\u673a\u5668\u5b66\u4e60<\/a>\u5e93\u3002<\/p>\n<\/p>\n\u4e00\u3001PYTHON\uff1a\u6570\u636e\u5206\u6790\u4e0e\u673a\u5668\u5b66\u4e60\u7684\u9996\u9009<\/h3>\n<\/p>\n
Python\u7684\u751f\u6001\u7cfb\u7edf\u4e2d\u5177\u6709\u5927\u91cf\u7684\u5e93\u548c\u5de5\u5177\uff0c\u5982Pandas\u3001NumPy\u3001Matplotlib\u4ee5\u53caScikit-learn\uff0c\u8fd9\u4e9b\u90fd\u662f\u5904\u7406\u80a1\u7968\u6570\u636e\u5206\u6790\u4e0d\u53ef\u6216\u7f3a\u7684\u5229\u5668\u3002Pandas\u53ef\u7528\u4e8e\u6570\u636e\u6e05\u6d17\u548c\u51c6\u5907\uff1bNumPy\u63d0\u4f9b\u4e86\u5feb\u901f\u7684\u6570\u5b66\u8fd0\u7b97\uff1bMatplotlib\u548cSeaborn\u5219\u662f\u53ef\u89c6\u5316\u7684\u91cd\u8981\u5de5\u5177\uff1b\u800cScikit-learn\u3001TensorFlow\u548cKeras\u7b49\u5e93\u5219\u652f\u6301\u590d\u6742\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u5b9e\u73b0\u3002<\/p>\n<\/p>\n
\u4f7f\u7528Python\u8fdb\u884c\u6570\u636e\u5206\u6790<\/h4>\n<\/p>\n
\u5728\u80a1\u7968\u7f16\u7a0b\u4e2d\uff0c\u6570\u636e\u5206\u6790\u662f\u6838\u5fc3\u6b65\u9aa4\u4e4b\u4e00\u3002Python\u7684Pandas\u5e93\u652f\u6301\u5feb\u901f\u5730\u8bfb\u53d6\u3001\u5904\u7406\u548c\u5206\u6790\u6570\u636e\u3002\u4f8b\u5982\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528Pandas\u8f7b\u677e\u5730\u4eceExcel\u3001CSV\u6216\u6570\u636e\u5e93\u4e2d\u8bfb\u53d6\u80a1\u7968\u4ef7\u683c\u6570\u636e\uff0c\u7136\u540e\u8fd0\u7528\u5176\u529f\u80fd\u8fdb\u884c\u6570\u636e\u6e05\u6d17\uff0c\u6bd4\u5982\u53bb\u9664\u5f02\u5e38\u503c\u3001\u586b\u5145\u7f3a\u5931\u503c\u3001\u6570\u636e\u5207\u7247\u7b49\uff0c\u4e3a\u540e\u7eed\u7684\u6570\u636e\u5206\u6790\u548c\u6a21\u578b\u6784\u5efa\u63d0\u4f9b\u5e72\u51c0\u3001\u6574\u6d01\u7684\u6570\u636e\u57fa\u7840\u3002<\/p>\n<\/p>\n
Python\u5728\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u5e94\u7528<\/h4>\n<\/p>\n
\u80a1\u5e02\u9884\u6d4b\u662f\u80a1\u7968\u7f16\u7a0b\u4e2d\u4e00\u4e2a\u91cd\u8981\u7684\u5e94\u7528\u65b9\u5411\u3002Python\u5728\u8fd9\u4e00\u9886\u57df\u540c\u6837\u5c55\u73b0\u51fa\u4e86\u5176\u5f3a\u5927\u7684\u80fd\u529b\u3002\u5229\u7528Scikit-learn\u6216TensorFlow\u7b49\u673a\u5668\u5b66\u4e60\u5e93\uff0c\u4f60\u53ef\u4ee5\u6784\u5efa\u7528\u4e8e\u9884\u6d4b\u80a1\u4ef7\u8d70\u52bf\u7684\u6a21\u578b\u3002\u8fd9\u4e9b\u5e93\u63d0\u4f9b\u4e86\u5927\u91cf\u7684\u7b97\u6cd5\uff0c\u5982\u7ebf\u6027\u56de\u5f52\u3001\u51b3\u7b56\u6811\u3001\u968f\u673a\u68ee\u6797\u3001\u795e\u7ecf\u7f51\u7edc\u7b49\uff0c\u6ee1\u8db3\u4e0d\u540c\u80a1\u5e02\u6570\u636e\u5206\u6790\u548c\u9884\u6d4b\u7684\u9700\u6c42\u3002<\/p>\n<\/p>\n
\u4e8c\u3001JAVA\uff1a\u9ad8\u6027\u80fd\u7684\u91d1\u878d\u4ea4\u6613\u7cfb\u7edf<\/h3>\n<\/p>\n
Java\u5728\u91d1\u878d\u670d\u52a1\u884c\u4e1a\uff0c\u5c24\u5176\u662f\u5728\u6784\u5efa\u9ad8\u6027\u80fd\u4ea4\u6613\u7cfb\u7edf\u65b9\u9762\uff0c\u5360\u6709\u4e00\u5e2d\u4e4b\u5730\u3002\u5b83\u7684\u8de8\u5e73\u53f0\u6027\u3001\u7a33\u5b9a\u6027\u4ee5\u53ca\u6210\u719f\u7684\u751f\u6001\u7cfb\u7edf\uff0c\u4f7f\u5f97Java\u6210\u4e3a\u5f00\u53d1\u4f01\u4e1a\u7ea7\u5e94\u7528\u548c\u5904\u7406\u5927\u89c4\u6a21\u4ea4\u6613\u6570\u636e\u7684\u4f18\u79c0\u9009\u62e9\u3002<\/p>\n<\/p>\n
Java\u7684\u6027\u80fd\u4f18\u52bf<\/h4>\n<\/p>\n
Java\u5177\u6709\u826f\u597d\u7684\u8fd0\u884c\u65f6\u6027\u80fd\uff0c\u8fd9\u5bf9\u4e8e\u9700\u8981\u5904\u7406\u9ad8\u9891\u4ea4\u6613(HFT)\u7684\u80a1\u7968\u4ea4\u6613\u7cfb\u7edf\u6765\u8bf4\u6781\u5176\u91cd\u8981\u3002Java\u865a\u62df\u673a\uff08JVM\uff09\u7684\u9ad8\u7ea7\u4f18\u5316\u3001\u5783\u573e\u56de\u6536\u673a\u5236\u4ee5\u53caJIT\uff08Just-In-Time\uff09\u7f16\u8bd1\u5668\u5171\u540c\u4fdd\u8bc1\u4e86Java\u5e94\u7528\u7a0b\u5e8f\u7684\u9ad8\u6027\u80fd\u548c\u9ad8\u6548\u7387\u3002<\/p>\n<\/p>\n
Java\u5728\u91d1\u878d\u4ea4\u6613\u7cfb\u7edf\u4e2d\u7684\u5e94\u7528<\/h4>\n<\/p>\n
\u5728\u6784\u5efa\u91d1\u878d\u4ea4\u6613\u7cfb\u7edf\u65f6\uff0cJava\u7684\u591a\u7ebf\u7a0b\u548c\u7f51\u7edc\u7f16\u7a0b\u80fd\u529b\u63d0\u4f9b\u4e86\u5de8\u5927\u7684\u4fbf\u5229\u3002\u8fd9\u4f7f\u5f97Java\u6210\u4e3a\u5f00\u53d1\u5b9e\u65f6\u4ea4\u6613\u548c\u5206\u5e03\u5f0f\u7cfb\u7edf\u7684\u7406\u60f3\u9009\u62e9\u3002\u4f8b\u5982\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528Java\u6784\u5efa\u4e00\u4e2a\u652f\u6301\u591a\u4e2a\u7528\u6237\u540c\u65f6\u5728\u7ebf\u4ea4\u6613\u7684\u7cfb\u7edf\uff0c\u540c\u65f6\u4fdd\u8bc1\u7cfb\u7edf\u7684\u7a33\u5b9a\u6027\u548c\u5b9e\u65f6\u6027\u3002<\/p>\n<\/p>\n
\u4e09\u3001C++\uff1a\u6267\u884c\u901f\u5ea6\u5feb\uff0c\u7528\u4e8e\u9ad8\u9891\u4ea4\u6613<\/h3>\n<\/p>\n
C++\u56e0\u5176\u63a5\u8fd1\u786c\u4ef6\u7684\u8fd0\u884c\u7279\u6027\u548c\u6781\u9ad8\u7684\u6267\u884c\u901f\u5ea6\uff0c\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u9700\u8981\u6781\u7aef\u6027\u80fd\u7684\u80a1\u7968\u7f16\u7a0b\u573a\u666f\uff0c\u5982\u9ad8\u9891\u4ea4\u6613\uff08HFT\uff09\u3002<\/p>\n<\/p>\n
C++\u7684\u6027\u80fd\u8868\u73b0<\/h4>\n<\/p>\n
C++\u7684\u4f18\u52bf\u5728\u4e8e\u5b83\u80fd\u591f\u63d0\u4f9b\u51e0\u4e4e\u63a5\u8fd1\u786c\u4ef6\u7684\u6267\u884c\u6027\u80fd\uff0c\u8fd9\u5bf9\u4e8e\u65f6\u95f4\u654f\u611f\u578b\u7684\u9ad8\u9891\u4ea4\u6613\u6765\u8bf4\u81f3\u5173\u91cd\u8981\u3002C++\u7f16\u5199\u7684\u7a0b\u5e8f\u76f4\u63a5\u7f16\u8bd1\u6210\u673a\u5668\u7801\uff0c\u51cf\u5c11\u4e86\u989d\u5916\u7684\u8fd0\u884c\u65f6\u5f00\u9500\uff0c\u4ece\u800c\u5b9e\u73b0\u4e86\u9ad8\u6548\u7684\u6267\u884c\u901f\u5ea6\u3002<\/p>\n<\/p>\n
C++\u5728\u9ad8\u9891\u4ea4\u6613\u4e2d\u7684\u5e94\u7528<\/h4>\n<\/p>\n
\u9ad8\u9891\u4ea4\u6613\u7b56\u7565\u5f80\u5f80\u8981\u6c42\u7cfb\u7edf\u5728\u6beb\u79d2\u7ea7\u751a\u81f3\u5fae\u79d2\u7ea7\u522b\u7684\u65f6\u95f4\u6846\u67b6\u5185\u505a\u51fa\u54cd\u5e94\u3002C++\u7684\u9ad8\u6027\u80fd\u4f7f\u5176\u6210\u4e3a\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u7684\u7406\u60f3\u9009\u62e9\u3002\u5229\u7528C++\uff0c\u53ef\u4ee5\u5f00\u53d1\u51fa\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u541e\u5410\u91cf\u7684\u4ea4\u6613\u7cfb\u7edf\uff0c\u4ee5\u6293\u4f4f\u5e02\u573a\u4e0a\u7684\u6bcf\u4e00\u4e2a\u5fae\u5c0f\u53d8\u5316\u3002<\/p>\n<\/p>\n
\u56db\u3001R\uff1a\u4e13\u6ce8\u4e8e\u7edf\u8ba1\u548c\u56fe\u5f62\u7684\u8bed\u8a00<\/h3>\n<\/p>\n
R\u8bed\u8a00\u5728\u91d1\u878d\u5206\u6790\u9886\u57df\u4e5f\u5360\u6709\u4e00\u5e2d\u4e4b\u5730\uff0c\u7279\u522b\u662f\u5728\u7edf\u8ba1\u5206\u6790\u548c\u56fe\u5f62\u5c55\u793a\u65b9\u9762\u3002R\u8bed\u8a00\u5185\u7f6e\u7684\u7edf\u8ba1\u6a21\u578b\u548c\u4e13\u95e8\u7684\u91d1\u878d\u5206\u6790\u5305\uff0c\u4f7f\u5176\u6210\u4e3a\u6267\u884c\u7edf\u8ba1\u5b66\u5206\u6790\u548c\u6784\u5efa\u5b9a\u91cf\u6a21\u578b\u7684\u6709\u529b\u5de5\u5177\u3002<\/p>\n<\/p>\n
R\u8bed\u8a00\u7684\u7edf\u8ba1\u5206\u6790\u4f18\u52bf<\/h4>\n<\/p>\n
R\u8bed\u8a00\u7684\u4f18\u52bf\u5728\u4e8e\u5176\u5f3a\u5927\u7684\u7edf\u8ba1\u5206\u6790\u80fd\u529b\u3002R\u63d0\u4f9b\u4e86\u5927\u91cf\u7684\u7edf\u8ba1\u548c\u6570\u5b66\u51fd\u6570\u5e93\uff0c\u652f\u6301\u4ece\u7ebf\u6027\u56de\u5f52\u5230\u590d\u6742\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u3002\u6b64\u5916\uff0cR\u8fd8\u6709\u7740\u4e30\u5bcc\u7684\u56fe\u8868\u529f\u80fd\uff0c\u53ef\u4ee5\u76f4\u89c2\u5730\u5c55\u793a\u6570\u636e\u548c\u5206\u6790\u7ed3\u679c\u3002<\/p>\n<\/p>\n
R\u5728\u91d1\u878d\u6570\u636e\u5206\u6790\u4e2d\u7684\u5e94\u7528<\/h4>\n<\/p>\n
\u5229\u7528R\u8bed\u8a00\uff0c\u53ef\u4ee5\u6784\u5efa\u590d\u6742\u7684\u91d1\u878d\u6a21\u578b\uff0c\u5982\u98ce\u9669\u7ba1\u7406\u6a21\u578b\u3001\u8d44\u4ea7\u914d\u7f6e\u6a21\u578b\u7b49\u3002R\u8bed\u8a00\u4e0d\u4ec5\u53ef\u4ee5\u8fdb\u884c\u6570\u636e\u7684\u7edf\u8ba1\u5206\u6790\uff0c\u8fd8\u53ef\u4ee5\u7528\u4e8e\u751f\u6210\u8be6\u7ec6\u7684\u62a5\u544a\u548c\u56fe\u8868\uff0c\u8fd9\u5728\u5c55\u793a\u7814\u7a76\u7ed3\u679c\u548c\u5206\u6790\u62a5\u544a\u65f6\u5c24\u5176\u6709\u7528\u3002<\/p>\n<\/p>\n
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