{"id":41737,"date":"2026-01-29T17:50:00","date_gmt":"2026-01-29T09:50:00","guid":{"rendered":"https:\/\/ultimahub.com\/courses\/%course_category%\/python%e9%ab%98%e7%ba%a7%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e4%bc%81%e4%b8%9a%e5%9f%b9%e8%ae%ad%e5%8c%97%e4%b8%8a%e5%b9%bf%e6%b7%b1\/"},"modified":"2026-01-30T23:26:58","modified_gmt":"2026-01-30T15:26:58","slug":"python%e9%ab%98%e7%ba%a7%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e4%bc%81%e4%b8%9a%e5%9f%b9%e8%ae%ad%e5%8c%97%e4%b8%8a%e5%b9%bf%e6%b7%b1","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\/python%e9%ab%98%e7%ba%a7%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e4%bc%81%e4%b8%9a%e5%9f%b9%e8%ae%ad%e5%8c%97%e4%b8%8a%e5%b9%bf%e6%b7%b1\/","title":{"rendered":"Python\u9ad8\u7ea7\u673a\u5668\u5b66\u4e60\u4f01\u4e1a\u57f9\u8bad(\u5317\u4e0a\u5e7f\u6df1)"},"content":{"rendered":"<style>  body {  font-family: 'Segoe UI', Roboto, 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\u4e9a\u6d32\u5e02\u573a\u4e2d\u9ad8\u7ea7\u673a\u5668\u5b66\u4e60\u80fd\u529b\u7684\u91cd\u8981\u6027<\/h2>\n<p>  \u5728\u4e9a\u6d32, \u5305\u62ec\u4e2d\u56fd\u5185\u5730\u7684\u91d1\u878d\u3001\u79d1\u6280\u3001\u5236\u9020\u3001\u7269\u6d41\u3001\u533b\u7597\u3001\u96f6\u552e\u4e0e\u653f\u5e9c\u7b49\u884c\u4e1a\u6b63\u5feb\u901f\u63a8\u8fdb\u6570\u636e\u9a71\u52a8\u6218\u7565\u3002   \u6570\u5b57\u5316\u8f6c\u578b\u3001\u7535\u5546\u589e\u957f\u3001\u79fb\u52a8\u4f18\u5148\u7684\u5ba2\u6237\u65c5\u7a0b\u4ee5\u53ca\u5de5\u4e1a4.0\u7684\u6269\u5c55, \u6b63\u5728\u50ac\u751f\u5bf9\u80fd\u591f\u4f7f\u7528Python\u8bbe\u8ba1\u3001\u5b9e\u73b0\u5e76\u8fd0\u8425\u9ad8\u7ea7\u673a\u5668\u5b66\u4e60\u65b9\u6848\u7684\u4e13\u4e1a\u4eba\u624d\u7684\u5f3a\u52b2\u9700\u6c42\u3002  <\/p>\n<p>  \u533a\u57df\u5185\u4f17\u591a\u4f01\u4e1a\u5df2\u79ef\u7d2f\u6d77\u91cf\u6570\u636e, \u4f46\u5e38\u5e38\u96be\u4ee5\u5c06\u6570\u636e\u8f6c\u5316\u4e3a\u80fd\u5e26\u6765\u53ef\u91cf\u5316\u4e1a\u52a1\u6210\u6548\u7684\u53ef\u9760\u9884\u6d4b\u6a21\u578b\u3002\u968f\u7740\u672c\u5730\u4e0e\u533a\u57df\u7ade\u4e89\u52a0\u5267, \u4ee5\u53ca\u5168\u7403\u53c2\u4e0e\u8005\u8fdb\u5165\u4e9a\u6d32\u5e02\u573a, \u7ec4\u7ec7\u6b63\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u5b9e\u73b0   \u5ba2\u6237\u4e2a\u6027\u5316\u3001\u6b3a\u8bc8\u68c0\u6d4b\u3001\u9700\u6c42\u9884\u6d4b\u3001\u5b9a\u4ef7\u4f18\u5316\u3001\u4fe1\u7528\u8bc4\u5206\u3001\u6d41\u5931\u9884\u6d4b\u4e0e\u667a\u80fd\u81ea\u52a8\u5316\u7b49\u5173\u952e\u573a\u666f\u3002  <\/p>\n<p>  Python\u5df2\u6210\u4e3a\u673a\u5668\u5b66\u4e60\u4e0e\u5e94\u7528\u578b\u4eba\u5de5\u667a\u80fd\u7684\u4e8b\u5b9e\u6807\u51c6\u8bed\u8a00\u3002\u5176\u4e30\u5bcc\u7684\u751f\u6001\u5982NumPy, pandas,   scikit learn, TensorFlow, PyTorch, XGBoost, \u4ee5\u53ca\u5f3a\u5927\u7684\u793e\u533a\u652f\u6301, \u975e\u5e38\u9002\u5408\u4f01\u4e1a\u4ece\u8bd5\u9a8c\u8d70\u5411   \u53ef\u6269\u5c55\u7684\u751f\u4ea7\u7cfb\u7edf\u3002\u7136\u800c, \u80fd\u591f\u8d85\u8d8a\u5165\u95e8\u6a21\u578b\u5e76\u4ee5\u7a33\u5065\u3001\u53ef\u89e3\u91ca\u4e14\u7b26\u5408\u4e9a\u6d32\u5e02\u573a\u76d1\u7ba1\u4e0e\u4e1a\u52a1\u7ea6\u675f\u7684\u65b9\u5f0f\u5e94\u7528\u9ad8\u7ea7\u6280\u672f\u7684\u4e13\u4e1a\u4eba\u624d\u4ecd\u76f8\u5bf9\u7a00\u7f3a\u3002  <\/p>\n<p>  \u672c\u5f3a\u5316\u9879\u76ee\u65e8\u5728\u5f25\u5408\u4e0a\u8ff0\u5dee\u8ddd\u3002\u8bfe\u7a0b\u805a\u7126\u4f7f\u7528Python\u5f00\u5c55\u9ad8\u7ea7\u673a\u5668\u5b66\u4e60\u6280\u672f\u7684\u5b9e\u6218\u4e0e\u843d\u5730,   \u63d0\u4f9b\u53ef\u76f4\u63a5\u8fc1\u79fb\u5230\u4e9a\u592a\u5404\u884c\u4e1a\u4e0e\u76d1\u7ba1\u73af\u5883\u7684\u5177\u4f53\u6848\u4f8b, \u6db5\u76d6\u6570\u636e\u9690\u79c1\u3001\u6a21\u578b\u6cbb\u7406\u4e0e   \u8de8\u5883\u6570\u636e\u4f7f\u7528\u7b49\u5408\u89c4\u8003\u91cf\u3002  <\/p>\n<h2>\u5546\u4e1a\u4ef7\u503c: \u9762\u5411HR\u4e0e\u7ba1\u7406\u8005\u7684\u6295\u8d44\u56de\u62a5<\/h2>\n<p class=\"section-intro\">  \u6295\u8d44\u9ad8\u7ea7\u673a\u5668\u5b66\u4e60\u80fd\u529b\u5df2\u4e0d\u518d\u662f\u53ef\u9009\u9879, \u800c\u662f\u5e0c\u671b\u5728\u4e9a\u6d32\u5b9e\u73b0\u89c4\u6a21\u5316\u4e0e\u7ade\u4e89\u529b\u7684\u7ec4\u7ec7\u7684\u6218\u7565\u5fc5\u9700\u3002  <\/p>\n<div 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\u63a7\u8bc4\u5206\u4e0e\u5206\u7c7b\u7684\u51c6\u786e\u5ea6, \u5e26\u6765\u66f4\u4f18\u5b9a\u4ef7\u3001\u964d\u4f4e\u6838\u9500\u98ce\u9669\u4e0e\u66f4\u9ad8\u8f6c\u5316\u7684\u8425\u9500\u6d3b\u52a8\u3002  <\/li>\n<li>  <span class=\"key-metric\">\u66f4\u5feb\u4ef7\u503c\u5151\u73b0\u3002<\/span>   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\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>  \u5728\u6570\u636e\u56e2\u961f\u3001IT\u4e0e\u4e1a\u52a1\u5e72\u7cfb\u4eba\u4e4b\u95f4\u5efa\u7acb\u5171\u901a\u6280\u672f\u8bed\u8a00, \u63d0\u5347\u534f\u540c\u5e76\u51cf\u5c11\u6469\u64e6\u3002  <\/li>\n<li>  \u5728\u56e2\u961f\u95f4\u6807\u51c6\u5316\u673a\u5668\u5b66\u4e60\u5de5\u4f5c\u6d41, \u6539\u5584\u4ee3\u7801\u590d\u7528\u3001\u6587\u6863\u8d28\u91cf\u4e0e\u9879\u76ee\u4ea4\u63a5\u6548\u7387\u3002  <\/li>\n<li>  \u8d4b\u80fd\u4e9a\u6d32\u5404\u5730\u672c\u5730\u56e2\u961f, \u5c06\u5168\u7403\u6a21\u578b\u672c\u5730\u5316\u4ee5\u9002\u914d\u672c\u5730\u6570\u636e\u3001\u8bed\u8a00\u4e0e\u5ba2\u6237\u884c\u4e3a\u3002  <\/li>\n<li>  \u5c06\u673a\u5668\u5b66\u4e60\u6700\u4f73\u5b9e\u8df5\u878d\u5165\u65e2\u6709\u5f00\u53d1\u6d41\u7a0b, \u5305\u62ecCI\/CD\u3001\u7248\u672c\u63a7\u5236\u4e0e\u6a21\u578b\u76d1\u63a7\u3002  <\/li>\n<li>  \u6784\u5efa\u4ee5\u6570\u636e\u4e3a\u9a71\u52a8\u3001\u53ef\u91cf\u5316\u4e14\u7b26\u5408\u516c\u53f8\u6cbb\u7406\u6807\u51c6\u7684\u5b9e\u9a8c\u6587\u5316\u3002  <\/li>\n<\/ul><\/div>\n<\/p><\/div>\n<h2>\u8bfe\u7a0b\u76ee\u6807<\/h2>\n<p>  \u5b8c\u6210\u672c\u9879\u76ee\u540e, \u5b66\u5458\u5c06\u80fd\u591f:  <\/p>\n<ul>\n<li>\u4f7f\u7528Python\u8bbe\u8ba1\u3001\u5b9e\u73b0\u5e76\u8bc4\u4f30\u9ad8\u7ea7\u7684\u6709\u76d1\u7763\u4e0e\u65e0\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\u4e0e\u8c03\u4f18\u591a\u7c7b\u7b97\u6cd5, \u5305\u62ec\u96c6\u6210\u65b9\u6cd5\u3001\u68af\u5ea6\u63d0\u5347\u4e0e\u9ad8\u7ea7\u6811\u6a21\u578b\u3002<\/li>\n<li>\u5b9e\u73b0\u4e0e\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>\u719f\u7ec3\u4f7f\u7528scikit learn, XGBoost, LightGBM\u53ca\u76f8\u5173\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6(\u5728\u5408\u9002\u573a\u666f\u4e0b)\u3002<\/li>\n<li>\u6784\u5efa\u53ef\u6d4b\u8bd5\u3001\u53ef\u590d\u73b0\u4e14\u53ef\u90e8\u7f72\u7684\u7aef\u5230\u7aef\u673a\u5668\u5b66\u4e60\u6d41\u6c34\u7ebf\u3002<\/li>\n<li>\u57fa\u4e8e\u4e1a\u52a1\u76ee\u6807\u91c7\u7528\u4ea4\u53c9\u9a8c\u8bc1\u3001\u8d85\u53c2\u6570\u4f18\u5316\u4e0e\u7a33\u5065\u8bc4\u4f30\u6307\u6807\u3002<\/li>\n<li>\u4ee5\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\u5e72\u7cfb\u4eba\u4e0e\u51b3\u7b56\u8005\u6e05\u6670\u4f20\u8fbe\u7ed3\u679c\u4e0e\u6a21\u578b\u884c\u4e3a\u3002<\/li>\n<\/ul>\n<h2>\u8bfe\u7a0b\u5927\u7eb2<\/h2>\n<div class=\"course-card\">\n<h3>\u6a21\u5757 1: \u673a\u5668\u5b66\u4e60\u6240\u9700\u7684Python\u9ad8\u7ea7\u57fa\u7840<\/h3>\n<ul>\n<li>\u56de\u987e\u9762\u5411\u6570\u636e\u79d1\u5b66\u7684Python\u8981\u70b9, \u5f3a\u8c03\u6027\u80fd\u4e0e\u53ef\u8bfb\u6027\u3002<\/li>\n<li>\u5927\u89c4\u6a21\u6570\u636e\u5904\u7406\u7684NumPy\u4e0epandas\u9ad8\u7ea7\u7528\u6cd5\u4e0e\u8f6c\u6362\u3002<\/li>\n<li>\u5411\u91cf\u5316\u4e0e\u5e7f\u64ad, \u4ee5\u53ca\u9ad8\u6548\u4f7f\u7528apply, groupby\u4e0e\u7a97\u53e3\u51fd\u6570\u3002<\/li>\n<li>\u5904\u7406\u590d\u6742\u6570\u636e\u7c7b\u578b\u3001\u5206\u7c7b\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\u4e0evirtualenv\u6216conda\u7684\u73af\u5883\u7ba1\u7406\u3002<\/li>\n<li>\u53ef\u590d\u73b0\u7814\u7a76\u5165\u95e8, \u7b14\u8bb0\u672c\u4e0e\u811a\u672c\u7684\u53d6\u820d, \u4ee5\u53ca\u7248\u672c\u63a7\u5236\u96c6\u6210\u3002<\/li>\n<\/ul><\/div>\n<div class=\"course-card\">\n<h3>\u6a21\u5757 2: \u5927\u89c4\u6a21\u6570\u636e\u51c6\u5907\u4e0e\u7279\u5f81\u5de5\u7a0b<\/h3>\n<ul>\n<li>\u7cfb\u7edf\u5316\u6570\u636e\u6e05\u6d17\u3001\u7f3a\u5931\u503c\u5904\u7406\u4e0e\u5f02\u5e38\u503c\u6cbb\u7406\u3002<\/li>\n<li>\u8868\u683c\u6570\u636e\u7684\u7279\u5f81\u5de5\u7a0b, \u5305\u62ec\u4ea4\u4e92\u9879\u3001\u6bd4\u503c\u4e0e\u884c\u4e1a\u7279\u5b9a\u53d8\u6362\u3002<\/li>\n<li>\u6587\u672c\u4e0e\u7c7b\u522b\u7279\u5f81\u5de5\u7a0b, \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, \u4ee5\u53ca\u4e0d\u540c\u7b97\u6cd5\u4e0b\u7684\u9002\u7528\u65f6\u673a\u3002<\/li>\n<li>\u4f7f\u7528PCA\u7b49\u65b9\u6cd5\u8fdb\u884c\u964d\u7ef4, \u5e76\u5f00\u5c55\u5b9e\u8df5\u4e2d\u7684\u6743\u8861\u5206\u6790\u3002<\/li>\n<li>\u57fa\u4e8escikit learn\u53d8\u6362\u5668\u4e0e\u81ea\u5b9a\u4e49\u7c7b\u6784\u5efa\u53ef\u590d\u7528\u7684\u7279\u5f81\u5de5\u7a0b\u6d41\u6c34\u7ebf\u3002<\/li>\n<\/ul><\/div>\n<div class=\"course-card\">\n<h3>\u6a21\u5757 3: \u6709\u76d1\u7763\u5b66\u4e60\u7684\u8fdb\u9636\u5b9e\u8df5<\/h3>\n<ul>\n<li>\u6838\u5fc3\u7b97\u6cd5\u56de\u987e: \u903b\u8f91\u56de\u5f52\u3001\u51b3\u7b56\u6811\u3001\u968f\u673a\u68ee\u6797\u4e0e\u652f\u6301\u5411\u91cf\u673a\u3002<\/li>\n<li>\u504f\u5dee-\u65b9\u5dee\u6743\u8861\u5b9e\u64cd, \u901a\u8fc7\u5b66\u4e60\u66f2\u7ebf\u8bca\u65ad\u6b20\u62df\u5408\u4e0e\u8fc7\u62df\u5408\u3002<\/li>\n<li>\u6b63\u5219\u5316\u6280\u672f: L1, L2, \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\u65b9\u6cd5: \u68af\u5ea6\u63d0\u5347\u3001XGBoost\u3001LightGBM\u4e0eCatBoost\u3002<\/li>\n<li>\u4e0d\u5e73\u8861\u6570\u636e\u5904\u7406: \u91cd\u91c7\u6837\u7b56\u7565\u3001SMOTE\u53d8\u4f53\u4e0e\u6210\u672c\u654f\u611f\u5b66\u4e60\u3002<\/li>\n<li>\u4e0e\u4e1a\u52a1\u6307\u6807\u5bf9\u9f50\u7684\u81ea\u5b9a\u4e49\u635f\u5931\u51fd\u6570, \u5982\u57fa\u4e8e\u5229\u6da6\u7684\u6307\u6807\u6216F beta\u5206\u6570\u3002<\/li>\n<\/ul><\/div>\n<div class=\"course-card\">\n<h3>\u6a21\u5757 4: \u65e0\u76d1\u7763\u5b66\u4e60\u4e0e\u8868\u793a\u65b9\u6cd5<\/h3>\n<ul>\n<li>\u805a\u7c7b\u65b9\u6cd5: k-means\u3001\u5c42\u6b21\u805a\u7c7b\u3001DBSCAN\u4e0e\u9ad8\u65af\u6df7\u5408\u6a21\u578b\u3002<\/li>\n<li>\u9762\u5411\u5e02\u573a\u4e0e\u4ea7\u54c1\u56e2\u961f\u7684\u5206\u7fa4\u4e0e\u5ba2\u6237\u753b\u50cf\u5e94\u7528\u3002<\/li>\n<li>\u4f7f\u7528Isolation Forest\u4e0e\u57fa\u4e8e\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\u8df5\u8bc4\u4f30\u4e0e\u6240\u53d1\u73b0\u5ba2\u7fa4\u7684\u4e1a\u52a1\u76f8\u5173\u6027\u5224\u65ad\u3002<\/li>\n<\/ul><\/div>\n<div class=\"course-card\">\n<h3>\u6a21\u5757 5: \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\u6307\u6807\u3002<\/li>\n<li>ROC AUC, precision recall, F1 score, \u6df7\u6dc6\u77e9\u9635\u4e0e\u6821\u51c6\u66f2\u7ebf\u3002<\/li>\n<li>\u4ea4\u53c9\u9a8c\u8bc1\u7b56\u7565: k\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\u7684\u6027\u80fd\u4e0e\u7a33\u5b9a\u6027\u8c03\u4f18\u5b9e\u52a1\u3002<\/li>\n<li>\u9632\u6b62\u4fe1\u606f\u6cc4\u9732, \u786e\u4fdd\u9a8c\u8bc1\u65b9\u5f0f\u771f\u5b9e\u53cd\u6620\u751f\u4ea7\u73af\u5883\u3002<\/li>\n<\/ul><\/div>\n<div class=\"course-card\">\n<h3>\u6a21\u5757 6: \u53ef\u89e3\u91ca\u6027\u3001\u516c\u5e73\u6027\u4e0e\u6a21\u578b\u6cbb\u7406<\/h3>\n<ul>\n<li>\u5168\u5c40\u4e0e\u5c40\u90e8\u53ef\u89e3\u91ca\u6280\u672f, \u7279\u5f81\u91cd\u8981\u6027\u3001\u90e8\u5206\u4f9d\u8d56\u4e0eSHAP\u503c\u3002<\/li>\n<li>\u4ee5\u6e05\u6670\u3001\u975e\u6280\u672f\u8bed\u8a00\u5411\u4e1a\u52a1\u5e72\u7cfb\u4eba\u4e0e\u76d1\u7ba1\u65b9\u89e3\u91ca\u590d\u6742\u6a21\u578b\u3002<\/li>\n<li>\u516c\u5e73\u6027\u4e0e\u504f\u5dee\u68c0\u6d4b, \u5728\u9002\u7528\u573a\u666f\u4e0b\u76d1\u6d4b\u4e0d\u540c\u4eba\u7fa4\u7684\u5dee\u5f02\u5316\u5f71\u54cd\u3002<\/li>\n<li>\u6a21\u578b\u6587\u6863\u5316\u3001\u6a21\u578b\u5361\u7247\u4e0e\u9002\u7528\u4e8e\u9ad8\u98ce\u9669\u884c\u4e1a\u7684\u6cbb\u7406\u6d41\u7a0b\u3002<\/li>\n<li>\u4e9a\u6d32\u5730\u533a\u5408\u89c4\u8981\u70b9, \u5305\u62ec\u6570\u636e\u9690\u79c1\u3001\u7528\u6237\u540c\u610f\u4e0e\u76d1\u7ba1\u671f\u671b\u3002<\/li>\n<\/ul><\/div>\n<div class=\"course-card\">\n<h3>\u6a21\u5757 7: \u53ef\u6295\u4ea7\u7684\u673a\u5668\u5b66\u4e60\u6d41\u6c34\u7ebf<\/h3>\n<ul>\n<li>\u4f7f\u7528scikit learn\u53ca\u517c\u5bb9\u5e93\u8bbe\u8ba1\u7aef\u5230\u7aef\u6d41\u6c34\u7ebf\u3002<\/li>\n<li>\u6a21\u578b\u5e8f\u5217\u5316\u4e0e\u90e8\u7f72\u65b9\u6848, \u5305\u62ecREST API\u4e0e\u6279\u91cf\u8bc4\u5206\u3002<\/li>\n<li>\u4e0e\u65e2\u6709\u7cfb\u7edf\u3001\u6570\u636e\u5e93\u4e0e\u6570\u636e\u4ed3\u5e93\u7684\u96c6\u6210\u3002<\/li>\n<li>\u76d1\u63a7\u6a21\u578b\u8868\u73b0\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\u7684\u534f\u4f5c\u3002<\/li>\n<\/ul><\/div>\n<div class=\"course-card\">\n<h3>\u6a21\u5757 8: \u7efc\u5408\u9879\u76ee\u4e0e\u4e9a\u6d32\u5e02\u573a\u7528\u4f8b<\/h3>\n<ul>\n<li>\u7aef\u5230\u7aef\u9879\u76ee\u5b9e\u6218, \u5b66\u5458\u4f7f\u7528Python\u89e3\u51b3\u8d34\u8fd1\u771f\u5b9e\u7684\u673a\u5668\u5b66\u4e60\u95ee\u9898\u3002<\/li>\n<li>\u53ef\u9009\u62e9\u884c\u4e1a\u6570\u636e\u96c6, 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class=\"highlight\">\u8bb2\u5e08\u5f15\u5bfc\u5f0f\u6f14\u793a<\/span> \u4ee5\u771f\u5b9e\u6570\u636e\u96c6\u9010\u6b65\u5c55\u793a\u6280\u672f\u5b9e\u73b0\u3002<\/li>\n<li><span class=\"highlight\">\u5f15\u5bfc\u5f0f\u7f16\u7a0b\u5b9e\u64cd<\/span> \u5b66\u5458\u5148\u590d\u73b0, \u518d\u6269\u5c55\u7b14\u8bb0\u672c\u4e0e\u811a\u672c\u793a\u4f8b\u3002<\/li>\n<li><span class=\"highlight\">\u77ed\u7ec3\u4e60\u4e0e\u6d4b\u9a8c<\/span> \u5de9\u56fa\u5173\u952e\u6982\u5ff5, \u786e\u4fdd\u638c\u63e1\u540e\u518d\u63a8\u8fdb\u3002<\/li>\n<li><span class=\"highlight\">\u5c0f\u7ec4\u8ba8\u8bba<\/span> \u5c06\u7b97\u6cd5\u4e0e\u6280\u672f\u94fe\u63a5\u5230\u73b0\u573a\u6240\u4ee3\u8868\u7684\u5177\u4f53\u884c\u4e1a\u3002<\/li>\n<li><span class=\"highlight\">\u7efc\u5408\u9879\u76ee\u5b9e\u8df5<\/span> \u8986\u76d6\u4ece\u6570\u636e\u51c6\u5907\u5230\u90e8\u7f72\u7b56\u7565\u7684\u5b8c\u6574\u751f\u547d\u5468\u671f\u3002<\/li>\n<li><span class=\"highlight\">\u53ef\u9009\u5bfc\u5e08\u8f85\u5bfc\u4e0e\u540e\u7eed\u652f\u6301<\/span> \u5e2e\u52a9\u5728\u8bad\u540e\u5e94\u7528\u4e8e\u771f\u5b9e\u9879\u76ee\u3002<\/li>\n<\/ul>\n<p>  \u53ef\u5728\u4e9a\u6d32\u5404\u5730(\u542b\u4e0a\u6d77\u3001\u5317\u4eac\u3001\u5e7f\u5dde\u3001\u6df1\u5733)\u63d0\u4f9b\u4e0a\u95e8\u6216\u7ebf\u4e0a\u6388\u8bfe, \u5e76\u53ef\u6839\u636e\u672c\u5730\u65f6\u533a\u4e0e\u884c\u4e1a\u8c03\u6574\u8282\u594f\u4e0e\u6848\u4f8b\u3002  <\/p>\n<h2>\u9002\u5408\u4eba\u7fa4<\/h2>\n<p>  \u672c\u8bfe\u7a0b\u9762\u5411\u5df2\u5177\u5907Python\u4e0e\u5165\u95e8\u7ea7\u673a\u5668\u5b66\u4e60\u6982\u5ff5\u7684\u6280\u672f\u4ece\u4e1a\u8005, \u5e0c\u671b\u8fdb\u4e00\u6b65\u8fc8\u5411\u9ad8\u7ea7\u3001\u9762\u5411\u751f\u4ea7\u7684\u5b9e\u6218\u6c34\u51c6\u3002  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\u8ba1\u5212\u4ee5Python\u73b0\u4ee3\u5316\u9057\u7559\u6a21\u578b\u3002<\/li>\n<li>\u521b\u65b0\u3001\u6570\u5b57\u5316\u8f6c\u578b\u4e0e\u5206\u6790\u8d1f\u8d23\u4eba, \u9700\u8981\u52a1\u5b9e\u7406\u89e3\u9ad8\u7ea7\u673a\u5668\u5b66\u4e60\u53ef\u5b9e\u73b0\u7684\u4ef7\u503c\u3002<\/li>\n<\/ul>\n<p>  \u5efa\u8bae\u5b66\u5458\u719f\u6089Python\u57fa\u7840\u8bed\u6cd5, \u5177\u5907\u4e00\u5b9a\u7684pandas\u6570\u636e\u5904\u7406\u7ecf\u9a8c, \u7406\u89e3\u8bad\u7ec3\u96c6\u4e0e\u6d4b\u8bd5\u96c6\u5212\u5206\u4ee5\u53ca\u57fa\u672c\u56de\u5f52\u6216\u5206\u7c7b\u6a21\u578b\u3002\u8bfe\u7a0b\u4e0d\u9002\u5408\u5b8c\u5168\u96f6\u57fa\u7840\u7684\u7f16\u7a0b\u521d\u5b66\u8005\u3002  <\/p>\n<h2>\u5e38\u89c1\u95ee\u9898<\/h2>\n<div class=\"faq-item\">\n<div class=\"faq-question\">\u8bfe\u7a0b\u901a\u5e38\u7684\u65f6\u957f\u4e0e\u5f62\u5f0f\u662f\u4ec0\u4e48?<\/div>\n<p>  \u8bfe\u7a0b\u5e38\u4ee53\u81f35\u5929\u5f3a\u5316\u73ed\u5f62\u5f0f\u4ea4\u4ed8, \u5177\u4f53\u53d6\u51b3\u4e8e\u52a8\u624b\u5b9e\u8df5\u7684\u6df1\u5ea6\u4e0e\u662f\u5426\u5305\u542b\u7efc\u5408\u9879\u76ee\u3002   \u53ef\u5728\u8d35\u53f8\u73b0\u573a\u5f00\u73ed\u6216\u901a\u8fc7\u5b89\u5168\u7684\u5728\u7ebf\u4f1a\u8bae\u4e0e\u534f\u4f5c\u5de5\u5177\u5f00\u5c55\u3002\u5bf9\u4e8e\u504f\u597d\u77ed\u65f6\u6bb5\u5e76\u5728\u95f4\u9694\u671f\u5b8c\u6210\u9879\u76ee\u4f5c\u4e1a\u7684\u56e2\u961f, \u4e5f\u53ef\u91c7\u7528\u591a\u5468\u6a21\u5757\u5316\u4ea4\u4ed8\u3002  <\/p>\n<\/p><\/div>\n<div class=\"faq-item\">\n<div class=\"faq-question\">\u5b66\u5458\u9700\u8981\u54ea\u4e9b\u5148\u4fee\u8981\u6c42?<\/div>\n<p>  \u5efa\u8bae\u5b66\u5458\u5177\u5907Python\u7684\u5b9e\u9645\u4f7f\u7528\u7ecf\u9a8c, \u719f\u6089NumPy\u4e0epandas\u7b49\u57fa\u7840\u5e93, \u5e76\u7406\u89e3\u56de\u5f52\u3001\u5206\u7c7b\u4e0e\u8bc4\u4f30\u6307\u6807\u7b49\u673a\u5668\u5b66\u4e60\u57fa\u7840\u6982\u5ff5\u3002\u5177\u5907scikit learn\u7ecf\u9a8c\u66f4\u4f73\u4f46\u975e\u5fc5\u9700\u3002   \u82e5\u56e2\u961f\u6c34\u5e73\u53c2\u5dee\u4e0d\u9f50, \u53ef\u5b89\u6392\u8bfe\u524d\u9884\u5907\u5165\u95e8\u8bfe\u7a0b\u3002  <\/p>\n<\/p><\/div>\n<div class=\"faq-item\">\n<div class=\"faq-question\">\u662f\u5426\u53ef\u6309\u6211\u4eec\u7684\u884c\u4e1a\u6216\u6570\u636e\u5b9a\u5236?<\/div>\n<p>  \u53ef\u4ee5\u3002\u8bfe\u7a0b\u9ad8\u5ea6\u53ef\u5b9a\u5236\u3002\u6848\u4f8b\u7814\u7a76\u3001\u6570\u636e\u96c6\u4e0e\u793a\u4f8b\u53ef\u9488\u5bf9\u8d35\u53f8\u4e3b\u4e1a\u8fdb\u884c\u8c03\u6574, \u5982\u94f6\u884c\u4e0e\u91d1\u878d\u670d\u52a1\u3001\u5236\u9020\u4e1a\u3001\u7535\u5546\u3001\u7535\u4fe1\u3001\u7269\u6d41\u6216\u516c\u5171\u90e8\u95e8\u3002   \u5728\u53ef\u884c\u4e14\u5b89\u5168\u7684\u524d\u63d0\u4e0b, \u8fd8\u53ef\u5c06\u533f\u540d\u5316\u7684\u5185\u90e8\u6570\u636e\u7eb3\u5165\u7efc\u5408\u9879\u76ee, \u8ba9\u5b66\u5458\u76f4\u63a5\u89e3\u51b3\u81ea\u8eab\u4e1a\u52a1\u6311\u6218\u3002  <\/p>\n<\/p><\/div>\n<div class=\"faq-item\">\n<div class=\"faq-question\">\u662f\u5426\u63d0\u4f9b\u8bfe\u7a0b\u8d44\u6599\u4e0e\u4ee3\u7801?<\/div>\n<p>  \u6240\u6709\u5b66\u5458\u5c06\u83b7\u5f97\u5b8c\u6574\u7684\u6570\u5b57\u5316\u8d44\u6599, \u5305\u62ec\u8bb2\u4e49\u3001\u793a\u4f8b\u7b14\u8bb0\u672c\u3001\u53c2\u8003\u4ee3\u7801\u4e0e\u63a8\u8350\u9605\u8bfb\u6e05\u5355\u3002   \u6211\u4eec\u53ef\u63d0\u4f9b\u4e0e\u8d35\u53f8\u5185\u90e8\u5de5\u5177\u517c\u5bb9\u7684\u4ee3\u7801\u5e93\u5f62\u5f0f, \u5982\u57fa\u4e8eGit\u7684\u5e73\u53f0, \u786e\u4fdd\u56e2\u961f\u5728\u8bfe\u540e\u53ef\u6301\u7eed\u5b9e\u9a8c\u4e0e\u6269\u5c55\u3002  <\/p>\n<\/p><\/div>\n<div class=\"faq-item\">\n<div class=\"faq-question\">\u8be5\u57f9\u8bad\u5bf9\u4e9a\u6d32\u4f01\u4e1a\u7684\u5177\u4f53\u9002\u7528\u6027\u4f53\u73b0\u5728\u54ea\u4e9b\u65b9\u9762?<\/div>\n<p>  \u8bfe\u7a0b\u878d\u5165\u8d34\u5408\u4e9a\u6d32\u5e02\u573a\u7684\u6848\u4f8b\u4e0e\u8ba8\u8bba, \u5305\u62ec\u79fb\u52a8\u4f18\u5148\u7684\u5ba2\u6237\u884c\u4e3a\u3001\u533a\u57df\u652f\u4ed8\u751f\u6001\u3001\u672c\u5730\u76d1\u7ba1\u671f\u671b\u4e0e\u591a\u8bed\u8a00\u6570\u636e\u3002\u4ea6\u5173\u6ce8\u5b9e\u9645\u7ea6\u675f, \u5982\u6570\u636e\u8d28\u91cf\u5dee\u5f02\u3001\u9057\u7559\u7cfb\u7edf, \u4ee5\u53ca\u8de8\u5883\u6570\u636e\u5728\u591a\u6cd5\u57df\u8fd0\u8425\u4e2d\u7684\u8003\u91cf\u3002  <\/p>\n<\/p><\/div>\n<div class=\"faq-item\">\n<div class=\"faq-question\">\u8bfe\u7a0b\u7ed3\u675f\u540e\u6709\u54ea\u4e9b\u540e\u7eed\u652f\u6301?<\/div>\n<p>  \u6211\u4eec\u53ef\u63d0\u4f9b\u9879\u76ee\u95e8\u8bca\u3001\u4ee3\u7801\u8bc4\u5ba1\u3001\u56de\u7089\u5f3a\u5316\u4e0e\u4e13\u9898\u6df1\u6f5c\u7b49\u9009\u9879, \u5982\u6a21\u578b\u6cbb\u7406\u6216\u90e8\u7f72\u7b49\u65b9\u5411\u3002\u4e0a\u8ff0\u652f\u6301\u53ef\u5728\u57f9\u8bad\u540e\u6570\u5468\u5185\u7075\u6d3b\u5b89\u6392, \u5e2e\u52a9\u56e2\u961f\u5c06\u6240\u5b66\u987a\u5229\u5e94\u7528\u4e8e\u5728\u7814\u6216\u5728\u4ea7\u7684\u673a\u5668\u5b66\u4e60\u9879\u76ee\u3002  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