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class=\"wp-block-list\">\n<li><strong>\u6807\u6ce8\u6d41\u7a0b<\/strong>\uff1a\u5b89\u6392\u4e13\u4e1a\u7684\u6807\u6ce8\u4eba\u5458\u8fdb\u884c\u6807\u6ce8\u5de5\u4f5c\uff0c\u6807\u6ce8\u8fc7\u7a0b\u4e2d\u4e25\u683c\u9075\u5faa\u6807\u6ce8\u89c4\u8303\uff0c\u786e\u4fdd\u6807\u6ce8\u7684\u51c6\u786e\u6027\u548c\u4e00\u81f4\u6027\u3002\u5efa\u7acb\u6807\u6ce8\u5ba1\u6838\u673a\u5236\uff0c\u5bf9\u6807\u6ce8\u7ed3\u679c\u8fdb\u884c\u62bd\u67e5\u548c\u5ba1\u6838\uff0c\u53ca\u65f6\u7ea0\u6b63\u6807\u6ce8\u9519\u8bef\u3002\u4f8b\u5982\uff0c\u5bf9\u4e8e\u6bcf\u4e00\u5f20\u6807\u6ce8\u540e\u7684\u56fe\u50cf\uff0c\u5b89\u6392\u53e6\u4e00\u540d\u6807\u6ce8\u4eba\u5458\u8fdb\u884c\u590d\u68c0\uff0c\u786e\u4fdd\u4e2a\u4f53\u6807\u8bc6\u548c\u4f4d\u7f6e\u6807\u6ce8\u7684\u51c6\u786e\u6027\u3002\u200b<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e94\u3001\u6a21\u578b\u8bad\u7ec3\u4e0e\u4f18\u5316\u200b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff08\u4e00\uff09\u8bad\u7ec3\u7b56\u7565\u200b<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u8fc1\u79fb\u5b66\u4e60<\/strong>\uff1a\u7531\u4e8e\u8bad\u7ec3\u4e00\u4e2a\u5168\u65b0\u7684 CNN \u6a21\u578b\u9700\u8981\u5927\u91cf\u7684\u65f6\u95f4\u548c\u8ba1\u7b97\u8d44\u6e90\uff0c\u56e0\u6b64\u91c7\u7528\u8fc1\u79fb\u5b66\u4e60\u7684\u65b9\u6cd5\u3002\u5229\u7528\u5728\u5927\u89c4\u6a21\u56fe\u50cf\u6570\u636e\u96c6\uff08\u5982 ImageNet\uff09\u4e0a\u9884\u8bad\u7ec3\u597d\u7684 CNN \u6a21\u578b\u4f5c\u4e3a\u57fa\u7840\uff0c\u5c06\u5176\u53c2\u6570\u8fc1\u79fb\u5230\u591a\u732b\u8bc6\u522b\u4efb\u52a1\u4e2d\u3002\u901a\u8fc7\u5728\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u57fa\u7840\u4e0a\u8fdb\u884c\u5fae\u8c03\uff0c\u80fd\u591f\u5feb\u901f\u63d0\u9ad8\u6a21\u578b\u5728\u591a\u732b\u8bc6\u522b\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\uff0c\u51cf\u5c11\u8bad\u7ec3\u65f6\u95f4\u548c\u6570\u636e\u9700\u6c42\u3002\u200b<\/li>\n<\/ol>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u589e\u5f3a<\/strong>\uff1a\u9488\u5bf9\u591a\u732b\u8bc6\u522b\u4e2d\u53ef\u80fd\u51fa\u73b0\u7684\u5c0f\u6837\u672c\u95ee\u9898\uff08\u67d0\u4e9b\u732b\u54aa\u7684\u6837\u672c\u6570\u91cf\u8f83\u5c11\uff09\uff0c\u91c7\u7528\u6570\u636e\u589e\u5f3a\u6280\u672f\u6765\u589e\u52a0\u6837\u672c\u6570\u91cf\u3002\u6570\u636e\u589e\u5f3a\u7684\u65b9\u6cd5\u5305\u62ec\u5bf9\u56fe\u50cf\u8fdb\u884c\u65cb\u8f6c\u3001\u7f29\u653e\u3001\u7ffb\u8f6c\u3001\u6dfb\u52a0\u566a\u58f0\u3001\u8272\u5f69\u53d8\u6362\u7b49\u64cd\u4f5c\u3002\u901a\u8fc7\u6570\u636e\u589e\u5f3a\uff0c\u53ef\u4ee5\u751f\u6210\u66f4\u591a\u7684\u8bad\u7ec3\u6837\u672c\uff0c\u63d0\u9ad8\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u51cf\u5c11\u8fc7\u62df\u5408\u73b0\u8c61\u3002\u200b<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\uff08\u4e8c\uff09\u4f18\u5316\u7b97\u6cd5\u200b<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u968f\u673a\u68af\u5ea6\u4e0b\u964d\uff08SGD\uff09<\/strong>\uff1aSGD \u662f\u4e00\u79cd\u5e38\u7528\u7684\u4f18\u5316\u7b97\u6cd5\uff0c\u901a\u8fc7\u8ba1\u7b97\u635f\u5931\u51fd\u6570\u5bf9\u6a21\u578b\u53c2\u6570\u7684\u68af\u5ea6\uff0c\u5e76\u6cbf\u7740\u68af\u5ea6\u53cd\u65b9\u5411\u66f4\u65b0\u53c2\u6570\uff0c\u4ee5\u6700\u5c0f\u5316\u635f\u5931\u51fd\u6570\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u53ef\u4ee5\u91c7\u7528\u52a8\u91cf\uff08Momentum\uff09\u3001\u81ea\u9002\u5e94\u5b66\u4e60\u7387\u8c03\u6574\u7b49\u6280\u672f\u6765\u6539\u8fdb SGD \u7684\u6027\u80fd\uff0c\u52a0\u5feb\u6536\u655b\u901f\u5ea6\u3002\u200b<\/li>\n<\/ol>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>Adam \u7b97\u6cd5<\/strong>\uff1aAdam \u7b97\u6cd5\u7ed3\u5408\u4e86 SGD 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class=\"wp-block-paragraph\">\u901a\u8fc7\u7f51\u683c\u641c\u7d22\u3001\u968f\u673a\u641c\u7d22\u7b49\u65b9\u6cd5\u5bf9\u6a21\u578b\u7684\u8d85\u53c2\u6570\u8fdb\u884c\u8c03\u6574\uff0c\u5982\u5b66\u4e60\u7387\u3001\u6279\u91cf\u5927\u5c0f\u3001\u5377\u79ef\u5c42\u6570\u91cf\u3001\u6ee4\u6ce2\u5668\u6570\u91cf\u3001\u5168\u8fde\u63a5\u5c42\u795e\u7ecf\u5143\u6570\u91cf\u7b49\u3002\u901a\u8fc7\u5b9e\u9a8c\u4e0d\u540c\u7684\u8d85\u53c2\u6570\u7ec4\u5408\uff0c\u627e\u5230\u6700\u4f18\u7684\u8d85\u53c2\u6570\u914d\u7f6e\uff0c\u4ee5\u63d0\u9ad8\u6a21\u578b\u7684\u8bc6\u522b\u7cbe\u5ea6\u548c\u6cdb\u5316\u80fd\u529b\u3002\u200b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u516d\u3001\u7cfb\u7edf\u67b6\u6784\u8bbe\u8ba1\u200b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff08\u4e00\uff09\u56fe\u50cf\u91c7\u96c6\u6a21\u5757\u200b<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u786c\u4ef6\u8bbe\u5907<\/strong>\uff1a\u4f7f\u7528\u9ad8\u6e05\u6444\u50cf\u5934\uff08\u5982\u7f51\u7edc\u6444\u50cf\u5934\u3001\u5de5\u4e1a\u6444\u50cf\u5934\u7b49\uff09\u8fdb\u884c\u5b9e\u65f6\u56fe\u50cf\u91c7\u96c6\u3002\u5728\u5ba0\u7269\u5bb6\u5ead\u573a\u666f\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528\u666e\u901a\u7684\u7f51\u7edc\u6444\u50cf\u5934\uff1b\u5728\u52a8\u7269\u56ed\u3001\u5ba0\u7269\u533b\u9662\u7b49\u5927\u578b\u573a\u6240\uff0c\u53ef\u4ee5\u90e8\u7f72\u591a\u4e2a\u6444\u50cf\u5934\uff0c\u5b9e\u73b0\u5bf9\u4e0d\u540c\u533a\u57df\u7684\u8986\u76d6\u3002\u200b<\/li>\n<\/ol>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>\u63a5\u53e3\u8bbe\u8ba1<\/strong>\uff1a\u6444\u50cf\u5934\u901a\u8fc7 USB\u3001\u7f51\u7edc\u7b49\u63a5\u53e3\u4e0e\u7cfb\u7edf\u76f8\u8fde\uff0c\u5c06\u91c7\u96c6\u5230\u7684\u56fe\u50cf\u5b9e\u65f6\u4f20\u8f93\u5230\u9884\u5904\u7406\u6a21\u5757\u3002\u200b<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\uff08\u4e8c\uff09\u9884\u5904\u7406\u6a21\u5757\u200b<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u56fe\u50cf\u964d\u566a<\/strong>\uff1a\u91c7\u7528\u4e2d\u503c\u6ee4\u6ce2\u3001\u9ad8\u65af\u6ee4\u6ce2\u7b49\u65b9\u6cd5\u5bf9\u91c7\u96c6\u5230\u7684\u56fe\u50cf\u8fdb\u884c\u964d\u566a\u5904\u7406\uff0c\u53bb\u9664\u56fe\u50cf\u4e2d\u7684\u566a\u58f0\u5e72\u6270\uff0c\u63d0\u9ad8\u56fe\u50cf\u8d28\u91cf\u3002\u200b<\/li>\n<\/ol>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>\u56fe\u50cf\u5f52\u4e00\u5316<\/strong>\uff1a\u5c06\u56fe\u50cf\u7684\u5c3a\u5bf8\u8c03\u6574\u4e3a\u6a21\u578b\u8f93\u5165\u8981\u6c42\u7684\u56fa\u5b9a\u5927\u5c0f\uff08\u5982 224&#215;224 \u50cf\u7d20\uff09\uff0c\u5e76\u5bf9\u50cf\u7d20\u503c\u8fdb\u884c\u5f52\u4e00\u5316\u5904\u7406\uff08\u5982\u5c06\u50cf\u7d20\u503c\u7f29\u653e\u5230 [0,1] 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class=\"wp-block-list\">\n<li><strong>\u79d1\u7814\u89c2\u6d4b<\/strong>\uff1a\u5bf9\u4e8e\u732b\u54aa\u7684\u884c\u4e3a\u5b66\u7814\u7a76\u3001\u751f\u6001\u5b66\u7814\u7a76\u7b49\uff0c\u591a\u732b\u8bc6\u522b\u7cfb\u7edf\u53ef\u4ee5\u5b9e\u73b0\u5bf9\u732b\u54aa\u4e2a\u4f53\u7684\u957f\u671f\u8ffd\u8e2a\u548c\u89c2\u6d4b\uff0c\u4e3a\u79d1\u7814\u4eba\u5458\u63d0\u4f9b\u51c6\u786e\u7684\u6570\u636e\u652f\u6301\u3002\u200b<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\uff08\u4e09\uff09\u5ba0\u7269\u533b\u9662\u200b<\/p>\n\n\n\n<ol start=\"1\" 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