{"id":186292,"date":"2024-05-09T15:11:12","date_gmt":"2024-05-09T07:11:12","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/186292.html"},"modified":"2024-05-09T15:11:15","modified_gmt":"2024-05-09T07:11:15","slug":"%e9%9d%9e%e8%ae%a1%e7%ae%97%e6%9c%ba%e4%b8%93%e4%b8%9a%e7%a0%94%e4%b8%80%ef%bc%8c%e6%96%b9%e5%90%91%e9%9c%80%e8%a6%81%e7%bb%93%e5%90%88%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%ef%bc%8c%e5%a6%82%e4%bd%95","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/186292.html","title":{"rendered":"\u975e\u8ba1\u7b97\u673a\u4e13\u4e1a\u7814\u4e00\uff0c\u65b9\u5411\u9700\u8981\u7ed3\u5408\u673a\u5668\u5b66\u4e60\uff0c\u5982\u4f55\u5165\u95e8"},"content":{"rendered":"<p style=\"text-align:center\"><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/26084002\/7b01c09c-a240-4bd4-9146-189679c68350.webp\" alt=\"\u975e\u8ba1\u7b97\u673a\u4e13\u4e1a\u7814\u4e00\uff0c\u65b9\u5411\u9700\u8981\u7ed3\u5408\u673a\u5668\u5b66\u4e60\uff0c\u5982\u4f55\u5165\u95e8\" \/><\/p>\n<p><p>\u975e\u8ba1\u7b97\u673a\u4e13\u4e1a\u7684\u7814\u7a76\u751f\u5728\u9762\u5bf9\u9700\u8981\u7ed3\u5408<a href=\"https:\/\/docs.pingcode.com\/ask\/59192.html\" 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href=\"https:\/\/docs.pingcode.com\/tag\/AI\" target=\"_blank\">\u4eba\u5de5\u667a\u80fd<\/a>\u7684\u4e00\u4e2a\u5206\u652f\uff0c\u5b83\u8ba9\u8ba1\u7b97\u673a\u6709\u80fd\u529b\u901a\u8fc7\u6570\u636e\u5b66\u4e60\u5e76\u505a\u51fa\u51b3\u7b56\u6216\u9884\u6d4b\uff0c\u800c\u65e0\u9700\u660e\u786e\u7f16\u7a0b\u6307\u4ee4\u3002<\/p>\n<\/p>\n<p><p>\u673a\u5668\u5b66\u4e60\u53ef\u4ee5\u5206\u4e3a\u6709\u76d1\u7763\u5b66\u4e60\u3001\u65e0\u76d1\u7763\u5b66\u4e60\u548c\u5f3a\u5316\u5b66\u4e60\u3002<strong>\u6709\u76d1\u7763\u5b66\u4e60<\/strong>\u6d89\u53ca\u5e26\u6709\u6807\u7b7e\u7684\u6570\u636e\u96c6\uff0c\u7b97\u6cd5\u6839\u636e\u6570\u636e\u96c6\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ee5\u9884\u6d4b\u6216\u5206\u7c7b\u65b0\u7684\u6570\u636e\u70b9\u3002<strong>\u65e0\u76d1\u7763\u5b66\u4e60<\/strong>\u5219\u5904\u7406\u6ca1\u6709\u6807\u7b7e\u7684\u6570\u636e\uff0c\u4e3b\u8981\u7528\u4e8e\u53d1\u73b0\u6570\u636e\u4e2d\u7684\u6a21\u5f0f\u548c\u5173\u7cfb\u3002<strong>\u5f3a\u5316\u5b66\u4e60<\/strong>\u5219\u662f\u5173\u4e8e\u667a\u80fd\u4f53\uff08agent\uff09\u5b66\u4e60\u5982\u4f55\u5728\u7279\u5b9a\u73af\u5883\u4e2d\u901a\u8fc7\u5956\u52b1\u6765\u91c7\u53d6\u884c\u52a8\u3002<\/p>\n<\/p>\n<p><p>\u4e8c\u3001\u638c\u63e1\u5fc5\u8981\u7684\u7f16\u7a0b\u6280\u80fd<\/p>\n<\/p>\n<p><p>\u867d\u7136\u975e\u8ba1\u7b97\u673a\u4e13\u4e1a\uff0c\u4f46\u638c\u63e1\u4e00\u5b9a\u7684\u7f16\u7a0b\u6280\u80fd\u662f\u8fdb\u5165\u673a\u5668\u5b66\u4e60\u9886\u57df\u4e0d\u53ef\u6216\u7f3a\u7684\u3002<strong>Python<\/strong>\u662f\u5f53\u524d\u6700\u53d7\u6b22\u8fce\u7684\u673a\u5668\u5b66\u4e60\u7f16\u7a0b\u8bed\u8a00\uff0c\u56e0\u5176\u7b80\u6d01\u6027\u548c\u5f3a\u5927\u7684\u5e93\u652f\u6301\uff0c\u5982Scikit-learn\u3001TensorFlow\u548cPyTorch\u7b49\u3002<\/p>\n<\/p>\n<p><p>\u521d\u5b66\u8005\u5e94\u4ece\u57fa\u7840\u7684Python\u8bed\u6cd5\u5f00\u59cb\uff0c\u9010\u6b65\u5b66\u4e60\u5982\u4f55\u5904\u7406\u6570\u636e\u3001\u6267\u884c\u6570\u503c\u8ba1\u7b97\u548c\u5efa\u7acb\u57fa\u672c\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002\u4f18\u79c0\u7684\u5f00\u6e90\u9879\u76ee\u548c\u7f51\u7edc\u6559\u7a0b\u5982Kaggle\u5e73\u53f0\u548cGitHub\u90fd\u662f\u5b66\u4e60\u7684\u5b9d\u5e93\u3002\u6b64\u5916\uff0c\u638c\u63e1\u6570\u636e\u5904\u7406\u5de5\u5177\u5982Pandas\u548cNumpy\uff0c\u4ee5\u53ca\u6570\u636e\u53ef\u89c6\u5316\u5de5\u5177\u5982Matplotlib\u4e5f\u975e\u5e38\u6709\u52a9\u4e8e\u6570\u636e\u5206\u6790\u548c\u6a21\u578b\u7ed3\u679c\u7684\u89e3\u91ca\u3002<\/p>\n<\/p>\n<p><p>\u4e09\u3001\u5b66\u4e60\u5e38\u7528\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5<\/p>\n<\/p>\n<p><p>\u4e86\u89e3\u4e0d\u540c\u7c7b\u578b\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u662f\u6838\u5fc3\u4efb\u52a1\uff0c\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\u7ebf\u6027\u56de\u5f52\u3001\u903b\u8f91\u56de\u5f52\u3001\u51b3\u7b56\u6811\u3001\u968f\u673a\u68ee\u6797\u3001\u652f\u6301\u5411\u91cf\u673a\uff08SVM\uff09\u3001\u795e\u7ecf\u7f51\u7edc\u7b49\u3002\u8fd9\u4e9b\u7b97\u6cd5\u6709\u4e0d\u540c\u7684\u7528\u9014\u548c\u9002\u7528\u573a\u666f\u3002<\/p>\n<\/p>\n<p><p>\u4f8b\u5982\uff0c<strong>\u7ebf\u6027\u56de\u5f52<\/strong>\u901a\u5e38\u7528\u4e8e\u8fde\u7eed\u503c\u9884\u6d4b\u95ee\u9898\uff0c\u800c<strong>\u51b3\u7b56\u6811<\/strong>\u53ef\u7528\u4e8e\u5206\u7c7b\u548c\u56de\u5f52\u4efb\u52a1\uff0c\u4e14\u6613\u4e8e\u7406\u89e3\u3002\u6df1\u5165\u5b66\u4e60\u8fd9\u4e9b\u7b97\u6cd5\u7684\u539f\u7406\u3001\u53c2\u6570\u548c\u5e94\u7528\u540e\uff0c\u53ef\u4ee5\u901a\u8fc7\u5b9e\u4f8b\u52a0\u6df1\u7406\u89e3\uff0c\u4f8b\u5982\u5728\u6807\u51c6\u516c\u5f00\u6570\u636e\u96c6\u4e0a\u7ec3\u4e60\u5efa\u6a21\u3002<\/p>\n<\/p>\n<p><p>\u56db\u3001\u52a0\u5f3a\u6570\u5b66\u57fa\u7840<\/p>\n<\/p>\n<p><p>\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u7684\u6839\u57fa\u5728\u4e8e\u6570\u5b66\uff0c\u5c24\u5176\u662f\u7edf\u8ba1\u5b66\u3001\u7ebf\u6027\u4ee3\u6570\u3001\u6982\u7387\u8bba\u548c\u6570\u503c\u4f18\u5316\u3002\u52a0\u5f3a\u6570\u5b66\u57fa\u7840\u53ef\u4ee5\u5e2e\u52a9\u66f4\u597d\u5730\u7406\u89e3\u548c\u6539\u8fdb\u7b97\u6cd5\u3002\u5bf9\u4e8e\u975e\u8ba1\u7b97\u673a\u4e13\u4e1a\u7684\u5b66\u751f\u800c\u8a00\uff0c\u53ef\u80fd\u9700\u8981\u989d\u5916\u82b1\u8d39\u65f6\u95f4\u6765\u5de9\u56fa\u8fd9\u90e8\u5206\u5185\u5bb9\u3002<\/p>\n<\/p>\n<p><p>\u5b66\u4e60\u8d44\u6e90\u53ef\u4ee5\u5305\u62ec\u5728\u7ebf\u8bfe\u7a0b\u3001\u6559\u79d1\u4e66\u4ee5\u53ca\u76f8\u5173\u57df\u7684\u5b66\u672f\u8bba\u6587\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u901a\u8fc7MIT\u7684\u516c\u5f00\u8bfe\u7a0b\u6765\u5b66\u4e60\u8fd9\u4e9b\u6570\u5b66\u8bfe\u7a0b\uff0c\u6216\u901a\u8fc7Khan Academy\u7b49\u514d\u8d39\u5e73\u53f0\u6765\u590d\u4e60\u548c\u52a0\u5f3a\u76f8\u5e94\u7684\u6570\u5b66\u77e5\u8bc6\u3002<\/p>\n<\/p>\n<p><p>\u4e94\u3001\u5229\u7528\u5728\u7ebf\u8d44\u6e90\u548c\u8bfe\u7a0b\u8fdb\u884c\u81ea\u5b66<\/p>\n<\/p>\n<p><p>\u7f51\u7edc\u65f6\u4ee3\u63d0\u4f9b\u4e86\u5927\u91cf\u514d\u8d39\u6216\u6709\u507f\u7684\u5b66\u4e60\u8d44\u6e90\u3002\u8bf8\u5982Coursera\u3001edX\u3001Udacity\u548cFast.<a href=\"https:\/\/docs.pingcode.com\/blog\/59162.html\" target=\"_blank\">AI<\/a>\u90fd\u63d0\u4f9b\u4e86\u5165\u95e8\u5230\u9ad8\u7ea7\u7684\u673a\u5668\u5b66\u4e60\u8bfe\u7a0b\u3002\u901a\u8fc7\u8fd9\u4e9b\u8bfe\u7a0b\u5b66\u4e60\uff0c\u4e0d\u4ec5\u53ef\u4ee5\u83b7\u5f97\u7406\u8bba\u77e5\u8bc6\uff0c\u8fd8\u53ef\u4ee5\u901a\u8fc7\u8bfe\u7a0b\u5185\u7684\u5b9e\u6218\u7ec3\u4e60\u6765\u589e\u5f3a\u5e94\u7528\u80fd\u529b\u3002<\/p>\n<\/p>\n<p><p>\u4f18\u79c0\u7684\u5728\u7ebf\u8bfe\u7a0b\u5f80\u5f80\u7531\u4e1a\u5185\u4e13\u5bb6\u8bbe\u8ba1\uff0c\u5185\u5bb9\u4e13\u4e1a\u4e14\u7ed3\u5408\u4e86\u5b9e\u9645\u6848\u4f8b\u3002<strong>\u5b9e\u8df5\u7ec3\u4e60\u548c\u9879\u76ee<\/strong>\u7684\u6bd4\u91cd\u4e5f\u76f8\u5bf9\u8f83\u9ad8\uff0c\u6709\u52a9\u4e8e\u4ece\u5b9e\u8df5\u4e2d\u5b66\u4e60\u548c\u5de9\u56fa\u3002<\/p>\n<\/p>\n<p><p>\u516d\u3001\u53c2\u4e0e\u7814\u8ba8\u4f1a\u548c\u4e13\u4e1a\u5de5\u4f5c\u574a<\/p>\n<\/p>\n<p><p>\u81f3\u5173\u91cd\u8981\u7684\u4e00\u6b65\u662f\u5c06\u81ea\u5df1\u7f6e\u4e8e\u4e00\u4e2a\u53ef\u4ee5\u4e0d\u65ad\u5b66\u4e60\u548c\u4ea4\u6d41\u7684\u73af\u5883\u4e2d\u3002\u673a\u5668\u5b66\u4e60\u76f8\u5173\u7684\u7814\u8ba8\u4f1a\u3001\u8bb2\u5ea7\u3001\u5de5\u4f5c\u574a\u548c\u4f1a\u8bae\u90fd\u662f\u5b9d\u8d35\u7684\u5b66\u4e60\u673a\u4f1a\u3002\u4f60\u53ef\u4ee5\u501f\u6b64\u673a\u4f1a\u4e86\u89e3\u884c\u4e1a\u6700\u65b0\u52a8\u6001\u3001\u5b66\u4e60\u524d\u6cbf\u7b97\u6cd5\u3001\u6269\u5c55\u4e13\u4e1a\u7f51\u7edc\u3002<\/p>\n<\/p>\n<p><p>\u6b64\u5916\uff0c\u53c2\u4e0e\u673a\u5668\u5b66\u4e60\u793e\u533a\uff0c\u5982\u6210\u4e3aGitHub\u6216Stack Overflow\u7684\u6d3b\u8dc3\u7528\u6237\uff0c\u80fd\u4e0d\u65ad\u63d0\u51fa\u95ee\u9898\u548c\u89e3\u51b3\u95ee\u9898\uff0c\u4ece\u800c\u52a0\u6df1\u7406\u89e3\u5e76\u6269\u5c55\u793e\u4ea4\u5708\u3002<\/p>\n<\/p>\n<p><p>\u4e03\u3001\u4e0d\u65ad\u5b9e\u8df5\u548c\u6311\u6218\u81ea\u6211<\/p>\n<\/p>\n<p><p>\u7406\u8bba\u77e5\u8bc6\u548c\u5b9e\u8df5\u6280\u80fd\u7684\u7ed3\u5408\u662f\u5b66\u4e60\u7684\u9ec4\u91d1\u6cd5\u5219\u3002\u53ef\u4ee5\u901a\u8fc7\u9879\u76ee\u5de5\u4f5c\u6216\u53c2\u52a0\u7ade\u8d5b\uff0c\u5982Kaggle\u7ade\u8d5b\uff0c\u6765\u6d4b\u8bd5\u548c\u63d0\u5347\u6240\u5b66\u77e5\u8bc6\u3002\u901a\u8fc7\u5b9e\u8df5\uff0c\u53ef\u4ee5\u66f4\u597d\u5730\u7406\u89e3\u7b97\u6cd5\u7684\u5de5\u4f5c\u539f\u7406\u3001\u6570\u636e\u9884\u5904\u7406\u7684\u91cd\u8981\u6027\u548c\u6a21\u578b\u4f18\u5316\u7684\u7b56\u7565\u3002<\/p>\n<\/p>\n<p><p>\u59cb\u7ec8\u4fdd\u6301\u597d\u5947\u5fc3\u548c\u5b66\u4e60\u7684\u6b32\u671b\u4e5f\u662f\u5f88\u91cd\u8981\u7684\u3002\u4e0d\u65ad\u63a2\u7d22\u548c\u5c1d\u8bd5\u65b0\u6280\u672f\u3001\u65b0\u7b97\u6cd5\u4f1a\u5bf9\u4e2a\u4eba\u80fd\u529b\u7684\u63d0\u5347\u5927\u6709\u88e8\u76ca\u3002<\/p>\n<\/p>\n<p><p>\u516b\u3001\u7ed3\u5408\u4e13\u4e1a\u77e5\u8bc6\u5e94\u7528\u673a\u5668\u5b66\u4e60<\/p>\n<\/p>\n<p><p>\u6700\u540e\uff0c\u5c06\u673a\u5668\u5b66\u4e60\u6280\u80fd\u5e94\u7528\u4e8e\u4f60\u7684\u4e13\u4e1a\u9886\u57df\u3002\u8fd9\u610f\u5473\u7740\u4f60\u5e94\u8be5\u601d\u8003\u5982\u4f55\u5c06\u673a\u5668\u5b66\u4e60\u4e0e\u73b0\u6709\u9886\u57df\u77e5\u8bc6\u878d\u5408\u3002\u63a2\u7d22\u4e13\u4e1a\u9886\u57df\u4e2d\u5b58\u5728\u7684\u95ee\u9898\u548c\u673a\u5668\u5b66\u4e60\u5728\u5176\u4e2d\u53ef\u4ee5\u53d1\u6325\u7684\u4f5c\u7528\u80fd\u591f\u4fc3\u8fdb\u8de8\u5b66\u79d1\u521b\u65b0\u3002<\/p>\n<\/p>\n<p><p>\u4f8b\u5982\uff0c\u5982\u679c\u4f60\u7684\u4e13\u4e1a\u662f\u751f\u7269\u5b66\uff0c\u53ef\u4ee5\u63a2\u7d22\u5982\u4f55\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u5206\u6790\u57fa\u56e0\u5e8f\u5217\u6570\u636e\uff1b\u5982\u679c\u662f\u91d1\u878d\uff0c\u90a3\u4e48\u53ef\u4ee5\u7814\u7a76\u5982\u4f55\u5229\u7528\u673a\u5668\u5b66\u4e60\u8fdb\u884c\u80a1\u5e02\u9884\u6d4b\u6216\u98ce\u9669\u7ba1\u7406\u3002<\/p>\n<\/p>\n<p><p>\u901a\u8fc7<strong>\u5f3a\u5316\u4e13\u4e1a\u77e5\u8bc6\u548c\u673a\u5668\u5b66\u4e60\u7684\u7ed3\u5408<\/strong>\uff0c\u4f60\u4e0d\u4ec5\u80fd\u591f\u589e\u5f3a\u4e2a\u4eba\u7ade\u4e89\u529b\uff0c\u4e5f\u53ef\u4ee5\u5f00\u53d1\u51fa\u521b\u65b0\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u63a8\u52a8\u76f8\u5173\u9886\u57df\u7684\u6280\u672f\u8fdb\u6b65\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p><strong>Q: 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