{"id":1005338,"date":"2024-12-27T10:34:53","date_gmt":"2024-12-27T02:34:53","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1005338.html"},"modified":"2024-12-27T10:34:56","modified_gmt":"2024-12-27T02:34:56","slug":"python%e5%a6%82%e4%bd%95%e8%bf%90%e7%94%a8%e5%9c%a8%e5%ae%9e%e9%99%85","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1005338.html","title":{"rendered":"python\u5982\u4f55\u8fd0\u7528\u5728\u5b9e\u9645"},"content":{"rendered":"

\"python\u5982\u4f55\u8fd0\u7528\u5728\u5b9e\u9645\"<\/p>\n

Python\u5728\u5b9e\u9645\u4e2d\u7684\u8fd0\u7528\u5e7f\u6cdb\u4e14\u591a\u6837\uff0c\u5305\u62ec\u6570\u636e\u5206\u6790\u3001\u673a\u5668\u5b66\u4e60<\/a>\u3001\u7f51\u7edc\u5f00\u53d1\u3001\u81ea\u52a8\u5316\u811a\u672c\u7f16\u5199\u3001\u79d1\u5b66\u8ba1\u7b97\u3001\u7f51\u7edc\u722c\u866b\u3001\u6e38\u620f\u5f00\u53d1\u7b49\u3002Python\u56e0\u5176\u7b80\u6d01\u6613\u61c2\u7684\u8bed\u6cd5\u3001\u4e30\u5bcc\u7684\u5e93\u548c\u6846\u67b6\u3001\u5f3a\u5927\u7684\u793e\u533a\u652f\u6301\uff0c\u4f7f\u5176\u5728\u4f17\u591a\u9886\u57df\u4e2d\u5e7f\u53d7\u6b22\u8fce\u3002<\/strong>\u5728\u6570\u636e\u5206\u6790\u4e2d\uff0cPython\u901a\u8fc7Pandas\u548cNumPy\u7b49\u5e93\u5904\u7406\u548c\u5206\u6790\u6570\u636e\uff0c\u673a\u5668\u5b66\u4e60\u9886\u57df\u5219\u5229\u7528Scikit-learn\u548cTensorFlow\u7b49\u5e93\u5f00\u53d1\u667a\u80fd\u6a21\u578b\u3002\u5728\u8be6\u7ec6\u63cf\u8ff0\u4e2d\uff0c\u6211\u4eec\u5c06\u6df1\u5165\u63a2\u8ba8Python\u5728\u6570\u636e\u5206\u6790\u548c\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u5e94\u7528\u53ca\u5176\u4f18\u52bf\u3002<\/p>\n<\/p>\n

\u4e00\u3001\u6570\u636e\u5206\u6790\u4e0e\u79d1\u5b66\u8ba1\u7b97<\/p>\n<\/p>\n

Python\u5728\u6570\u636e\u5206\u6790\u9886\u57df\u7684\u5e7f\u6cdb\u5e94\u7528\u5f97\u76ca\u4e8e\u5176\u5f3a\u5927\u7684\u5e93\u652f\u6301\u3002Pandas\u662fPython\u4e2d\u6700\u5e38\u7528\u7684\u6570\u636e\u5904\u7406\u5e93\uff0c\u5b83\u63d0\u4f9b\u4e86\u9ad8\u6548\u7684\u6570\u636e\u7ed3\u6784\u548c\u6570\u636e\u5206\u6790\u5de5\u5177\u3002NumPy\u662f\u53e6\u4e00\u4e2a\u91cd\u8981\u7684\u5e93\uff0c\u5b83\u652f\u6301\u5927\u91cf\u7684\u6570\u5b66\u51fd\u6570\u548c\u77e9\u9635\u8fd0\u7b97\u3002<\/p>\n<\/p>\n

    \n
  1. \n

    \u6570\u636e\u5904\u7406\u4e0e\u6e05\u6d17<\/strong>
    \u6570\u636e\u5206\u6790\u7684\u7b2c\u4e00\u6b65\u901a\u5e38\u662f\u6570\u636e\u5904\u7406\u4e0e\u6e05\u6d17\u3002\u5728\u8fd9\u4e00\u6b65\uff0cPandas\u626e\u6f14\u7740\u5173\u952e\u7684\u89d2\u8272\u3002\u901a\u8fc7DataFrame\u6570\u636e\u7ed3\u6784\uff0c\u7528\u6237\u53ef\u4ee5\u65b9\u4fbf\u5730\u5bf9\u6570\u636e\u8fdb\u884c\u6e05\u6d17\u3001\u7b5b\u9009\u3001\u6392\u5e8f\u548c\u805a\u5408\u7b49\u64cd\u4f5c\u3002Pandas\u8fd8\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u6570\u636e\u5408\u5e76\u548c\u8fde\u63a5\u529f\u80fd\uff0c\u4f7f\u5f97\u5904\u7406\u590d\u6742\u7684\u6570\u636e\u96c6\u53d8\u5f97\u66f4\u52a0\u7b80\u5355\u3002<\/p>\n<\/p>\n<\/li>\n

  2. \n

    \u6570\u636e\u53ef\u89c6\u5316<\/strong>
    \u6570\u636e\u53ef\u89c6\u5316\u662f\u6570\u636e\u5206\u6790\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u4e00\u90e8\u5206\u3002Python\u62e5\u6709\u591a\u4e2a\u5f3a\u5927\u7684\u53ef\u89c6\u5316\u5e93\uff0c\u5982Matplotlib\u3001Seaborn\u548cPlotly\u3002Matplotlib\u662f\u4e00\u4e2a\u57fa\u7840\u7684\u7ed8\u56fe\u5e93\uff0c\u53ef\u4ee5\u751f\u6210\u5404\u79cd\u9759\u6001\u3001\u52a8\u6001\u548c\u4ea4\u4e92\u5f0f\u56fe\u8868\u3002Seaborn\u57fa\u4e8eMatplotlib\u6784\u5efa\uff0c\u63d0\u4f9b\u4e86\u66f4\u9ad8\u7ea7\u7684\u63a5\u53e3\uff0c\u66f4\u5bb9\u6613\u751f\u6210\u7f8e\u89c2\u7684\u7edf\u8ba1\u56fe\u8868\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n

    \u4e8c\u3001\u673a\u5668\u5b66\u4e60\u4e0e\u4eba\u5de5\u667a\u80fd<\/a><\/p>\n<\/p>\n

    Python\u5728\u673a\u5668\u5b66\u4e60\u9886\u57df\u7684\u5e94\u7528\u975e\u5e38\u5e7f\u6cdb\uff0c\u5f97\u76ca\u4e8e\u5176\u4e30\u5bcc\u7684\u5e93\u548c\u6846\u67b6\uff0c\u5982Scikit-learn\u3001TensorFlow\u3001Keras\u7b49\u3002<\/p>\n<\/p>\n

      \n
    1. \n

      \u6a21\u578b\u6784\u5efa\u4e0e\u8bad\u7ec3<\/strong>
      Scikit-learn\u662f\u4e00\u4e2a\u7b80\u5355\u800c\u9ad8\u6548\u7684\u5de5\u5177\uff0c\u7528\u4e8e\u6570\u636e\u6316\u6398\u548c\u6570\u636e\u5206\u6790\u3002\u5b83\u57fa\u4e8eNumPy\u3001SciPy\u548cMatplotlib\u6784\u5efa\uff0c\u63d0\u4f9b\u4e86\u5927\u91cf\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u548c\u5de5\u5177\u3002TensorFlow\u548cKeras\u5219\u662f\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u7684\u70ed\u95e8\u6846\u67b6\uff0c\u652f\u6301\u6784\u5efa\u590d\u6742\u7684\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u3002<\/p>\n<\/p>\n<\/li>\n

    2. \n

      \u6a21\u578b\u8bc4\u4f30\u4e0e\u4f18\u5316<\/strong>
      Python\u63d0\u4f9b\u4e86\u591a\u79cd\u5de5\u5177\u6765\u8bc4\u4f30\u548c\u4f18\u5316\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002\u901a\u8fc7\u4ea4\u53c9\u9a8c\u8bc1\u3001\u7f51\u683c\u641c\u7d22\u7b49\u65b9\u6cd5\uff0c\u53ef\u4ee5\u627e\u5230\u6a21\u578b\u7684\u6700\u4f73\u53c2\u6570\uff0c\u63d0\u9ad8\u6a21\u578b\u7684\u9884\u6d4b\u7cbe\u5ea6\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n

      \u4e09\u3001\u7f51\u7edc\u5f00\u53d1<\/p>\n<\/p>\n

      Python\u5728\u7f51\u7edc\u5f00\u53d1\u4e2d\u7684\u5e94\u7528\u4e3b\u8981\u4f53\u73b0\u5728\u540e\u7aef\u5f00\u53d1\u548cWeb\u670d\u52a1\u63a5\u53e3\u5f00\u53d1\u4e0a\u3002Django\u548cFlask\u662fPython\u4e2d\u6700\u6d41\u884c\u7684\u4e24\u4e2aWeb\u6846\u67b6\u3002<\/p>\n<\/p>\n

        \n
      1. \n

        Web\u5e94\u7528\u5f00\u53d1<\/strong>
        Django\u662f\u4e00\u4e2a\u9ad8\u5c42\u6b21\u7684Python Web\u6846\u67b6\uff0c\u9f13\u52b1\u5feb\u901f\u5f00\u53d1\u548c\u7b80\u5355\u3001\u5b9e\u7528\u7684\u8bbe\u8ba1\u3002\u5b83\u63d0\u4f9b\u4e86\u5b8c\u5584\u7684\u529f\u80fd\uff0c\u5305\u62ec\u7528\u6237\u8ba4\u8bc1\u3001\u7ba1\u7406\u540e\u53f0\u3001\u8868\u5355\u5904\u7406\u3001\u6587\u4ef6\u4e0a\u4f20\u7b49\uff0c\u4f7f\u5f97Web\u5e94\u7528\u5f00\u53d1\u53d8\u5f97\u9ad8\u6548\u4e14\u7b80\u5355\u3002<\/p>\n<\/p>\n<\/li>\n

      2. \n

        API\u5f00\u53d1<\/strong>
        Flask\u662f\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684Web\u6846\u67b6\uff0c\u9002\u5408\u4e8e\u6784\u5efaRESTful API\u3002\u5b83\u7684\u7075\u6d3b\u6027\u548c\u53ef\u6269\u5c55\u6027\u4f7f\u5f97\u5f00\u53d1\u8005\u53ef\u4ee5\u81ea\u7531\u5730\u9009\u62e9\u6240\u9700\u7684\u7ec4\u4ef6\u548c\u529f\u80fd\uff0c\u5feb\u901f\u642d\u5efaWeb\u670d\u52a1\u63a5\u53e3\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n

        \u56db\u3001\u81ea\u52a8\u5316\u811a\u672c\u4e0e\u7cfb\u7edf\u8fd0\u7ef4<\/p>\n<\/p>\n

        Python\u7684\u8bed\u6cd5\u7b80\u6d01\u3001\u529f\u80fd\u5f3a\u5927\uff0c\u662f\u7f16\u5199\u81ea\u52a8\u5316\u811a\u672c\u7684\u7406\u60f3\u9009\u62e9\u3002\u5b83\u5728\u7cfb\u7edf\u8fd0\u7ef4\u548c\u81ea\u52a8\u5316\u4efb\u52a1\u4e2d\u5f97\u5230\u4e86\u5e7f\u6cdb\u5e94\u7528\u3002<\/p>\n<\/p>\n

          \n
        1. \n

          \u81ea\u52a8\u5316\u4efb\u52a1<\/strong>
          Python\u53ef\u7528\u4e8e\u7f16\u5199\u81ea\u52a8\u5316\u811a\u672c\uff0c\u5b9e\u73b0\u6587\u4ef6\u7ba1\u7406\u3001\u6570\u636e\u5907\u4efd\u3001\u7cfb\u7edf\u76d1\u63a7\u3001\u5b9a\u65f6\u4efb\u52a1\u7b49\u3002\u901a\u8fc7\u7ed3\u5408\u64cd\u4f5c\u7cfb\u7edf\u6a21\u5757\u548c\u7b2c\u4e09\u65b9\u5e93\uff0cPython\u53ef\u4ee5\u8f7b\u677e\u64cd\u4f5c\u6587\u4ef6\u7cfb\u7edf\u3001\u6267\u884c\u7cfb\u7edf\u547d\u4ee4\u3001\u5904\u7406\u7f51\u7edc\u8bf7\u6c42\u7b49\u3002<\/p>\n<\/p>\n<\/li>\n

        2. \n

          \u8fd0\u7ef4\u5de5\u5177\u5f00\u53d1<\/strong>
          \u5728\u7cfb\u7edf\u8fd0\u7ef4\u4e2d\uff0cPython\u5e38\u7528\u4e8e\u5f00\u53d1\u8fd0\u7ef4\u5de5\u5177\uff0c\u5982\u670d\u52a1\u5668\u76d1\u63a7\u3001\u65e5\u5fd7\u5206\u6790\u3001\u81ea\u52a8\u5316\u90e8\u7f72\u7b49\u3002Python\u7684\u5f3a\u5927\u5e93\u652f\u6301\u548c\u8de8\u5e73\u53f0\u7279\u6027\uff0c\u4f7f\u5176\u6210\u4e3a\u8fd0\u7ef4\u4eba\u5458\u5e38\u7528\u7684\u5de5\u5177\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n

          \u4e94\u3001\u7f51\u7edc\u722c\u866b\u4e0e\u6570\u636e\u91c7\u96c6<\/p>\n<\/p>\n

          Python\u662f\u5f00\u53d1\u7f51\u7edc\u722c\u866b\u7684\u70ed\u95e8\u9009\u62e9\uff0c\u5f97\u76ca\u4e8e\u5176\u4f18\u79c0\u7684\u5e93\u652f\u6301\uff0c\u5982Requests\u3001BeautifulSoup\u548cScrapy\u3002<\/p>\n<\/p>\n

            \n
          1. \n

            \u7f51\u9875\u6293\u53d6<\/strong>
            Requests\u5e93\u7528\u4e8e\u53d1\u9001HTTP\u8bf7\u6c42\uff0c\u83b7\u53d6\u7f51\u9875\u5185\u5bb9\u3002BeautifulSoup\u662f\u4e00\u4e2aHTML\/XML\u89e3\u6790\u5e93\uff0c\u53ef\u4ee5\u63d0\u53d6\u548c\u5904\u7406\u7f51\u9875\u4e2d\u7684\u6570\u636e\u3002\u4e24\u8005\u7ed3\u5408\uff0c\u53ef\u4ee5\u5b9e\u73b0\u7b80\u5355\u7684\u7f51\u9875\u6293\u53d6\u548c\u6570\u636e\u63d0\u53d6\u3002<\/p>\n<\/p>\n<\/li>\n

          2. \n

            \u5927\u578b\u722c\u866b\u6846\u67b6<\/strong>
            Scrapy\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u722c\u866b\u6846\u67b6\uff0c\u652f\u6301\u5206\u5e03\u5f0f\u722c\u53d6\u548c\u6570\u636e\u5b58\u50a8\u3002\u5b83\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u529f\u80fd\uff0c\u5982\u8bf7\u6c42\u8c03\u5ea6\u3001\u6570\u636e\u63d0\u53d6\u3001\u6570\u636e\u5b58\u50a8\u7b49\uff0c\u662f\u5f00\u53d1\u590d\u6742\u722c\u866b\u9879\u76ee\u7684\u7406\u60f3\u9009\u62e9\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n

            \u516d\u3001\u79d1\u5b66\u7814\u7a76\u4e0e\u6559\u80b2<\/p>\n<\/p>\n

            Python\u5728\u79d1\u5b66\u7814\u7a76\u548c\u6559\u80b2\u9886\u57df\u4e5f\u6709\u5e7f\u6cdb\u5e94\u7528\uff0c\u56e0\u5176\u7b80\u5355\u6613\u5b66\u3001\u529f\u80fd\u5f3a\u5927\u3002<\/p>\n<\/p>\n

              \n
            1. \n

              \u79d1\u7814\u8ba1\u7b97<\/strong>
              \u79d1\u5b66\u8ba1\u7b97\u9886\u57df\uff0cPython\u63d0\u4f9b\u4e86SciPy\u5e93\uff0c\u5b83\u662f\u4e00\u4e2a\u5f00\u6e90\u7684Python\u5e93\uff0c\u4e13\u95e8\u7528\u4e8e\u6570\u5b66\u3001\u79d1\u5b66\u548c\u5de5\u7a0b\u7684\u8ba1\u7b97\u3002SciPy\u6784\u5efa\u5728NumPy\u4e4b\u4e0a\uff0c\u63d0\u4f9b\u4e86\u8bb8\u591a\u7528\u6237\u53cb\u597d\u7684\u548c\u9ad8\u6548\u7684\u6570\u503c\u4f8b\u7a0b\u3002<\/p>\n<\/p>\n<\/li>\n

            2. \n

              \u6559\u80b2\u5de5\u5177<\/strong>
              Python\u7684\u6613\u5b66\u6027\u4f7f\u5176\u6210\u4e3a\u7f16\u7a0b\u6559\u80b2\u7684\u9996\u9009\u8bed\u8a00\u3002\u8bb8\u591a\u6559\u80b2\u673a\u6784\u90fd\u5f00\u8bbe\u4e86Python\u8bfe\u7a0b\uff0c\u5229\u7528Python\u7684\u4ea4\u4e92\u6027\u548c\u4e30\u5bcc\u7684\u8d44\u6e90\uff0c\u5e2e\u52a9\u5b66\u751f\u5b66\u4e60\u7f16\u7a0b\u548c\u6570\u636e\u79d1\u5b66\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n

              \u4e03\u3001\u6e38\u620f\u5f00\u53d1<\/p>\n<\/p>\n

              \u867d\u7136Python\u4e0d\u662f\u6e38\u620f\u5f00\u53d1\u7684\u4e3b\u6d41\u8bed\u8a00\uff0c\u4f46\u5b83\u5728\u4e00\u4e9b\u6e38\u620f\u5f00\u53d1\u4e2d\u4e5f\u6709\u6240\u5e94\u7528\uff0c\u4e3b\u8981\u5f97\u76ca\u4e8e\u5176\u7b80\u5355\u6613\u7528\u548c\u4e30\u5bcc\u7684\u5e93\u652f\u6301\u3002<\/p>\n<\/p>\n

                \n
              1. \n

                2D\u6e38\u620f\u5f00\u53d1<\/strong>
                Pygame\u662f\u4e00\u4e2a\u6d41\u884c\u7684Python\u5e93\uff0c\u7528\u4e8e\u5f00\u53d12D\u6e38\u620f\u3002\u5b83\u63d0\u4f9b\u4e86\u7528\u4e8e\u5904\u7406\u56fe\u5f62\u3001\u58f0\u97f3\u548c\u8f93\u5165\u8bbe\u5907\u7684\u7b80\u6d01\u63a5\u53e3\uff0c\u9002\u5408\u4e8e\u5c0f\u578b\u6e38\u620f\u9879\u76ee\u7684\u5f00\u53d1\u3002<\/p>\n<\/p>\n<\/li>\n

              2. \n

                \u6e38\u620f\u811a\u672c\u4e0e\u5de5\u5177\u5f00\u53d1<\/strong>
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