{"id":14016,"date":"2019-12-28T00:08:15","date_gmt":"2019-12-28T08:08:15","guid":{"rendered":"https:\/\/www.horace.org\/blog\/?p=14016"},"modified":"2019-12-28T00:14:05","modified_gmt":"2019-12-28T08:14:05","slug":"the-perfect-puppy-gwen-bailey","status":"publish","type":"post","link":"https:\/\/www.horace.org\/blog\/2019\/12\/28\/the-perfect-puppy-gwen-bailey\/","title":{"rendered":"The Perfect Puppy &#8211; Gwen Bailey"},"content":{"rendered":"<p><a href=\"https:\/\/i0.wp.com\/www.horace.org\/blog\/wp-content\/uploads\/2019\/12\/71wTtThycUL.jpg?ssl=1\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"14017\" data-permalink=\"https:\/\/www.horace.org\/blog\/2019\/12\/28\/the-perfect-puppy-gwen-bailey\/71wttthycul\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.horace.org\/blog\/wp-content\/uploads\/2019\/12\/71wTtThycUL.jpg?fit=834%2C1200&amp;ssl=1\" data-orig-size=\"834,1200\" data-comments-opened=\"1\" 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\/><\/a><\/p>\n<p>\u6700\u8fd1\u5bb6\u4e2d\u591a\u4e00\u4f4d\u65b0\u6210\u54e1\uff0c\u4e09\u500b\u6708\u5927\u7684\u62c9\u5e03\u62c9\u591a\u5c0b\u56de\u72acSpocky\uff0c\u539f\u4f86\u7167\u9867\u4e00\u982d\u5c0f\u72d7\u662f\u5f88\u8cbb\u795e\u7684\u3002\u5728\u6211\u7d50\u5a5a\u7684\u6642\u5019\uff0c\u8001\u5a46\u5e36\u4e86\u4e00\u982d\u91d1\u6bdb\u5c0b\u56de\u72ac\u5ac1\u9032\u4f86\uff0c\u6240\u4ee5\u6211\u59d1\u4e14\u4e5f\u7b97\u990a\u5e7e\u5e74\u904e\u72d7\uff0c\u4f46\u8a13\u7df4\u6709\u7d20\u7684\u8001\u72d7\u8207\u5c0f\u72d7\uff0c\u7167\u9867\u8d77\u4f86\u6709\u5929\u6df5\u4e4b\u5225\u3002\u8001\u5a46\u548c\u963f\u4ed4\u5f88\u60f3\u518d\u990a\u72d7\uff0c\u6211\u662f\u53e3\u982d\u4e0a\u7b54\u61c9\u4e86\uff0c\u4ed6\u5011\u4e5f\u5728\u6162\u6162\u7269\u8272\u5c0f\u72d7\u3002\u525b\u597dSPCA\u6709\u521d\u751f\u5c0f\u72d7\u9818\u990a\uff0c\u5f88\u96e3\u5f97\u7684\u514d\u8cbb\u72d7\u975e\u5e38\u6436\u624b\uff0c\u7562\u7adf\u521d\u751f\u5c0f\u72d7\u9818\u990a\u548c\u65b0\u8cb7\u6c92\u6709\u5206\u5225\uff0c\u53c8\u4e0d\u662f\u8981\u51fa\u4e16\u7d19\u53bb\u53c3\u52a0\u72d7\u5c55\u3002\u665a\u4e0a\u770b\u5230SPCA\u7db2\u7ad9\u767b\u51fa\u7167\u7247\uff0c\u7b2c\u4e8c\u5929SPCA\u4e00\u958b\u9580\u5c31\u53bb\u770b\u72d7\uff0c\u4e94\u5206\u9418\u6251\u939a\u6c7a\u5b9a\u9818\u990a\uff0c\u7b2c\u4e09\u5929\u5c31\u628a\u5c0f\u72d7\u63a5\u56de\u5bb6\uff0c\u5c0f\u72d7\u7684\u5230\u4f86\u5f88\u7a81\u7136\uff0c\u5b8c\u5168\u6c92\u6709\u5fc3\u7406\u6e96\u5099\u3002\u5c0f\u72d7\u521d\u4f86\u5831\u5230\uff0c\u96a8\u5730\u5927\u5c0f\u4e8c\u4fbf\uff0c\u898b\u4eba\u53c8\u54ac\u53c8\u64b2\uff0c\u7d66\u7260\u54ac\u7a7f\u4e86\u5e7e\u5c0d\u896a\uff0c\u624b\u8173\u4e5f\u88ab\u92d2\u5229\u7684\u7259\u9f52\u5272\u51fa\u8840\u4f86\uff0c\u5b8c\u5168\u8207\u7167\u7247\u4e2d\u53ef\u611b\u7684\u578b\u50cf\u4e0d\u4e4e\u3002<\/p>\n<p>\u5e36\u7260\u6bcf\u500b\u661f\u671f\u4e0a\u5c0f\u72d7\u8a13\u7df4\u73ed\uff0c\u8a13\u7df4\u73ed\u5176\u5be6\u4e26\u4e0d\u662f\u8a13\u7df4\u72d7\uff0c\u800c\u662f\u8a13\u7df4\u4e3b\u4eba\u5982\u4f55\u53bb\u6559\u72d7\u3002\u8a13\u7df4\u73ed\u6559\u7684\u6307\u4ee4\u5f88\u6709\u7528\uff0c\u53ef\u662f\u4e00\u500b\u661f\u671f\u53ea\u4e0a\u4e00\u5802\uff0c\u9060\u6c34\u4e0d\u80fd\u6551\u8fd1\u706b\uff0c\u89e3\u6c7a\u4e0d\u5230\u6bcf\u65e5\u88ab\u54ac\u8173\u7684\u554f\u984c\u3002\u8207\u8a13\u7df4\u73ed\u4e0a\u7684\u540c\u5b78\u8b1b\u8d77\uff0c\u5979\u63a8\u4ecb\u9019\u672c\u300aThe 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learning\u3002\u6211\u9019\u9663\u5b50\u5f88geek\u5411\u5176\u4ed6\u4eba\u8aaa\uff0c\u6211\u6b63\u5728\u8a13\u7df4\u4e00\u500bneural network\uff0c\u53ea\u8981\u5f04\u6e05\u695avalue function\u662f\u4ec0\u9ebc\uff0c\u72d7\u548c\u4eba\u5de5\u667a\u80fd\u7cfb\u7d71\u90fd\u662f\u540c\u6a23\u7684\u8a13\u7df4\u3002<\/p>\n<p>\u5c0d\u65bc\u4e00\u96bb\u72d7\u4f86\u8aaa\uff0c\u72d7\u751f\u6700\u91cd\u8981\u7684\u610f\u7fa9\uff0c\u5c31\u662f\u98df\u7269\u548c\u4e3b\u4eba\u7684attention\u3002\u4e0d\u8ad6\u60f3\u8a13\u7df4\u96bb\u72d7\u505a\u4ec0\u9ebc\uff0c\u53ea\u8981\u628a\u72d7\u7576\u6210\u4e00\u500b\u7cfb\u7d71\u53bbprogram\uff0c\u5c31\u7b97\u72d7\u72d7\u4e0d\u807d\u8a71\u4e5f\u4e0d\u8981\u751f\u6c23\u3002\u751f\u6c23\u6b63\u662f\u8a13\u7df4\u72d7\u7684\u5927\u5fcc\uff0c\u7260\u505a\u932f\u4e8b\u4f60\u9b27\u7260\uff0c\u7260\u57fa\u672c\u807d\u4e0d\u61c2\u4eba\u8a71\uff0c\u4ee5\u70ba\u4f60\u7d66\u7260attention\uff0c\u9019\u5c31\u662f\u9f13\u52f5\u7260\u7e7c\u7e8c\u505a\u3002\u72d7\u72d7\u505a\u932f\u4e8b\u53ea\u4e0d\u8981\u7406\u6703\u7260\uff0c\u505a\u5c0d\u4e86\u5c31\u7d66\u7260attention\u548c\u96f6\u98df\uff0c\u5f88\u5feb\u7260\u5c31\u5b78\u61c2\u4e0d\u518d\u54ac\u4eba\u64b2\u4eba\uff0c\u6539\u800c\u8d70\u904e\u4f86\u8214\u4eba\u4f9d\u4eba\u3002\u9ad4\u7f70\u72d7\u72d7\u4ea6\u6703\u6709\u53cd\u6548\u679c\uff0c\u53ef\u4ee5\u6536\u4e00\u6642\u4e4b\u6548\u8b93\u7260\u6015\u4f60\uff0c\u4f46\u6015\u4e3b\u4eba\u5c31\u7576\u4e0d\u4e86\u597d\u5bf5\u7269\uff0c\u4e0d\u6703\u4e3b\u52d5\u807d\u8a71\u670d\u5f9e\u547d\u4ee4\uff0c\u6700\u591a\u4f60\u5728\u5834\u6642\u4e0d\u505a\u58de\u4e8b\u3002\u6240\u4ee5\u73fe\u4ee3\u8a13\u7df4\u72d7\u7684\u7406\u8ad6\u8457\u91cdpositive reinforcement\uff0c\u7576\u5bf5\u7269\u559c\u6b61\u4e3b\u4eba\u6642\u5c31\u6703\u60f3\u8a0e\u597d\u4e3b\u4eba\uff0c\u90a3\u5c31\u81ea\u81ea\u7136\u7136\u6703\u807d\u8a71\u3002\u8a13\u7df4\u72d7\u96bb\u7684\u6700\u7d42\u76ee\u6a19\uff0c\u662f\u8981\u6291\u58d3\u7260\u5929\u751f\u7684\u72c2\u91ce\u7378\u6027\uff0c\u628a\u7260\u6d17\u8166\u6210\u70ba\u4e00\u96bb\u5b89\u975c\u807d\u8a71\u7684\u4e56\u72d7\u3002<\/p>\n<p>\u990a\u5c0f\u72d7\u7b2c\u4e00\u5e74\u7684\u8a13\u7df4\u5f88\u91cd\u8981\uff0c\u4ee5\u5f8c\u7260\u6703\u662f\u4eba\u898b\u4eba\u611b\u7684\u4e56\u72d7\uff0c\u9084\u662f\u4e82\u5420\u4e82\u54ac\u7684\u7672\u72d7\uff0c\u5168\u770b\u4e3b\u4eba\u82b1\u591a\u5c11\u6642\u9593\u5fc3\u6a5f\u53bb\u8abf\u6559\u7260\u3002\u6240\u4ee5\u6211\u5805\u6c7a\u4e0d\u8981\u9818\u990a\u4e8c\u624b\u72d7\uff0c\u4e8c\u624b\u72d7\u4e0d\u77e5\u9053\u6709\u6c92\u6709\u88ab\u8650\u5f85\u904e\uff0c\u6703\u4e0d\u6703\u8b8a\u5f97\u6c92\u6709\u5b89\u5168\u611f\u5f88\u6015\u4eba\u3002\u9084\u662f\u5f9e\u521d\u751f\u5c0f\u72d7\u958b\u59cb\u990a\u8d77\uff0c\u4e00\u5f35\u767d\u7d19\u81ea\u5df1\u7df4\u8a13\u6bd4\u8f03\u5b89\u5fc3\u3002\u4e0d\u904e\u6211\u7d93\u6b77\u88ab\u672a\u53d7\u8a13\u7df4\u5c0f\u72d7\u7684\u6298\u78e8\uff0c\u6211\u958b\u59cb\u540c\u60c5\u5730\u7406\u89e3\u70ba\u4ec0\u9ebc\u9019\u9ebc\u591a\u4eba\u68c4\u990a\u72d7\u96bb\u3002\u5982\u679c\u72d7\u96bb\u6c92\u6709\u63a5\u53d7\u826f\u597d\u7684\u8a13\u7df4\uff0c\u4e0d\u807d\u4e3b\u4eba\u8a71\u53c8\u54ac\u53c8\u5420\uff0c\u4e00\u96bb\u7672\u72d7\u990a\u4f86\u5e79\u4ec0\u9ebc\uff1f\u6709\u4eba\u8aaa\u990a\u4e00\u96bb\u72d7\u662f\u7167\u9867\u886a\u4e00\u4e16\u7684\u627f\u8afe\uff0c\u9019\u53e5\u8aaa\u8a71\u4e0d\u76e1\u4e0d\u5be6\u53ea\u8aaa\u51fa\u4e8b\u5be6\u7684\u4e00\u534a\uff0c\u990a\u72d7\u4e0d\u53ea\u8981\u7167\u9867\u886a\u8d77\u5c45\u98f2\u98df\uff0c\u66f4\u91cd\u8981\u662f\u8a13\u7df4\u886a\u807d\u6559\u807d\u8a71\u3002\u4e0d\u8a71\u807d\u7684\u72d7\u55aa\u5931\u7576\u5bf5\u7269\u7684\u529f\u80fd\uff0c\u807d\u8a71\u7684\u72d7\u624d\u5c0d\u4e3b\u4eba\u6709\u50f9\u503c\uff0c\u53ea\u6709\u5728\u4e92\u60e0\u4e92\u5229\u7684\u60c5\u6cc1\u4e0b\uff0c\u4e3b\u4eba\u548c\u5bf5\u7269\u4e4b\u9593\u7684\u9053\u5fb7\u5951\u7d04\u624d\u6210\u7acb\uff0c\u4e3b\u4eba\u624d\u6709\u7167\u9867\u5bf5\u7269\u7684\u7fa9\u52d9\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6700\u8fd1\u5bb6\u4e2d\u591a\u4e00\u4f4d\u65b0\u6210\u54e1\uff0c\u4e09\u500b\u6708\u5927\u7684\u62c9\u5e03\u62c9\u591a\u5c0b\u56de\u72acSpocky\uff0c\u539f\u4f86\u7167\u9867\u4e00\u982d\u5c0f\u72d7\u662f\u5f88\u8cbb\u795e\u7684\u3002\u5728\u6211\u7d50\u5a5a\u7684\u6642\u5019\uff0c\u8001\u5a46\u5e36\u4e86\u4e00\u982d\u91d1\u6bdb\u5c0b\u56de\u72ac\u5ac1\u9032\u4f86\uff0c\u6240\u4ee5\u6211\u59d1\u4e14\u4e5f\u7b97\u990a\u5e7e\u5e74\u904e\u72d7\uff0c\u4f46\u8a13\u7df4\u6709\u7d20\u7684\u8001\u72d7\u8207\u5c0f\u72d7\uff0c\u7167\u9867\u8d77\u4f86\u6709\u5929\u6df5\u4e4b\u5225\u3002\u8001\u5a46\u548c\u963f\u4ed4\u5f88\u60f3\u518d\u990a\u72d7\uff0c\u6211\u662f\u53e3\u982d\u4e0a\u7b54\u61c9\u4e86\uff0c\u4ed6\u5011\u4e5f\u5728\u6162\u6162\u7269\u8272\u5c0f\u72d7\u3002\u525b\u597dSPCA\u6709\u521d\u751f\u5c0f\u72d7\u9818\u990a\uff0c\u5f88\u96e3\u5f97\u7684\u514d\u8cbb\u72d7\u975e\u5e38\u6436\u624b\uff0c\u7562\u7adf\u521d\u751f\u5c0f\u72d7\u9818\u990a\u548c\u65b0\u8cb7\u6c92\u6709\u5206\u5225\uff0c\u53c8\u4e0d\u662f\u8981\u51fa\u4e16\u7d19\u53bb\u53c3\u52a0\u72d7\u5c55\u3002\u665a\u4e0a\u770b\u5230SPCA\u7db2\u7ad9\u767b\u51fa\u7167\u7247\uff0c\u7b2c\u4e8c\u5929SPCA\u4e00\u958b\u9580\u5c31\u53bb\u770b\u72d7\uff0c\u4e94\u5206\u9418\u6251\u939a\u6c7a\u5b9a\u9818\u990a\uff0c\u7b2c\u4e09\u5929\u5c31\u628a\u5c0f\u72d7\u63a5\u56de\u5bb6\uff0c\u5c0f\u72d7\u7684\u5230\u4f86\u5f88\u7a81\u7136\uff0c\u5b8c\u5168\u6c92\u6709\u5fc3\u7406\u6e96\u5099\u3002\u5c0f\u72d7\u521d\u4f86\u5831\u5230\uff0c\u96a8\u5730\u5927\u5c0f\u4e8c\u4fbf\uff0c\u898b\u4eba\u53c8\u54ac\u53c8\u64b2\uff0c\u7d66\u7260\u54ac\u7a7f\u4e86\u5e7e\u5c0d\u896a\uff0c\u624b\u8173\u4e5f\u88ab\u92d2\u5229\u7684\u7259\u9f52\u5272\u51fa\u8840\u4f86\uff0c\u5b8c\u5168\u8207\u7167\u7247\u4e2d\u53ef\u611b\u7684\u578b\u50cf\u4e0d\u4e4e\u3002 \u5e36\u7260\u6bcf\u500b\u661f\u671f\u4e0a\u5c0f\u72d7\u8a13\u7df4\u73ed\uff0c\u8a13\u7df4\u73ed\u5176\u5be6\u4e26\u4e0d\u662f\u8a13\u7df4\u72d7\uff0c\u800c\u662f\u8a13\u7df4\u4e3b\u4eba\u5982\u4f55\u53bb\u6559\u72d7\u3002\u8a13\u7df4\u73ed\u6559\u7684\u6307\u4ee4\u5f88\u6709\u7528\uff0c\u53ef\u662f\u4e00\u500b\u661f\u671f\u53ea\u4e0a\u4e00\u5802\uff0c\u9060\u6c34\u4e0d\u80fd\u6551\u8fd1\u706b\uff0c\u89e3\u6c7a\u4e0d\u5230\u6bcf\u65e5\u88ab\u54ac\u8173\u7684\u554f\u984c\u3002\u8207\u8a13\u7df4\u73ed\u4e0a\u7684\u540c\u5b78\u8b1b\u8d77\uff0c\u5979\u63a8\u4ecb\u9019\u672c\u300aThe Perfect Puppy\u300b\uff0c\u6211\u99ac\u4e0a\u53bb\u5716\u66f8\u9928\u501f\u56de\u4f86\uff0c\u7528\u4e86\u4e09\u5929\u6642\u9593\u6975\u901f\u770b\u5b8c\u4e26\u4ed8\u8af8\u884c\u52d5\uff0c\u5c07\u66f8\u4e2d\u7684\u6280\u5de7\u73fe\u7092\u73fe\u8ce3\uff0cSpocky\u9019\u500b\u5169\u661f\u671f\u597d\u50cf\u807d\u8a71\u4e9b\uff0c\u81f3\u5c11\u6211\u88ab\u54ac\u8173\u6436\u62d6\u978b\u7684\u6b21\u6578\u6e1b\u5c11\u4e86\u3002\u66f8\u4e2d\u7684\u7406\u8ad6\u8207\u8a13\u7df4\u73ed\u6559\u7684\u5927\u540c\u5c0f\u7570\uff0c\u540c\u5176\u4ed6\u72d7\u4e3b\u4eba\u8b1b\u72d7\u7d93\u5fc3\u5f97\u4e5f\u662f\u9019\u4e9b\uff0c\u4e0d\u904e\u66f8\u4e2d\u6709\u5927\u91cf\u793a\u7bc4\u7167\u7247\u548c\u5f88\u6709\u7cfb\u7d71\u7684\u89e3\u8aaa\uff0c\u8b80\u8d77\u4f86\u6709\u689d\u7406\u8f03\u6613\u5165\u8166\u3002\u8a13\u7df4\u72d7\u5176\u5be6\u4e00\u7406\u901a\u767d\u7406\u660e\uff0c\u4e0d\u8ad6\u8981\u7260\u807d\u8a71\u9084\u662f\u6559\u7260\u73a9\u96dc\u800d\uff0c\u53ea\u662f\u842c\u8b8a\u4e0d\u96e2\u5176\u4e2d\u7684reinforcement learning\u3002\u6211\u9019\u9663\u5b50\u5f88geek\u5411\u5176\u4ed6\u4eba\u8aaa\uff0c\u6211\u6b63\u5728\u8a13\u7df4\u4e00\u500bneural network\uff0c\u53ea\u8981\u5f04\u6e05\u695avalue function\u662f\u4ec0\u9ebc\uff0c\u72d7\u548c\u4eba\u5de5\u667a\u80fd\u7cfb\u7d71\u90fd\u662f\u540c\u6a23\u7684\u8a13\u7df4\u3002 \u5c0d\u65bc\u4e00\u96bb\u72d7\u4f86\u8aaa\uff0c\u72d7\u751f\u6700\u91cd\u8981\u7684\u610f\u7fa9\uff0c\u5c31\u662f\u98df\u7269\u548c\u4e3b\u4eba\u7684attention\u3002\u4e0d\u8ad6\u60f3\u8a13\u7df4\u96bb\u72d7\u505a\u4ec0\u9ebc\uff0c\u53ea\u8981\u628a\u72d7\u7576\u6210\u4e00\u500b\u7cfb\u7d71\u53bbprogram\uff0c\u5c31\u7b97\u72d7\u72d7\u4e0d\u807d\u8a71\u4e5f\u4e0d\u8981\u751f\u6c23\u3002\u751f\u6c23\u6b63\u662f\u8a13\u7df4\u72d7\u7684\u5927\u5fcc\uff0c\u7260\u505a\u932f\u4e8b\u4f60\u9b27\u7260\uff0c\u7260\u57fa\u672c\u807d\u4e0d\u61c2\u4eba\u8a71\uff0c\u4ee5\u70ba\u4f60\u7d66\u7260attention\uff0c\u9019\u5c31\u662f\u9f13\u52f5\u7260\u7e7c\u7e8c\u505a\u3002\u72d7\u72d7\u505a\u932f\u4e8b\u53ea\u4e0d\u8981\u7406\u6703\u7260\uff0c\u505a\u5c0d\u4e86\u5c31\u7d66\u7260attention\u548c\u96f6\u98df\uff0c\u5f88\u5feb\u7260\u5c31\u5b78\u61c2\u4e0d\u518d\u54ac\u4eba\u64b2\u4eba\uff0c\u6539\u800c\u8d70\u904e\u4f86\u8214\u4eba\u4f9d\u4eba\u3002\u9ad4\u7f70\u72d7\u72d7\u4ea6\u6703\u6709\u53cd\u6548\u679c\uff0c\u53ef\u4ee5\u6536\u4e00\u6642\u4e4b\u6548\u8b93\u7260\u6015\u4f60\uff0c\u4f46\u6015\u4e3b\u4eba\u5c31\u7576\u4e0d\u4e86\u597d\u5bf5\u7269\uff0c\u4e0d\u6703\u4e3b\u52d5\u807d\u8a71\u670d\u5f9e\u547d\u4ee4\uff0c\u6700\u591a\u4f60\u5728\u5834\u6642\u4e0d\u505a\u58de\u4e8b\u3002\u6240\u4ee5\u73fe\u4ee3\u8a13\u7df4\u72d7\u7684\u7406\u8ad6\u8457\u91cdpositive 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