ad8\u6548\u7b97\u6cd5\uff0c\u964d\u4f4e\u57fa\u7840\u8bbe\u65bd\u4e0e\u8bb8\u53ef\u6210\u672c\u3002 <\/li>\n<li> <span class=\"key-metric\">\u98ce\u9669\u964d\u4f4e\u3002<\/span> \u5e94\u7528\u7a33\u5065\u7684\u9a8c\u8bc1\u3001\u76d1\u63a7\u4e0e\u53ef\u89e3\u91ca\u6027\u6280\u672f\uff0c\u51cf\u5c11\u6a21\u578b\u98ce\u9669\u3001\u76d1\u7ba1\u66b4\u9732\u4e0e\u58f0\u8a89\u635f\u5bb3\u3002 <\/li>\n<li> <span class=\"key-metric\">\u4eba\u624d\u7559\u5b58\u3002<\/span> \u63d0\u4f9b\u9ad8\u7ea7\u8fdb\u9636\u673a\u4f1a\uff0c\u6709\u52a9\u4e8e\u5728\u7ade\u4e89\u6fc0\u70c8\u7684\u4eba\u624d\u5e02\u573a\u7559\u4f4f\u9ad8\u4ef7\u503c\u7684\u6570\u636e\u79d1\u5b66\u5bb6\u3001\u5206\u6790\u5e08\u4e0e\u5de5\u7a0b\u5e08\u3002 <\/li>\n<\/ul><\/div>\n<div>\n<h3>\u8fd0\u8425\u4e0e\u6587\u5316\u5f71\u54cd<\/h3>\n<ul>\n<li> 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<\/p>\n<ul>\n<li>\u4f7f\u7528Python\u8bbe\u8ba1\u3001\u5b9e\u73b0\u5e76\u8bc4\u4f30\u9ad8\u7ea7\u7684\u76d1\u7763\u4e0e\u975e\u76d1\u7763\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002<\/li>\n<li>\u5c06\u7a33\u5065\u7684\u6570\u636e\u9884\u5904\u7406\u3001\u7279\u5f81\u5de5\u7a0b\u4e0e\u7279\u5f81\u9009\u62e9\u6280\u672f\u5e94\u7528\u4e8e\u590d\u6742\u7684\u771f\u5b9e\u4e16\u754c\u6570\u636e\u96c6\u3002<\/li>\n<li>\u6bd4\u8f83\u5e76\u8c03\u4f18\u591a\u79cd\u7b97\u6cd5\uff0c\u5305\u62ec\u96c6\u6210\u65b9\u6cd5\u3001\u68af\u5ea6\u63d0\u5347\u4e0e\u9ad8\u7ea7\u6811\u6a21\u578b\u3002<\/li>\n<li>\u5b9e\u65bd\u5e76\u89e3\u8bfb\u9002\u7528\u4e8e\u53d7\u76d1\u7ba1\u884c\u4e1a\u7684\u6b63\u5219\u5316\u3001\u6821\u51c6\u4e0e\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u6280\u672f\u3002<\/li>\n<li>\u4f7f\u7528scikit learn\u3001XGBoost\u3001LightGBM\u53ca\u76f8\u5173\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff08\u5728\u5408\u9002\u573a\u666f\uff09\u3002<\/li>\n<li>\u6784\u5efa\u53ef\u6d4b\u8bd5\u3001\u53ef\u590d\u73b0\u3001\u53ef\u90e8\u7f72\u7684\u7aef\u5230\u7aef\u673a\u5668\u5b66\u4e60\u7ba1\u9053\u3002<\/li>\n<li>\u5e94\u7528\u4ea4\u53c9\u9a8c\u8bc1\u3001\u8d85\u53c2\u6570\u4f18\u5316\u4e0e\u4e0e\u4e1a\u52a1\u76ee\u6807\u76f8\u5339\u914d\u7684\u7a33\u5065\u8bc4\u4f30\u6307\u6807\u3002<\/li>\n<li>\u4ee5\u89c4\u8303\u3001\u9762\u5411\u751f\u4ea7\u7684\u65b9\u5f0f\u5904\u7406\u7c7b\u522b\u4e0d\u5e73\u8861\u3001\u7f3a\u5931\u503c\u4e0e\u566a\u58f0\u7279\u5f81\u3002<\/li>\n<li>\u4e3a\u5728\u7ebf\u7cfb\u7edf\u96c6\u6210\u6a21\u578b\u76d1\u63a7\u3001\u6f02\u79fb\u68c0\u6d4b\u4e0e\u518d\u8bad\u7ec3\u7b56\u7565\u3002<\/li>\n<li>\u5411\u975e\u6280\u672f\u76f8\u5173\u65b9\u4e0e\u51b3\u7b56\u8005\u6e05\u6670\u4f20\u8fbe\u7ed3\u679c\u4e0e\u6a21\u578b\u884c\u4e3a\u3002<\/li>\n<\/ul>\n<h2>\u8be6\u7ec6\u8bfe\u7a0b\u5927\u7eb2<\/h2>\n<div class=\"course-card\">\n<h3>\u6a21\u57571\uff1a\u9762\u5411\u673a\u5668\u5b66\u4e60\u7684Python\u9ad8\u7ea7\u57fa\u7840<\/h3>\n<ul>\n<li>\u56de\u987e\u6570\u636e\u79d1\u5b66\u4e2d\u7684Python\uff0c\u5f3a\u8c03\u6027\u80fd\u4e0e\u53ef\u8bfb\u6027\u3002<\/li>\n<li>NumPy\u4e0epandas\u5728\u5927\u89c4\u6a21\u6570\u636e\u5904\u7406\u4e0e\u8f6c\u6362\u4e2d\u7684\u9ad8\u7ea7\u7528\u6cd5\u3002<\/li>\n<li>\u5411\u91cf\u5316\u3001\u5e7f\u64ad\u673a\u5236\uff0c\u4ee5\u53ca\u9ad8\u6548\u4f7f\u7528apply\u3001groupby\u4e0e\u7a97\u53e3\u51fd\u6570\u3002<\/li>\n<li>\u5904\u7406\u590d\u6742\u6570\u636e\u7c7b\u578b\u3001\u7c7b\u522b\u7f16\u7801\u7b56\u7565\u4e0e\u65e5\u671f\u65f6\u95f4\u7279\u5f81\u3002<\/li>\n<li>\u4ee3\u7801\u7ec4\u7ec7\u6700\u4f73\u5b9e\u8df5\u3001\u9879\u76ee\u7ed3\u6784\uff0c\u4ee5\u53ca\u4f7f\u7528virtualenv\u6216conda\u8fdb\u884c\u73af\u5883\u7ba1\u7406\u3002<\/li>\n<li>\u53ef\u590d\u73b0\u7814\u7a76\u5165\u95e8\u3001Notebook\u4e0e\u811a\u672c\u7684\u53d6\u820d\u3001\u4ee5\u53ca\u4e0e\u7248\u672c\u63a7\u5236\u7684\u96c6\u6210\u3002<\/li>\n<\/ul><\/div>\n<div class=\"course-card\">\n<h3>\u6a21\u57572\uff1a\u5927\u89c4\u6a21\u6570\u636e\u51c6\u5907\u4e0e\u7279\u5f81\u5de5\u7a0b<\/h3>\n<ul>\n<li>\u7cfb\u7edf\u6027\u7684\u6570\u636e\u6e05\u6d17\u65b9\u6cd5\u3001\u7f3a\u5931\u503c\u5904\u7406\u4e0e\u5f02\u5e38\u503c\u5904\u7406\u3002<\/li>\n<li>\u8868\u683c\u578b\u6570\u636e\u7684\u7279\u5f81\u5de5\u7a0b\uff0c\u5305\u62ec\u4ea4\u4e92\u9879\u3001\u6bd4\u7387\u4e0e\u9886\u57df\u7279\u5b9a\u53d8\u6362\u3002<\/li>\n<li>\u6587\u672c\u4e0e\u7c7b\u522b\u7279\u5f81\u5de5\u7a0b\uff0c\u76ee\u6807\u7f16\u7801\u3001\u9891\u6b21\u7f16\u7801\u4e0e\u98ce\u9669\u7f16\u7801\u3002<\/li>\n<li>\u7f29\u653e\u4e0e\u5f52\u4e00\u5316\u6280\u672f\uff0c\u4ee5\u53ca\u4e0d\u540c\u7b97\u6cd5\u4f55\u65f6\u9700\u8981\u8fd9\u4e9b\u5904\u7406\u3002<\/li>\n<li>\u4f7f\u7528PCA\u53ca\u5176\u4ed6\u65b9\u6cd5\u7684\u964d\u7ef4\uff0c\u5e76\u8fdb\u884c\u5b9e\u9645\u7684\u6743\u8861\u5206\u6790\u3002<\/li>\n<li>\u4f7f\u7528scikit learn\u7684transformer\u4e0e\u81ea\u5b9a\u4e49\u7c7b\u6784\u5efa\u53ef\u590d\u7528\u7684\u7279\u5f81\u5de5\u7a0b\u7ba1\u9053\u3002<\/li>\n<\/ul><\/div>\n<div class=\"course-card\">\n<h3>\u6a21\u57573\uff1a\u8d85\u8d8a\u57fa\u7840\u7684\u76d1\u7763\u5b66\u4e60<\/h3>\n<ul>\n<li>\u6838\u5fc3\u7b97\u6cd5\u56de\u987e\uff1a\u903b\u8f91\u56de\u5f52\u3001\u51b3\u7b56\u6811\u3001\u968f\u673a\u68ee\u6797\u4e0e\u652f\u6301\u5411\u91cf\u673a\u3002<\/li>\n<li>\u5b9e\u8df5\u4e2d\u7684\u504f\u5dee\u4e0e\u65b9\u5dee\u6743\u8861\uff0c\u5229\u7528\u5b66\u4e60\u66f2\u7ebf\u8bca\u65ad\u6b20\u62df\u5408\u4e0e\u8fc7\u62df\u5408\u3002<\/li>\n<li>\u6b63\u5219\u5316\u6280\u672f\uff1aL1\u3001L2\u3001\u5f39\u6027\u7f51\u7edc\u53ca\u5176\u5bf9\u6a21\u578b\u590d\u6742\u5ea6\u4e0e\u53ef\u89e3\u91ca\u6027\u7684\u5f71\u54cd\u3002<\/li>\n<li>\u9ad8\u7ea7\u6811\u6a21\u578b\u65b9\u6cd5\uff1a\u68af\u5ea6\u63d0\u5347\u3001XGBoost\u3001LightGBM\u4e0eCatBoost\u3002<\/li>\n<li>\u5904\u7406\u7c7b\u522b\u4e0d\u5e73\u8861\u6570\u636e\uff0c\u91cd\u91c7\u6837\u7b56\u7565\u3001SMOTE\u53d8\u4f53\u4e0e\u4ee3\u4ef7\u654f\u611f\u5b66\u4e60\u3002<\/li>\n<li>\u4e0e\u4e1a\u52a1\u6307\u6807\u5bf9\u9f50\u7684\u81ea\u5b9a\u4e49\u635f\u5931\u51fd\u6570\uff0c\u4f8b\u5982\u57fa\u4e8e\u5229\u6da6\u7684\u6307\u6807\u6216F\u03b2\u5206\u6570\u3002<\/li>\n<\/ul><\/div>\n<div class=\"course-card\">\n<h3>\u6a21\u57574\uff1a\u975e\u76d1\u7763\u5b66\u4e60\u4e0e\u8868\u793a\u6280\u672f<\/h3>\n<ul>\n<li>\u805a\u7c7b\u65b9\u6cd5\uff1ak-means\u3001\u5c42\u6b21\u805a\u7c7b\u3001DBSCAN\u4e0e\u9ad8\u65af\u6df7\u5408\u6a21\u578b\u3002<\/li>\n<li>\u7ec6\u5206\u4e0e\u5ba2\u6237\u753b\u50cf\u5728\u5e02\u573a\u4e0e\u4ea7\u54c1\u56e2\u961f\u4e2d\u7684\u5e94\u7528\u3002<\/li>\n<li>\u57fa\u4e8e\u9694\u79bb\u68ee\u6797\u4e0e\u81ea\u7f16\u7801\u5668\u7684\u65b9\u6cd5\u8fdb\u884c\u5f02\u5e38\u4e0e\u6b3a\u8bc8\u68c0\u6d4b\u3002<\/li>\n<li>\u9ad8\u7ef4\u6570\u636e\u7684\u964d\u7ef4\u4e0e\u53ef\u89c6\u5316\u3002<\/li>\n<li>\u805a\u7c7b\u8d28\u91cf\u7684\u5b9e\u7528\u8bc4\u4f30\u4ee5\u53ca\u53d1\u73b0\u5206\u7fa4\u7684\u4e1a\u52a1\u76f8\u5173\u6027\u3002<\/li>\n<\/ul><\/div>\n<div class=\"course-card\">\n<h3>\u6a21\u57575\uff1a\u6a21\u578b\u8bc4\u4f30\u3001\u9a8c\u8bc1\u4e0e\u8d85\u53c2\u6570\u8c03\u4f18<\/h3>\n<ul>\n<li>\u4e3a\u5206\u7c7b\u3001\u56de\u5f52\u4e0e\u6392\u5e8f\u4efb\u52a1\u9009\u62e9\u5408\u9002\u7684\u6307\u6807\u3002<\/li>\n<li>ROC AUC\u3001\u7cbe\u786e\u7387\u3001\u53ec\u56de\u7387\u3001F1\u5206\u6570\u3001\u6df7\u6dc6\u77e9\u9635\u4e0e\u6821\u51c6\u66f2\u7ebf\u3002<\/li>\n<li>\u4ea4\u53c9\u9a8c\u8bc1\u7b56\u7565\uff1ak\u6298\u3001\u5206\u5c42\u3001\u65f6\u95f4\u5e8f\u5217\u611f\u77e5\u9a8c\u8bc1\u4e0e\u5d4c\u5957\u4ea4\u53c9\u9a8c\u8bc1\u3002<\/li>\n<li>\u7f51\u683c\u641c\u7d22\u3001\u968f\u673a\u641c\u7d22\u4e0e\u8d1d\u53f6\u65af\u4f18\u5316\u8fdb\u884c\u8d85\u53c2\u6570\u8c03\u4f18\u3002<\/li>\n<li>\u9488\u5bf9XGBoost\u7b49\u68af\u5ea6\u63d0\u5347\u6a21\u578b\u8fdb\u884c\u5b9e\u7528\u8c03\u53c2\uff0c\u4ee5\u63d0\u5347\u6027\u80fd\u4e0e\u7a33\u5b9a\u6027\u3002<\/li>\n<li>\u9632\u6b62\u4fe1\u606f\u6cc4\u9732\uff0c\u786e\u4fdd\u9a8c\u8bc1\u80fd\u591f\u771f\u5b9e\u53cd\u6620\u751f\u4ea7\u73af\u5883\u3002<\/li>\n<\/ul><\/div>\n<div class=\"course-card\">\n<h3>\u6a21\u57576\uff1a\u53ef\u89e3\u91ca\u6027\u3001\u516c\u5e73\u6027\u4e0e\u6a21\u578b\u6cbb\u7406<\/h3>\n<ul>\n<li>\u5168\u5c40\u4e0e\u5c40\u90e8\u89e3\u91ca\u65b9\u6cd5\uff0c\u7279\u5f81\u91cd\u8981\u6027\u3001\u90e8\u5206\u4f9d\u8d56\u4e0eSHAP\u503c\u3002<\/li>\n<li>\u4ee5\u6e05\u6670\u3001\u975e\u6280\u672f\u5316\u7684\u8bed\u8a00\u5411\u4e1a\u52a1\u76f8\u5173\u65b9\u4e0e\u76d1\u7ba1\u65b9\u89e3\u91ca\u590d\u6742\u6a21\u578b\u3002<\/li>\n<li>\u516c\u5e73\u6027\u4e0e\u504f\u5dee\u68c0\u6d4b\uff0c\u5728\u9002\u5f53\u60c5\u5f62\u4e0b\u76d1\u6d4b\u4e0d\u540c\u4eba\u7fa4\u95f4\u7684\u5dee\u5f02\u5316\u5f71\u54cd\u3002<\/li>\n<li>\u6a21\u578b\u6587\u6863\u3001\u6a21\u578b\u5361\u7247\u4e0e\u9002\u7528\u4e8e\u9ad8\u98ce\u9669\u654f\u611f\u884c\u4e1a\u7684\u6cbb\u7406\u6d41\u7a0b\u3002<\/li>\n<li>\u4e9a\u6d32\u5730\u533a\u7684\u7279\u6b8a\u8003\u91cf\uff0c\u5305\u62ec\u6570\u636e\u9690\u79c1\u3001\u540c\u610f\u673a\u5236\u4e0e\u76d1\u7ba1\u671f\u671b\u3002<\/li>\n<\/ul><\/div>\n<div class=\"course-card\">\n<h3>\u6a21\u57577\uff1a\u53ef\u7528\u4e8e\u751f\u4ea7\u7684\u673a\u5668\u5b66\u4e60\u7ba1\u9053<\/h3>\n<ul>\n<li>\u4f7f\u7528scikit learn\u53ca\u517c\u5bb9\u5e93\u8bbe\u8ba1\u7aef\u5230\u7aef\u7ba1\u9053\u3002<\/li>\n<li>\u6a21\u578b\u5e8f\u5217\u5316\u4e0e\u90e8\u7f72\u9009\u9879\uff0c\u5305\u62ecREST API\u4e0e\u6279\u91cf\u8bc4\u5206\u3002<\/li>\n<li>\u4e0e\u73b0\u6709\u7cfb\u7edf\u3001\u6570\u636e\u5e93\u4e0e\u6570\u636e\u4ed3\u5e93\u96c6\u6210\u3002<\/li>\n<li>\u76d1\u63a7\u6a21\u578b\u6027\u80fd\u3001\u68c0\u6d4b\u6f02\u79fb\u5e76\u5b89\u6392\u518d\u8bad\u7ec3\u3002<\/li>\n<li>\u65e5\u5fd7\u8bb0\u5f55\u3001\u5b9e\u9a8c\u8ffd\u8e2a\u4e0e\u8de8\u804c\u80fd\u56e2\u961f\u534f\u4f5c\u3002<\/li>\n<\/ul><\/div>\n<div class=\"course-card\">\n<h3>\u6a21\u57578\uff1a\u7efc\u5408\u9879\u76ee\u4e0e\u4e9a\u6d32\u5e02\u573a\u7528\u4f8b<\/h3>\n<ul>\n<li>\u7aef\u5230\u7aef\u9879\u76ee\uff0c\u5b66\u5458\u4f7f\u7528Python\u89e3\u51b3\u771f\u5b9e\u7684\u673a\u5668\u5b66\u4e60\u95ee\u9898\u3002<\/li>\n<li>\u53ef\u9009\u62e9\u884c\u4e1a\u7279\u5b9a\u6570\u636e\u96c6\uff0c\u4f8b\u5982\u94f6\u884c\u3001\u4fdd\u9669\u3001\u7535\u5546\u3001\u901a\u4fe1\u6216\u5236\u9020\u4e1a\u3002<\/li>\n<li>\u9700\u6c42\u6536\u96c6\u3001\u6570\u636e\u63a2\u7d22\u3001\u6a21\u578b\u5f00\u53d1\u3001\u8bc4\u4f30\u4e0e\u90e8\u7f72\u8ba1\u5212\u3002<\/li>\n<li>\u5411\u6a21\u62df\u7684\u4e1a\u52a1\u76f8\u5173\u65b9\u8bc4\u5ba1\u56e2\u6c47\u62a5\u6210\u679c\uff0c\u91cd\u70b9\u9610\u8ff0\u5f71\u54cd\u4e0e\u53ef\u884c\u6027\u3002<\/li>\n<li>\u53cd\u9988\u73af\u8282\uff0c\u8ba8\u8bba\u5982\u4f55\u5c06\u65b9\u6848\u9002\u914d\u5230\u5b66\u5458\u6240\u5728\u7ec4\u7ec7\u3002<\/li>\n<\/ul><\/div>\n<h2>\u57f9\u8bad\u65b9\u6cd5<\/h2>\n<p> \u672c\u8bfe\u7a0b\u91c7\u7528\u5e94\u7528\u578b\u3001\u4e92\u52a8\u5f0f\u6388\u8bfe\uff0c\u5e73\u8861\u7406\u8bba\u4e0e\u5927\u91cf\u52a8\u624b\u5b9e\u8df5\u3002\u5b66\u5458\u5c06\u5168\u7a0b\u4f7f\u7528Python\u53ca\u884c\u4e1a\u6807\u51c6\u5e93\u8fdb\u884c\u7f16\u7801\u3002 <\/p>\n<ul>\n<li><span class=\"highlight\">\u8bb2\u5e08\u73b0\u573a\u6f14\u793a<\/span> \u5728\u771f\u5b9e\u6570\u636e\u96c6\u4e0a\u9010\u6b65\u5b9e\u73b0\u76f8\u5173\u6280\u672f\u3002<\/li>\n<li><span class=\"highlight\">\u5f15\u5bfc\u5f0f\u7f16\u7a0b\u5b9e\u9a8c<\/span> \u5b66\u5458\u5148\u590d\u73b0\u518d\u6269\u5c55\u793a\u4f8bNotebook\u4e0e\u811a\u672c\u3002<\/li>\n<li><span class=\"highlight\">\u77ed\u5c0f\u7684\u6311\u6218\u4e0e\u6d4b\u9a8c<\/span> \u7528\u4e8e\u5f3a\u5316\u5173\u952e\u6982\u5ff5\uff0c\u786e\u4fdd\u7406\u89e3\u518d\u7ee7\u7eed\u63a8\u8fdb\u3002<\/li>\n<li><span class=\"highlight\">\u5c0f\u7ec4\u8ba8\u8bba<\/span> 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