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decoding=\"async\" src=\"https:\/\/imgconvert.csdnimg.cn\/aHR0cDovLzViMDk4OGU1OTUyMjUuY2RuLnNvaHVjcy5jb20vaW1hZ2VzLzIwMTkwODEyLzQ4YmQyY2U0YWI1NDQxNzVhODY4MGU5YmU2MWJiNTlmLkpQRw\" =\"\" =\"\" alt=\"\u3010\u5e72\u8d27\u3011\u9488\u5bf9DNN\u7684\u795e\u7ecf\u7f51\u7edc\u4e2d\u4e0a\u4e0b\u6587\u76f8\u5173\u5904\u7406\u7684\u8fde\u7eed\u5b66\u4e60\u6982\u8ff0 (https:\/\/mushiming.com\/)  \u7b2c2\u5f20\" title=\"\u3010\u5e72\u8d27\u3011\u9488\u5bf9DNN\u7684\u795e\u7ecf\u7f51\u7edc\u4e2d\u4e0a\u4e0b\u6587\u76f8\u5173\u5904\u7406\u7684\u8fde\u7eed\u5b66\u4e60\u6982\u8ff0  \u7b2c2\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><\/p>\n<p>\u5b9e\u73b0\u5176\u76ee\u7684\u7684\u89d2\u8272\uff0c\u5373\u6700\u7ec8\u7684\u4f53\u91cd\u589e\u91cf\uff0c\u8fd9\u91cck\u4e3a\u7cfb\u6570\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/imgconvert.csdnimg.cn\/aHR0cDovLzViMDk4OGU1OTUyMjUuY2RuLnNvaHVjcy5jb20vaW1hZ2VzLzIwMTkwODEyL2M4ZDNiY2NhNTllZjRjYWU5MDljY2RiNDViZDAyYWQ2LkpQRw\" =\"\" =\"\" alt=\"\u3010\u5e72\u8d27\u3011\u9488\u5bf9DNN\u7684\u795e\u7ecf\u7f51\u7edc\u4e2d\u4e0a\u4e0b\u6587\u76f8\u5173\u5904\u7406\u7684\u8fde\u7eed\u5b66\u4e60\u6982\u8ff0 (https:\/\/mushiming.com\/)  \u7b2c3\u5f20\" title=\"\u3010\u5e72\u8d27\u3011\u9488\u5bf9DNN\u7684\u795e\u7ecf\u7f51\u7edc\u4e2d\u4e0a\u4e0b\u6587\u76f8\u5173\u5904\u7406\u7684\u8fde\u7eed\u5b66\u4e60\u6982\u8ff0  \u7b2c3\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/imgconvert.csdnimg.cn\/aHR0cDovLzViMDk4OGU1OTUyMjUuY2RuLnNvaHVjcy5jb20vaW1hZ2VzLzIwMTkwODEyL2QwYzZkMTgxMzI3NDRiZTk4ZmU2MDIzM2I2OWQ1MTgxLkpQRw\" =\"\" =\"\" alt=\"\u3010\u5e72\u8d27\u3011\u9488\u5bf9DNN\u7684\u795e\u7ecf\u7f51\u7edc\u4e2d\u4e0a\u4e0b\u6587\u76f8\u5173\u5904\u7406\u7684\u8fde\u7eed\u5b66\u4e60\u6982\u8ff0 (https:\/\/mushiming.com\/)  \u7b2c4\u5f20\" title=\"\u3010\u5e72\u8d27\u3011\u9488\u5bf9DNN\u7684\u795e\u7ecf\u7f51\u7edc\u4e2d\u4e0a\u4e0b\u6587\u76f8\u5173\u5904\u7406\u7684\u8fde\u7eed\u5b66\u4e60\u6982\u8ff0  \u7b2c4\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><\/p>\n<p>\u56fe1\uff1aOWM\u7b97\u6cd5\u7684\u793a\u610f\u56fe\u3002 \uff08a\uff09\uff1a\u5f53\u6743\u91cd\u66f4\u65b0\u65f6\uff0cOWM\u7b97\u6cd5\u4ec5\u4fdd\u7559\u7531\u4e0e\u5386\u53f2\u4efb\u52a1\u8f93\u5165\u7a7a\u95f4\u6b63\u4ea4\u7684\u4f20\u7edfBP\u7b97\u6cd5\u8ba1\u7b97\u7684\u6743\u91cd\u589e\u91cf\u90e8\u5206\u3002 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\u7b2c5\u5f20\" title=\"\u3010\u5e72\u8d27\u3011\u9488\u5bf9DNN\u7684\u795e\u7ecf\u7f51\u7edc\u4e2d\u4e0a\u4e0b\u6587\u76f8\u5173\u5904\u7406\u7684\u8fde\u7eed\u5b66\u4e60\u6982\u8ff0  \u7b2c5\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><\/p>\n<p>\u56fe2\uff1a\u5728\u8fde\u7eed\u5b66\u4e60MNIST\u624b\u5199\u6570\u5b570-9\u7684\u4efb\u52a1\u4e2d\uff0c\u968f\u7740\u4efb\u52a1\u6570\u91cf\u7684\u589e\u52a0\uff0cOWM\u7b97\u6cd5\u7684\u4f18\u52bf\u53d8\u5f97\u66f4\u52a0\u660e\u663e\u3002 \u540c\u65f6\uff0c\u5b66\u4e60\u4efb\u52a1\u7684\u987a\u5e8f\u53ef\u80fd\u4f1a\u5bf9\u4e2a\u522b\u4efb\u52a1\u4ea7\u751f\u5f71\u54cd\u3002 \u5982\u679c\u60a8\u5b66\u4e60\u6570\u5b574\u548c7\uff0c\u60a8\u5c06\u663e\u7740\u63d0\u9ad8\u6570\u5b579\u7684\u8bc6\u522b\u51c6\u786e\u5ea6\u3002<\/p>\n<p>\u5728\u8fde\u7eed\u5b66\u4e60\u4e0d\u76f8\u4ea4\u7684MNIST\u548c\u6df7\u6d17MNIST\u4efb\u52a1\u7684\u6807\u51c6\u4efb\u52a1\u4e2d\uff0cOWM\u7b97\u6cd5\u4f18\u4e8e\u5176\u4ed6\u7c7b\u578b\u7684\u7b97\u6cd5\u3002 \u800c\u4e14\uff0c\u968f\u7740\u5b66\u4e60\u4efb\u52a1\u6570\u91cf\u7684\u589e\u52a0\uff0cOWM\u7b97\u6cd5\u7684\u6027\u80fd\u4f18\u52bf\u5c06\u5f97\u5230\u8fdb\u4e00\u6b65\u63d0\u9ad8\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/imgconvert.csdnimg.cn\/aHR0cDovLzViMDk4OGU1OTUyMjUuY2RuLnNvaHVjcy5jb20vaW1hZ2VzLzIwMTkwODEyL2U4ZWYwNjlmYmU5OTRkYWM5YmRkZDkyZTI4YzQ1MDNjLkpQRw\" =\"\" =\"\" alt=\"\u3010\u5e72\u8d27\u3011\u9488\u5bf9DNN\u7684\u795e\u7ecf\u7f51\u7edc\u4e2d\u4e0a\u4e0b\u6587\u76f8\u5173\u5904\u7406\u7684\u8fde\u7eed\u5b66\u4e60\u6982\u8ff0 (https:\/\/mushiming.com\/)  \u7b2c6\u5f20\" title=\"\u3010\u5e72\u8d27\u3011\u9488\u5bf9DNN\u7684\u795e\u7ecf\u7f51\u7edc\u4e2d\u4e0a\u4e0b\u6587\u76f8\u5173\u5904\u7406\u7684\u8fde\u7eed\u5b66\u4e60\u6982\u8ff0  \u7b2c6\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><\/p>\n<p>\u56fe3\uff1aOWM\u7b97\u6cd5\u5728ImageNet\u548c\u4e2d\u6587\u624b\u5199\u6c49\u5b57\u8bc6\u522b\u7684\u8fde\u7eed\u5b66\u4e60\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u4f18\u5f02\u7684\u6027\u80fd\u3002<\/p>\n<p>\u4f7f\u7528OWM\u7b97\u6cd5\uff0c\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u4e0d\u65ad\u5b66\u4e60\u8bc6\u522bImageNet\u76841000\u79cd\u56fe\u7247\u548c3755\u4e2a\u4e2d\u6587\u624b\u5199\u6c49\u5b57\uff08\u6bcf\u4e2a\u4efb\u52a1\u53ea\u8bad\u7ec3\u4e00\u79cd\u56fe\u7247\u6216\u4e00\u4e2a\u6c49\u5b57\uff09\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/imgconvert.csdnimg.cn\/aHR0cDovLzViMDk4OGU1OTUyMjUuY2RuLnNvaHVjcy5jb20vaW1hZ2VzLzIwMTkwODEyL2RlNTVkZTdiOWIxYzRhNGJiYzg2MTM3Yzg4ZWFmMmI0LkpQRw\" =\"\" =\"\" alt=\"\u3010\u5e72\u8d27\u3011\u9488\u5bf9DNN\u7684\u795e\u7ecf\u7f51\u7edc\u4e2d\u4e0a\u4e0b\u6587\u76f8\u5173\u5904\u7406\u7684\u8fde\u7eed\u5b66\u4e60\u6982\u8ff0 (https:\/\/mushiming.com\/)  \u7b2c7\u5f20\" title=\"\u3010\u5e72\u8d27\u3011\u9488\u5bf9DNN\u7684\u795e\u7ecf\u7f51\u7edc\u4e2d\u4e0a\u4e0b\u6587\u76f8\u5173\u5904\u7406\u7684\u8fde\u7eed\u5b66\u4e60\u6982\u8ff0  \u7b2c7\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><\/p>\n<p>\u56fe4\uff1a\u7528\u4e8e\u6c49\u5b57\u8bc6\u522b\u7684OWM\u7684\u5c0f\u6837\u672c\u8fde\u7eed\u5b66\u4e60<\/p>\n<p>\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u8be5\u7b97\u6cd5\u5177\u6709\u51fa\u8272\u7684\u5c0f\u6837\u672c\u5b66\u4e60\u80fd\u529b\u3002 \u4ee5\u624b\u5199\u6c49\u5b57\u8bc6\u522b\u4e3a\u4f8b\uff0c\u57fa\u4e8e\u9884\u8bad\u7ec3\u7279\u5f81\u63d0\u53d6\u5668\uff0c\u7cfb\u7edf\u53ef\u4ee5\u4ece\u5c11\u6570\u9633\u6027\u6837\u672c\u4e2d\u4e0d\u65ad\u5b66\u4e60\u65b0\u6c49\u5b57\u3002<\/p>\n<p><strong>3\u3001CDP\u6a21\u5757<\/strong><\/p>\n<p>CDP\u6a21\u5757\u7684\u7075\u611f\u6765\u81ea\u524d\u989d\u53f6\u76ae\u8d28\u3002\u524d\u989d\u76ae\u8d28\u662f\u8d1f\u8d23\u5927\u8111\u8ba4\u77e5\u63a7\u5236\u7684\u6838\u5fc3\u76ae\u5c42\u3002\u5b83\u540c\u65f6\u63a5\u6536\u611f\u6d4b\u8f93\u5165\u548c\u4e0a\u4e0b\u6587\u4fe1\u53f7\uff0c\u5e76\u9009\u62e9\u4e0e\u5f53\u524d\u4efb\u52a1\u6700\u76f8\u5173\u7684\u611f\u6d4b\u4fe1\u53f7\u4ee5\u6307\u793a\u8f93\u51fa\u54cd\u5e94\u3002\u53d7\u6b64\u542f\u53d1\uff0c\u4f5c\u8005\u4ecb\u7ecd\u4e86\u4e00\u79cd\u7c7b\u4f3c\u7684\u5904\u7406\u67b6\u6784--CDP\u6a21\u5757\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/imgconvert.csdnimg.cn\/aHR0cDovLzViMDk4OGU1OTUyMjUuY2RuLnNvaHVjcy5jb20vaW1hZ2VzLzIwMTkwODEyLzIyM2VkYjA2NGY0ZjQwY2RhYmVkNzA1ZWM0YjZjYzVmLkpQRw\" =\"\" =\"\" alt=\"\u3010\u5e72\u8d27\u3011\u9488\u5bf9DNN\u7684\u795e\u7ecf\u7f51\u7edc\u4e2d\u4e0a\u4e0b\u6587\u76f8\u5173\u5904\u7406\u7684\u8fde\u7eed\u5b66\u4e60\u6982\u8ff0 (https:\/\/mushiming.com\/)  \u7b2c8\u5f20\" title=\"\u3010\u5e72\u8d27\u3011\u9488\u5bf9DNN\u7684\u795e\u7ecf\u7f51\u7edc\u4e2d\u4e0a\u4e0b\u6587\u76f8\u5173\u5904\u7406\u7684\u8fde\u7eed\u5b66\u4e60\u6982\u8ff0  \u7b2c8\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" ><\/p>\n<p>\u56fe5\uff1a\u5177\u6709\u524d\u989d\u53f6\u7684CDP\u6a21\u5757\u7684\u7ed3\u6784\u8bbe\u8ba1\u3002\u5de6\u4e0a\u89d2\u662f\u5b83\u5982\u4f55\u5de5\u4f5c\u7684\u793a\u610f\u56fe\u3002<\/p>\n<p>\u5b83\u7531\u4e24\u4e2a\u5b50\u6a21\u5757\u7ec4\u6210\uff1a1\u3002\u7f16\u7801\u5b50\u6a21\u5757\u8d1f\u8d23\u5c06\u4e0a\u4e0b\u6587\u4fe1\u606f\u7f16\u7801\u4e3a\u9002\u5f53\u7684\u63a7\u5236\u4fe1\u53f7; 2.\u201c\u65cb\u8f6c\u201d\u5b50\u6a21\u5757\uff0c\u4f7f\u7528\u7f16\u7801\u6a21\u5757\u7684\u63a7\u5236\u4fe1\u53f7\u6765\u5904\u7406\u4efb\u52a1\u8f93\u5165\uff08\u56e0\u4e3a\u5b83\u5728\u529f\u80fd\u4e0a\u7b49\u6548\uff09\u9ad8\u7ef4\u7a7a\u95f4\u4e2d\u7684\u7279\u5f81\u5411\u91cf\u65cb\u8f6c\uff0c\u56e0\u6b64\u5b83\u88ab\u79f0\u4e3a\u201c\u65cb\u8f6c\u201d\u5b50 - \u6a21\u3002<\/p>\n<p>\u5982\u679cCDP\u6a21\u5757\u4e0eOWM\u7b97\u6cd5\u7ed3\u5408\u4f7f\u7528\uff0c\u5219\u795e\u7ecf\u7f51\u7edc\u4ec5\u9700\u8981\u4e00\u4e2a\u5206\u7c7b\u5668\u6765\u8fde\u7eed\u5b66\u4e6040\u79cd\u4e0d\u540c\u9762\u90e8\u7279\u5f81\u7684\u8bc6\u522b\u4efb\u52a1\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/imgconvert.csdnimg.cn\/aHR0cDovLzViMDk4OGU1OTUyMjUuY2RuLnNvaHVjcy5jb20vaW1hZ2VzLzIwMTkwODEyLzZiNmU2N2VlNzcwMTRlMjc4N2ZiOGY4MGVlYzA0NjI4LkpQRw\" =\"\" =\"\" alt=\"\u3010\u5e72\u8d27\u3011\u9488\u5bf9DNN\u7684\u795e\u7ecf\u7f51\u7edc\u4e2d\u4e0a\u4e0b\u6587\u76f8\u5173\u5904\u7406\u7684\u8fde\u7eed\u5b66\u4e60\u6982\u8ff0 (https:\/\/mushiming.com\/)  \u7b2c9\u5f20\" title=\"\u3010\u5e72\u8d27\u3011\u9488\u5bf9DNN\u7684\u795e\u7ecf\u7f51\u7edc\u4e2d\u4e0a\u4e0b\u6587\u76f8\u5173\u5904\u7406\u7684\u8fde\u7eed\u5b66\u4e60\u6982\u8ff0  \u7b2c9\u5f20-\u7a46\u4e16\u660e\u535a\u5ba2\" 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