\u6570\u636e\u6e05\u6d17\u4e0e\u5904\u7406<\/strong><\/p>\n<\/p>\n\u5728\u83b7\u53d6\u6570\u636e\u540e\uff0c\u901a\u5e38\u9700\u8981\u8fdb\u884c\u6570\u636e\u6e05\u6d17\u548c\u5904\u7406\uff0c\u4ee5\u786e\u4fdd\u6570\u636e\u7684\u5b8c\u6574\u6027\u548c\u51c6\u786e\u6027\u3002Python\u7684Pandas\u5e93\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u6570\u636e\u6e05\u6d17\u529f\u80fd\uff0c\u5982\u5904\u7406\u7f3a\u5931\u503c\u3001\u53bb\u9664\u91cd\u590d\u6570\u636e\u548c\u6570\u636e\u683c\u5f0f\u8f6c\u6362\u7b49\u3002<\/p>\n<\/p>\n
\u6570\u636e\u6e05\u6d17\u7684\u4e00\u4e2a\u5e38\u89c1\u6b65\u9aa4\u662f\u586b\u5145\u6216\u5220\u9664\u7f3a\u5931\u503c\u3002Pandas\u7684fillna()<\/code>\u548cdropna()<\/code>\u65b9\u6cd5\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u9ad8\u6548\u5730\u5904\u7406\u7f3a\u5931\u6570\u636e\u3002\u6b64\u5916\uff0c\u6570\u636e\u683c\u5f0f\u8f6c\u6362\u4e5f\u662f\u6570\u636e\u6e05\u6d17\u4e2d\u7684\u91cd\u8981\u6b65\u9aa4\uff0c\u786e\u4fdd\u65e5\u671f\u683c\u5f0f\u4e00\u81f4\u548c\u6570\u503c\u6570\u636e\u7c7b\u578b\u6b63\u786e\u662f\u975e\u5e38\u5173\u952e\u7684\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n\u4e8c\u3001\u6280\u672f\u6307\u6807\u5206\u6790<\/p>\n<\/p>\n
\u6280\u672f\u6307\u6807\u5206\u6790\u662f\u80a1\u7968\u6295\u8d44\u4e2d\u5e38\u7528\u7684\u4e00\u79cd\u5206\u6790\u65b9\u6cd5\uff0c\u901a\u8fc7\u5bf9\u80a1\u7968\u4ef7\u683c\u548c\u6210\u4ea4\u91cf\u7b49\u6570\u636e\u7684\u6570\u5b66\u5904\u7406\uff0c\u5e2e\u52a9\u6295\u8d44\u8005\u8fdb\u884c\u4e70\u5356\u51b3\u7b56\u3002<\/p>\n<\/p>\n
\n- \n
\u5e38\u7528\u6280\u672f\u6307\u6807<\/strong><\/p>\n<\/p>\nPython\u7684ta-lib<\/code>\u5e93\u63d0\u4f9b\u4e86\u5927\u91cf\u7684\u6280\u672f\u6307\u6807\u8ba1\u7b97\u529f\u80fd\uff0c\u5305\u62ec\u79fb\u52a8\u5e73\u5747\u7ebf\uff08MA\uff09\u3001\u76f8\u5bf9\u5f3a\u5f31\u6307\u6807\uff08RSI\uff09\u3001\u5e03\u6797\u5e26\uff08Bollinger Bands\uff09\u7b49\u3002\u8fd9\u4e9b\u6307\u6807\u901a\u8fc7\u4e0d\u540c\u7684\u6570\u5b66\u7b97\u6cd5\u5206\u6790\u80a1\u7968\u4ef7\u683c\u7684\u8d8b\u52bf\u3001\u6ce2\u52a8\u6027\u548c\u5e02\u573a\u5f3a\u5ea6\u3002<\/p>\n<\/p>\n\u79fb\u52a8\u5e73\u5747\u7ebf\u662f\u6700\u5e38\u7528\u7684\u6280\u672f\u6307\u6807\u4e4b\u4e00\uff0c\u901a\u8fc7\u8ba1\u7b97\u80a1\u7968\u5728\u7279\u5b9a\u65f6\u95f4\u7a97\u53e3\u5185\u7684\u5e73\u5747\u4ef7\u683c\uff0c\u5e2e\u52a9\u6295\u8d44\u8005\u8bc6\u522b\u4ef7\u683c\u8d8b\u52bf\u3002Python\u7684pandas<\/code>\u5e93\u53ef\u4ee5\u8f7b\u677e\u5b9e\u73b0\u79fb\u52a8\u5e73\u5747\u7ebf\u7684\u8ba1\u7b97\u3002<\/p>\n<\/p>\n<\/li>\n- \n
\u6307\u6807\u7684\u5e94\u7528\u4e0e\u7b56\u7565<\/strong><\/p>\n<\/p>\n\u6280\u672f\u6307\u6807\u901a\u5e38\u88ab\u7528\u4e8e\u6784\u5efa\u4ea4\u6613\u7b56\u7565\u3002\u4f8b\u5982\uff0c\u4f7f\u7528\u53cc\u79fb\u52a8\u5e73\u5747\u7ebf\u7b56\u7565\uff0c\u5f53\u77ed\u671f\u5747\u7ebf\u4ece\u4e0b\u5f80\u4e0a\u7a7f\u8d8a\u957f\u671f\u5747\u7ebf\u65f6\uff0c\u4ea7\u751f\u4e70\u5165\u4fe1\u53f7\uff1b\u53cd\u4e4b\uff0c\u5219\u4ea7\u751f\u5356\u51fa\u4fe1\u53f7\u3002Python\u53ef\u4ee5\u5e2e\u52a9\u6295\u8d44\u8005\u5b9e\u73b0\u8fd9\u4e00\u7b56\u7565\uff0c\u5e76\u8fdb\u884c\u5386\u53f2\u6570\u636e\u7684\u56de\u6d4b\u3002<\/p>\n<\/p>\n
\u5728\u7b56\u7565\u5b9e\u73b0\u4e2d\uff0c\u6295\u8d44\u8005\u53ef\u4ee5\u4f7f\u7528Python\u7f16\u5199\u4e00\u4e2a\u7b80\u5355\u7684\u4ea4\u6613\u89c4\u5219\uff0c\u5f53\u6ee1\u8db3\u7279\u5b9a\u7684\u6280\u672f\u6307\u6807\u6761\u4ef6\u65f6\uff0c\u751f\u6210\u4e70\u5165\u6216\u5356\u51fa\u4fe1\u53f7\u3002\u901a\u8fc7backtrader<\/code>\u5e93\uff0c\u7528\u6237\u53ef\u4ee5\u5bf9\u7b56\u7565\u8fdb\u884c\u5386\u53f2\u6570\u636e\u56de\u6d4b\uff0c\u4ece\u800c\u8bc4\u4f30\u5176\u6548\u679c\u548c\u98ce\u9669\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n\u4e09\u3001\u81ea\u52a8\u5316\u4ea4\u6613<\/p>\n<\/p>\n
\u81ea\u52a8\u5316\u4ea4\u6613\u662f\u6307\u4f7f\u7528\u8ba1\u7b97\u673a\u7a0b\u5e8f\u81ea\u52a8\u6267\u884c\u4ea4\u6613\u6307\u4ee4\uff0c\u5b83\u53ef\u4ee5\u5e2e\u52a9\u6295\u8d44\u8005\u5feb\u901f\u54cd\u5e94\u5e02\u573a\u53d8\u5316\uff0c\u51cf\u5c11\u4eba\u4e3a\u9519\u8bef\u3002<\/p>\n<\/p>\n
\n- \n
\u81ea\u52a8\u5316\u4ea4\u6613\u5e73\u53f0<\/strong><\/p>\n<\/p>\n\u5e02\u573a\u4e0a\u6709\u8bb8\u591a\u81ea\u52a8\u5316\u4ea4\u6613\u5e73\u53f0\uff0c\u5982Interactive Brokers\u3001MetaTrader\u7b49\uff0c\u5b83\u4eec\u63d0\u4f9bAPI\u4f9b\u7528\u6237\u8fdb\u884c\u7f16\u7a0b\u4ea4\u6613\u3002Python\u7684ib_insync<\/code>\u5e93\u53ef\u4ee5\u4e0eInteractive Brokers\u7684API\u65e0\u7f1d\u5bf9\u63a5\uff0c\u5b9e\u73b0\u81ea\u52a8\u5316\u4ea4\u6613\u3002<\/p>\n<\/p>\n\u5728\u5b9e\u73b0\u81ea\u52a8\u5316\u4ea4\u6613\u65f6\uff0c\u7528\u6237\u9700\u8981\u7f16\u5199\u4ea4\u6613\u7b97\u6cd5\uff0c\u5e76\u901a\u8fc7API\u53d1\u9001\u4e70\u5356\u6307\u4ee4\u3002Python\u7684ccxt<\/code>\u5e93\u8fd8\u652f\u6301\u8bb8\u591a\u52a0\u5bc6\u8d27\u5e01\u4ea4\u6613\u6240\uff0c\u4e3a\u6295\u8d44\u8005\u63d0\u4f9b\u4e86\u66f4\u591a\u7684\u4ea4\u6613\u9009\u62e9\u3002<\/p>\n<\/p>\n<\/li>\n- \n
\u4ea4\u6613\u7b56\u7565\u5b9e\u73b0<\/strong><\/p>\n<\/p>\n\u5728\u81ea\u52a8\u5316\u4ea4\u6613\u4e2d\uff0c\u4ea4\u6613\u7b56\u7565\u662f\u6838\u5fc3\u3002\u6295\u8d44\u8005\u53ef\u4ee5\u57fa\u4e8e\u6280\u672f\u6307\u6807\u3001\u5e02\u573a\u4e8b\u4ef6\u6216\u673a\u5668\u5b66\u4e60\u6a21\u578b\u6784\u5efa\u4ea4\u6613\u7b56\u7565\u3002Python\u7684\u7075\u6d3b\u6027\u548c\u4e30\u5bcc\u7684\u5e93\u652f\u6301\uff0c\u4f7f\u5f97\u7b56\u7565\u5b9e\u73b0\u53d8\u5f97\u66f4\u52a0\u5bb9\u6613\u3002<\/p>\n<\/p>\n
\u4f8b\u5982\uff0c\u6295\u8d44\u8005\u53ef\u4ee5\u4f7f\u7528Python\u7684scikit-learn<\/code>\u5e93\u6784\u5efa\u57fa\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u4ea4\u6613\u7b56\u7565\uff0c\u901a\u8fc7\u5386\u53f2\u6570\u636e\u8bad\u7ec3\u6a21\u578b\uff0c\u9884\u6d4b\u80a1\u7968\u4ef7\u683c\u8d70\u52bf\uff0c\u5e76\u751f\u6210\u4ea4\u6613\u4fe1\u53f7\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n\u56db\u3001\u673a\u5668\u5b66\u4e60\u5728\u80a1\u7968\u9884\u6d4b\u4e2d\u7684\u5e94\u7528<\/p>\n<\/p>\n
\u673a\u5668\u5b66\u4e60\u662f\u4e00\u79cd\u901a\u8fc7\u6570\u636e\u8bad\u7ec3\u6a21\u578b\u6765\u8fdb\u884c\u9884\u6d4b\u7684\u6280\u672f\uff0c\u5728\u80a1\u7968\u5e02\u573a\u5206\u6790\u4e2d\u5f97\u5230\u4e86\u5e7f\u6cdb\u5e94\u7528\u3002<\/p>\n<\/p>\n
\n- \n
\u673a\u5668\u5b66\u4e60\u6a21\u578b\u9009\u62e9<\/strong><\/p>\n<\/p>\n\u5728\u80a1\u7968\u9884\u6d4b\u4e2d\uff0c\u5e38\u7528\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5305\u62ec\u7ebf\u6027\u56de\u5f52\u3001\u652f\u6301\u5411\u91cf\u673a\uff08SVM\uff09\u3001\u51b3\u7b56\u6811\u548c\u795e\u7ecf\u7f51\u7edc\u7b49\u3002Python\u7684scikit-learn<\/code>\u5e93\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0c\u4f7f\u5f97\u6a21\u578b\u9009\u62e9\u548c\u8bad\u7ec3\u53d8\u5f97\u7b80\u5355\u3002<\/p>\n<\/p>\n\u7ebf\u6027\u56de\u5f52\u662f\u4e00\u79cd\u57fa\u672c\u7684\u56de\u5f52\u5206\u6790\u65b9\u6cd5\uff0c\u901a\u8fc7\u62df\u5408\u7ebf\u6027\u65b9\u7a0b\u6765\u9884\u6d4b\u76ee\u6807\u53d8\u91cf\u3002\u5bf9\u4e8e\u65f6\u95f4\u5e8f\u5217\u6570\u636e\uff0cARIMA\u6a21\u578b\u548cLSTM\u795e\u7ecf\u7f51\u7edc\u4e5f\u662f\u5e38\u7528\u7684\u9884\u6d4b\u6a21\u578b\u3002<\/p>\n<\/p>\n<\/li>\n
- \n
\u7279\u5f81\u5de5\u7a0b\u4e0e\u6a21\u578b\u8bad\u7ec3<\/strong><\/p>\n<\/p>\n\u5728\u6784\u5efa\u673a\u5668\u5b66\u4e60\u6a21\u578b\u65f6\uff0c\u7279\u5f81\u5de5\u7a0b\u662f\u975e\u5e38\u91cd\u8981\u7684\u4e00\u6b65\u3002Python\u7684pandas<\/code>\u548cnumpy<\/code>\u5e93\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u8fdb\u884c\u6570\u636e\u7279\u5f81\u63d0\u53d6\u548c\u8f6c\u6362\u3002\u4f8b\u5982\uff0c\u7528\u6237\u53ef\u4ee5\u4ece\u539f\u59cb\u6570\u636e\u4e2d\u63d0\u53d6\u51fa\u6280\u672f\u6307\u6807\u4f5c\u4e3a\u6a21\u578b\u7684\u8f93\u5165\u7279\u5f81\u3002<\/p>\n<\/p>\n\u901a\u8fc7\u5bf9\u6570\u636e\u8fdb\u884c\u9884\u5904\u7406\u548c\u7279\u5f81\u63d0\u53d6\u540e\uff0c\u7528\u6237\u53ef\u4ee5\u4f7f\u7528scikit-learn<\/code>\u5e93\u5bf9\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\u548c\u8bc4\u4f30\u3002\u5728\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u4ea4\u53c9\u9a8c\u8bc1\u662f\u4e00\u79cd\u5e38\u7528\u7684\u8bc4\u4f30\u65b9\u6cd5\uff0c\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u9009\u62e9\u6700\u4f73\u7684\u6a21\u578b\u53c2\u6570\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n\u4e94\u3001\u98ce\u9669\u7ba1\u7406\u4e0e\u6295\u8d44\u7ec4\u5408\u4f18\u5316<\/p>\n<\/p>\n
\u5728\u80a1\u7968\u6295\u8d44\u4e2d\uff0c\u98ce\u9669\u7ba1\u7406\u662f\u4e00\u4e2a\u5173\u952e\u56e0\u7d20\u3002\u901a\u8fc7\u79d1\u5b66\u7684\u98ce\u9669\u7ba1\u7406\u7b56\u7565\uff0c\u6295\u8d44\u8005\u53ef\u4ee5\u5728\u8ffd\u6c42\u6536\u76ca\u7684\u540c\u65f6\uff0c\u964d\u4f4e\u6295\u8d44\u98ce\u9669\u3002<\/p>\n<\/p>\n
\n- \n
\u98ce\u9669\u6307\u6807\u5206\u6790<\/strong><\/p>\n<\/p>\n\u5e38\u7528\u7684\u98ce\u9669\u6307\u6807\u5305\u62ec\u6ce2\u52a8\u7387\u3001\u6700\u5927\u56de\u64a4\u548c\u590f\u666e\u6bd4\u7387\u7b49\u3002Python\u7684numpy<\/code>\u548cpandas<\/code>\u5e93\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u8ba1\u7b97\u8fd9\u4e9b\u98ce\u9669\u6307\u6807\u3002<\/p>\n<\/p>\n\u6ce2\u52a8\u7387\u662f\u8861\u91cf\u80a1\u7968\u4ef7\u683c\u6ce2\u52a8\u7a0b\u5ea6\u7684\u6307\u6807\uff0c\u901a\u8fc7\u8ba1\u7b97\u80a1\u7968\u6536\u76ca\u7387\u7684\u6807\u51c6\u5dee\u6765\u83b7\u5f97\u3002\u6700\u5927\u56de\u64a4\u662f\u8861\u91cf\u6295\u8d44\u7ec4\u5408\u5728\u6295\u8d44\u671f\u5185\u6700\u5927\u635f\u5931\u7684\u4e00\u79cd\u65b9\u6cd5\uff0c\u901a\u8fc7Python\u7684pandas<\/code>\u5e93\uff0c\u7528\u6237\u53ef\u4ee5\u8f7b\u677e\u5730\u8ba1\u7b97\u6700\u5927\u56de\u64a4\u3002<\/p>\n<\/p>\n<\/li>\n- \n
\u6295\u8d44\u7ec4\u5408\u4f18\u5316<\/strong><\/p>\n<\/p>\n\u6295\u8d44\u7ec4\u5408\u4f18\u5316\u662f\u901a\u8fc7\u5408\u7406\u914d\u7f6e\u8d44\u4ea7\uff0c\u8fbe\u5230\u6536\u76ca\u548c\u98ce\u9669\u7684\u6700\u4f73\u5e73\u8861\u3002Python\u7684cvxpy<\/code>\u5e93\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u4f18\u5316\u6c42\u89e3\u529f\u80fd\uff0c\u53ef\u4ee5\u5e2e\u52a9\u6295\u8d44\u8005\u5b9e\u73b0\u6295\u8d44\u7ec4\u5408\u4f18\u5316\u3002<\/p>\n<\/p>\n\u5728\u6295\u8d44\u7ec4\u5408\u4f18\u5316\u4e2d\uff0c\u7528\u6237\u9700\u8981\u5b9a\u4e49\u76ee\u6807\u51fd\u6570\u548c\u7ea6\u675f\u6761\u4ef6\uff0c\u5982\u6700\u5c0f\u5316\u98ce\u9669\u6216\u6700\u5927\u5316\u6536\u76ca\u3002\u5728Python\u4e2d\uff0c\u7528\u6237\u53ef\u4ee5\u4f7f\u7528cvxpy<\/code>\u5e93\u5b9a\u4e49\u8fd9\u4e9b\u6570\u5b66\u6a21\u578b\uff0c\u5e76\u6c42\u89e3\u6700\u4f18\u7684\u8d44\u4ea7\u914d\u7f6e\u65b9\u6848\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n\u516d\u3001Python\u5728\u80a1\u7968\u4ea4\u6613\u4e2d\u7684\u4f18\u52bf\u4e0e\u6311\u6218<\/p>\n<\/p>\n
\u5c3d\u7ba1Python\u5728\u80a1\u7968\u4ea4\u6613\u4e2d\u5177\u6709\u8bb8\u591a\u4f18\u52bf\uff0c\u4f46\u6295\u8d44\u8005\u4ecd\u9700\u9762\u5bf9\u4e00\u4e9b\u6311\u6218\u3002<\/p>\n<\/p>\n
\n- \n
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