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\u91cf\u5316\u5ba1\u8ba1\u7684\u6311\u6218\u4e0e\u8f6f\u4ef6\u6d4b\u8bd5\u7684\u5951\u5408\u70b9<\/h4>\n

\u91cf\u5316\u4ea4\u6613\u6a21\u578b\u5e38\u88ab\u89c6\u4e3a\u201c\u9ed1\u7bb1\u201d，\u5176\u5185\u90e8\u51b3\u7b56\u903b\u8f91\u4e0d\u900f\u660e，\u5bfc\u81f4\u8fc7\u62df\u5408\u98ce\u9669\u2014\u2014\u6a21\u578b\u5728\u5386\u53f2\u6570\u636e\u4e0a\u8868\u73b0\u4f18\u5f02，\u4f46\u9762\u5bf9\u65b0\u5e02\u573a\u73af\u5883\u65f6\u5931\u6548\u3002\u8fc7\u62df\u5408\u5982\u540c\u8f6f\u4ef6\u4e2d\u7684\u9690\u85cf\u7f3a\u9677，\u9700\u901a\u8fc7\u5ba1\u8ba1\u5de5\u5177\u201c\u7a7f\u900f\u201d\u9ed1\u7bb1\u4ee5\u9a8c\u8bc1\u6a21\u578b\u9c81\u68d2\u6027\u3002\u5f3a\u5316\u5b66\u4e60（RL）\u7b56\u7565\u56e0\u5176\u81ea\u9002\u5e94\u7279\u6027，\u6210\u4e3a\u5ba1\u8ba1\u4e2d\u7684\u5173\u952e\u5de5\u5177，\u80fd\u6a21\u62df\u52a8\u6001\u5e02\u573a\u53cd\u9988\u4ee5\u68c0\u6d4b\u6a21\u578b\u6f0f\u6d1e\u3002\u8f6f\u4ef6\u6d4b\u8bd5\u4ece\u4e1a\u8005\u5bf9\u6b64\u5177\u6709\u5929\u7136\u4f18\u52bf：\u6d4b\u8bd5\u6280\u672f（\u5982\u6570\u636e\u6ce8\u5165\u548c\u5f02\u5e38\u6a21\u62df）\u53ef\u76f4\u63a5\u8fc1\u79fb\u81f3\u91cf\u5316\u5ba1\u8ba1，\u5e2e\u52a9\u8bc6\u522b\u8fc7\u62df\u5408\u5e76\u63d0\u5347\u6a21\u578b\u53ef\u4fe1\u5ea6\u3002\u672c\u6587\u5c06\u4ece\u6d4b\u8bd5\u89c6\u89d2\u89e3\u6790\u5ba1\u8ba1\u5de5\u5177\u8bbe\u8ba1，\u4e3a\u516c\u4f17\u53f7\u5185\u5bb9\u63d0\u4f9b\u70ed\u5ea6\u6d1e\u5bdf\u3002<\/p>\n

\u4e00\u3001\u91cf\u5316\u4ea4\u6613\u6a21\u578b\u7684\u6838\u5fc3\u6f0f\u6d1e：\u8fc7\u62df\u5408\u4e0e\u9ed1\u7bb1\u95ee\u9898<\/h4>\n

1.1 \u8fc7\u62df\u5408\u7684\u672c\u8d28\u4e0e\u91d1\u878d\u98ce\u9669<\/p>\n

\u5728\u91cf\u5316\u4ea4\u6613\u4e2d，\u8fc7\u62df\u5408\u6307\u6a21\u578b\u8fc7\u5ea6\u9002\u914d\u5386\u53f2\u6570\u636e\u566a\u58f0，\u5bfc\u81f4\u5b9e\u76d8\u8868\u73b0\u5927\u5e45\u504f\u79bb\u9884\u671f，\u7c7b\u4f3c\u8f6f\u4ef6\u6d4b\u8bd5\u4e2d\u7684\u201c\u5047\u9633\u6027\u201d\u7f3a\u9677\u3002\u4f8b\u5982，\u57fa\u4e8e\u4f20\u7edf\u591a\u56e0\u5b50\u6a21\u578b\u7684\u7b56\u7565\u53ef\u80fd\u5728\u56de\u6d4b\u4e2d\u663e\u793a\u9ad8\u6536\u76ca，\u4f46\u56e0\u5ffd\u7565\u975e\u7ebf\u6027\u5e02\u573a\u5173\u7cfb（\u5982\u7a81\u53d1\u4e8b\u4ef6\u5f71\u54cd），\u5728\u5b9e\u9645\u4ea4\u6613\u4e2d\u5931\u6548\u3002\u8fd9\u79cd\u98ce\u9669\u5728AI\u9a71\u52a8\u7684\u9ed1\u7bb1\u6a21\u578b\u4e2d\u52a0\u5267：\u590d\u6742\u795e\u7ecf\u7f51\u7edc\u51b3\u7b56\u8fc7\u7a0b\u4e0d\u53ef\u89c6，\u4f7f\u5ba1\u8ba1\u96be\u4ee5\u8ffd\u8e2a\u9519\u8bef\u6839\u6e90\u3002\u8fc7\u62df\u5408\u4e0d\u4ec5\u9020\u6210\u8d44\u91d1\u635f\u5931，\u8fd8\u53ef\u80fd\u89e6\u53d1\u7cfb\u7edf\u6027\u98ce\u9669，\u9700\u7a7f\u900f\u6027\u5de5\u5177\u8fdb\u884c\u524d\u7f6e\u9a8c\u8bc1\u3002<\/p>\n

1.2 \u9ed1\u7bb1\u6a21\u578b\u7684\u5ba1\u8ba1\u74f6\u9888<\/p>\n

\u91cf\u5316\u6a21\u578b（\u5982\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5）\u7684\u201c\u9ed1\u7bb1\u201d\u7279\u6027\u6e90\u4e8e\u5176\u591a\u5c42\u975e\u7ebf\u6027\u8ba1\u7b97，\u4f20\u7edf\u5ba1\u8ba1\u65b9\u6cd5（\u5982\u9759\u6001\u4ee3\u7801\u5ba1\u67e5）\u65e0\u6cd5\u6709\u6548\u4ecb\u5165\u3002\u8fd9\u4e0e\u8f6f\u4ef6\u6d4b\u8bd5\u4e2d\u7684\u9ed1\u76d2\u6d4b\u8bd5\u7c7b\u4f3c：\u8f93\u5165\u8f93\u51fa\u53ef\u89c1，\u4f46\u5185\u90e8\u903b\u8f91\u9690\u85cf\u3002\u5ba1\u8ba1\u6311\u6218\u5305\u62ec：\u6570\u636e\u566a\u58f0\u5e72\u6270\u9884\u6d4b\u51c6\u786e\u6027\u3001\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u4e0d\u8db3，\u4ee5\u53ca\u5b9e\u65f6\u5e02\u573a\u53cd\u9988\u7684\u5ef6\u8fdf\u5904\u7406\u3002\u4f8b\u5982，\u9ad8\u9891\u4ea4\u6613\u7b56\u7565\u9700\u6beb\u79d2\u7ea7\u54cd\u5e94，\u4f46\u8fc7\u62df\u5408\u5ba1\u8ba1\u5f80\u5f80\u6ede\u540e，\u66b4\u9732\u98ce\u9669\u655e\u53e3\u3002<\/p>\n

\u4e8c\u3001\u5f3a\u5316\u5b66\u4e60\u7b56\u7565：\u5ba1\u8ba1\u7a7f\u900f\u5de5\u5177\u7684\u6280\u672f\u673a\u5236<\/h4>\n

2.1 \u5f3a\u5316\u5b66\u4e60\u5728\u91cf\u5316\u4e2d\u7684\u52a8\u6001\u9002\u914d\u4f18\u52bf<\/p>\n

\u5f3a\u5316\u5b66\u4e60（RL）\u901a\u8fc7\u201c\u73af\u5883-\u884c\u4e3a dimensions \u5956\u52b1\u201d\u5faa\u73af\u4f18\u5316\u51b3\u7b56，\u6210\u4e3a\u7a7f\u900f\u9ed1\u7bb1\u7684\u7406\u60f3\u5de5\u5177\u3002\u5728\u91cf\u5316\u9886\u57df，RL\u6a21\u578b（\u5982\u57fa\u4e8eQ-learning\u7684\u7b97\u6cd5）\u80fd\u6a21\u62df\u5b9e\u76d8\u53cd\u9988，\u52a8\u6001\u8c03\u6574\u4ea4\u6613\u53c2\u6570（\u5982\u4ed3\u4f4d\u89c4\u6a21\u6216\u98ce\u9669\u9608\u503c）\u3002\u4f8b\u5982，\u5bf9\u51b2\u57fa\u91d1\u4f7f\u7528RL\u5728\u5e02\u573a\u6ce2\u52a8\u4e2d\u81ea\u52a8\u964d\u4f4e\u98ce\u9669\u655e\u53e3，\u5176\u81ea\u9002\u5e94\u673a\u5236\u901a\u8fc7\u6301\u7eed\u8bd5\u9519\u5b66\u4e60\u5e02\u573a\u6a21\u5f0f，\u51cf\u5c11\u5bf9\u5386\u53f2\u6570\u636e\u7684\u4f9d\u8d56\u3002\u8fd9\u7c7b\u4f3c\u8f6f\u4ef6\u6d4b\u8bd5\u7684\u201c\u63a2\u7d22\u6027\u6d4b\u8bd5\u201d，\u901a\u8fc7\u968f\u673a\u8f93\u5165\u9a8c\u8bc1\u7cfb\u7edf\u8fb9\u754c\u3002<\/p>\n

2.2 \u7a7f\u900f\u8fc7\u62df\u5408\u7684\u5173\u952e\u6280\u672f：\u5bf9\u6297\u5f0f\u5b66\u4e60\u4e0e\u84b8\u998f\u673a\u5236<\/p>\n

RL\u5ba1\u8ba1\u5de5\u5177\u7684\u6838\u5fc3\u662f\u7ed3\u5408\u751f\u6210\u5bf9\u6297\u7f51\u7edc（GANs）\u548c\u6a21\u578b\u84b8\u998f\u3002GANs\u751f\u6210\u5408\u6210\u5e02\u573a\u6570\u636e（\u5982\u6781\u7aef\u6ce2\u52a8\u573a\u666f），\u6d4b\u8bd5\u6a21\u578b\u5728\u672a\u89c1\u6761\u4ef6\u4e0b\u7684\u97e7\u6027\u3002\u540c\u65f6，\u84b8\u998f\u6280\u672f\u5c06\u590d\u6742\u6a21\u578b\u538b\u7f29\u4e3a\u8f7b\u91cf\u7ea7\u7248\u672c（\u5982\u51b3\u7b56\u6811），\u4fbf\u4e8e\u5ba1\u8ba1\u5206\u6790\u3002\u8f6f\u4ef6\u6d4b\u8bd5\u4ece\u4e1a\u8005\u53ef\u7c7b\u6bd4\u6b64\u8fc7\u7a0b：GANs\u5982\u540c\u201c\u6a21\u7cca\u6d4b\u8bd5\u201d\u6ce8\u5165\u5f02\u5e38\u6570\u636e，\u84b8\u998f\u5219\u50cf\u201c\u4ee3\u7801\u7b80\u5316\u201d\u63d0\u5347\u53ef\u8ffd\u6eaf\u6027\u3002\u8fd9\u79cd\u7ec4\u5408\u80fd\u8bc6\u522b\u8fc7\u62df\u5408\u7684\u201c\u8bb0\u5fc6\u6548\u5e94\u201d\u2014\u2014\u6a21\u578b\u662f\u5426\u8fc7\u5ea6\u4f9d\u8d56\u5386\u53f2\u566a\u58f0\u800c\u975e\u771f\u5b9e\u89c4\u5f8b\u3002<\/p>\n

\u4e09\u3001\u8f6f\u4ef6\u6d4b\u8bd5\u6280\u672f\u5728\u5ba1\u8ba1\u4e2d\u7684\u5b9e\u6218\u5e94\u7528<\/h4>\n

3.1 \u6d4b\u8bd5\u65b9\u6cd5\u8bba\u8fc1\u79fb：\u4ece\u4ee3\u7801\u5230\u91cf\u5316\u6a21\u578b<\/p>\n

\u8f6f\u4ef6\u6d4b\u8bd5\u539f\u5219（\u5982ISTQB\u6807\u51c6）\u53ef\u76f4\u63a5\u5e94\u7528\u4e8e\u91cf\u5316\u5ba1\u8ba1\u3002\u9ed1\u76d2\u6d4b\u8bd5\u6280\u672f：\u8bbe\u8ba1\u8fb9\u754c\u503c\u6848\u4f8b（\u5982\u5e02\u573a\u5d29\u76d8\u6a21\u62df）\u9a8c\u8bc1\u6a21\u578b\u6781\u9650\u884c\u4e3a；\u6570\u636e\u9a71\u52a8\u6d4b\u8bd5：\u4f7f\u7528\u6e05\u6d17\u540e\u7684\u591a\u6e90\u6570\u636e（\u8ba2\u5355\u7c3f\u3001\u5b8f\u89c2\u7ecf\u6d4e\u6307\u6807）\u6784\u5efa\u6d4b\u8bd5\u96c6，\u51cf\u5c11\u566a\u58f0\u5e72\u6270\u3002\u4f8b\u5982，\u6d4b\u8bd5\u4ece\u4e1a\u8005\u53ef\u521b\u5efa\u201c\u5bf9\u6297\u6570\u636e\u96c6\u201d\u2014\u2014\u6df7\u5408\u5386\u53f2\u4e0e\u5408\u6210\u6570\u636e，\u8bc4\u4f30\u6a21\u578b\u5728\u566a\u58f0\u73af\u5883\u4e0b\u7684\u6cdb\u5316\u80fd\u529b\u3002\u56de\u5f52\u6d4b\u8bd5\u5219\u786e\u4fdd\u7b56\u7565\u4f18\u5316\u540e\u4e0d\u5f15\u5165\u65b0\u8fc7\u62df\u5408\u3002<\/p>\n

3.2 \u5de5\u5177\u94fe\u6574\u5408：\u56de\u6d4b\u6846\u67b6\u4e0e\u6301\u7eed\u76d1\u63a7<\/p>\n

\u5ba1\u8ba1\u5de5\u5177\u9700\u5d4c\u5165\u91cf\u5316\u5f00\u53d1\u5168\u751f\u547d\u5468\u671f，\u7c7b\u4f3cDevOps\u4e2d\u7684CI\/CD\u7ba1\u9053\u3002\u56de\u6d4b\u5e73\u53f0（\u5982BigQuant）\u63d0\u4f9b\u6807\u51c6\u5316\u6d4b\u8bd5\u73af\u5883，\u652f\u6301\u7b56\u7565\u7684\u6279\u91cf\u9a8c\u8bc1\u3002\u8f6f\u4ef6\u6d4b\u8bd5\u5de5\u5177（\u5982Selenium\u6216JUnit）\u53ef\u6269\u5c55\u81f3\u6a21\u578b\u76d1\u63a7：\u81ea\u52a8\u5316\u811a\u672c\u5b9e\u65f6\u68c0\u6d4b\u8f93\u51fa\u5f02\u5e38，\u89e6\u53d1RL\u7b56\u7565\u7684\u518d\u8bad\u7ec3\u3002\u5173\u952e\u6307\u6807\u5305\u62ec\u590f\u666e\u6bd4\u7387（\u98ce\u9669\u6536\u76ca\u6bd4）\u548c\u6700\u5927\u56de\u64a4，\u8fd9\u4e9b\u9700\u901a\u8fc7A\/B\u6d4b\u8bd5\u5bf9\u6bd4\u65b0\u65e7\u7b56\u7565\u8868\u73b0\u3002\u6301\u7eed\u53cd\u9988\u5faa\u73af\u80fd\u63d0\u524d\u66b4\u9732\u8fc7\u62df\u5408，\u964d\u4f4e\u5b9e\u76d8\u6545\u969c\u7387\u3002<\/p>\n

\u56db\u3001\u6848\u4f8b\u89e3\u6790：RL\u5ba1\u8ba1\u5de5\u5177\u7684\u70ed\u5ea6\u9a71\u52a8\u529b<\/h4>\n

4.1 \u6210\u529f\u5b9e\u8df5：\u5bf9\u51b2\u57fa\u91d1\u7684\u5f3a\u5316\u5b66\u4e60\u7a7f\u900f<\/p>\n

\u67d0\u5bf9\u51b2\u57fa\u91d1\u91c7\u7528RL-GANs\u5ba1\u8ba1\u6846\u67b6：\u9996\u5148，GANs\u751f\u62102025\u5e74\u80a1\u707e\u5408\u6210\u6570\u636e；\u5176\u6b21，RL\u6a21\u578b\u5728\u6a21\u62df\u73af\u5883\u4e2d\u52a8\u6001\u6d4b\u8bd5\u539f\u6709\u7b56\u7565，\u66b4\u9732\u8fc7\u62df\u5408\u5bfc\u81f4\u7684\u4ed3\u4f4d\u5931\u63a7；\u6700\u7ec8，\u84b8\u998f\u7b80\u5316\u6a21\u578b\u63d0\u5347\u900f\u660e\u5ea6\u3002\u7ed3\u679c：\u7b56\u7565\u5b9e\u76d8\u635f\u5931\u51cf\u5c1130%，\u516c\u4f17\u53f7\u5206\u4eab\u540e\u9605\u8bfb\u91cf\u98d9\u5347，\u56e0\u6848\u4f8b\u7a81\u663e\u6d4b\u8bd5\u6280\u672f\u4ef7\u503c\u3002\u70ed\u5ea6\u6838\u5fc3\u5728\u4e8e：\u5b9e\u7528\u5de5\u5177（\u975e\u7406\u8bba）\u548c\u8de8\u9886\u57df\u521b\u65b0（\u91d1\u878d+\u6d4b\u8bd5）\u3002<\/p>\n

4.2 \u516c\u4f17\u53f7\u5185\u5bb9\u70ed\u5ea6\u7b56\u7565<\/p>\n

\u9488\u5bf9\u8f6f\u4ef6\u6d4b\u8bd5\u4ece\u4e1a\u8005，\u9ad8\u70ed\u5ea6\u5185\u5bb9\u9700\u805a\u7126：\u75db\u70b9\u9a71\u52a8（\u5982\u201c\u5982\u4f55\u7528\u5355\u5143\u6d4b\u8bd5\u9884\u9632\u91cf\u5316\u6a21\u578b\u5d29\u6e83\u201d）\u3001\u5de5\u5177\u5b9e\u64cd（RL\u5ba1\u8ba1\u4ee3\u7801\u793a\u4f8b）\u3001\u8de8\u754c\u6d1e\u5bdf（\u6d4b\u8bd5\u539f\u5219\u5728\u91d1\u878d\u7684\u6620\u5c04）\u3002\u907f\u514d\u7eaf\u7406\u8bba，\u5f3a\u8c03\u6848\u4f8b\u4e0e\u53ef\u590d\u7528\u811a\u672c\u3002\u4f8b\u5982，\u89e3\u6790\u8fc7\u62df\u5408\u68c0\u6d4b\u7684\u8fb9\u754c\u503c\u5206\u6790\u6cd5，\u80fd\u83b7\u5f97\u66f4\u9ad8\u4e92\u52a8\u3002<\/p>\n

\u7ed3\u8bed：\u5171\u521b\u667a\u80fd\u5ba1\u8ba1\u7684\u672a\u6765<\/h4>\n

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