{"id":44105,"date":"2023-12-11T15:01:50","date_gmt":"2023-12-11T07:01:50","guid":{"rendered":"https:\/\/wx.kaifamiao.info\/?p=44105"},"modified":"2023-12-11T15:01:50","modified_gmt":"2023-12-11T07:01:50","slug":"%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e5%b8%b8%e7%94%a8%e6%96%b9%e6%b3%95","status":"publish","type":"post","link":"http:\/\/wx.kaifamiao.info\/index.php\/2023\/12\/11\/%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e5%b8%b8%e7%94%a8%e6%96%b9%e6%b3%95\/","title":{"rendered":"\u6df1\u5ea6\u5b66\u4e60\u5e38\u7528\u65b9\u6cd5?"},"content":{"rendered":"

“` <\/p>\n

\u7b54\uff1a\u5168\u8fde\u63a5DNN(\u76f8\u90bb\u5c42\u4e92\u76f8\u8fde\u63a5\uff0c\u5c42\u5185\u65e0\u8fde\u63a5)<\/p>\n

AutoEncoder(\u5c3d\u53ef\u80fd\u8fd8\u539f\u8f93\u5165)\u3001Sparse Coding(\u5728AE\u4e0a\u52a0\u5165L1\u89c4\u8303)\u3001RBM(\u89e3\u51b3\u6982\u7387\u95ee\u9898)—->>\u7279\u5f81\u68c0\u6d4b—->>\u6808\u5f0f\u53e0\u52a0\u8d2a\u5fc3\u8bad\u7ec3<\/p>\n

RBM—->DBM<\/p>\n

\u89e3\u51b3\u5168\u8fde\u63a5DNN\u7684\u5168\u8fde\u63a5\u95ee\u9898—->CNN<\/p>\n

\u89e3\u51b3\u5168\u8fde\u63a5DNN\u7684\u65e0\u6cd5\u5bf9\u65f6\u95f4\u5e8f\u5217\u4e0a\u53d8\u5316\u8fdb\u884c\u5efa\u6a21\u7684\u95ee\u9898—->RNN—-\u89e3\u51b3\u65f6\u95f4\u8f74\u4e0a\u7684\u68af\u5ea6\u6d88\u5931\u95ee\u9898—->>LSTM<\/p>\n

DNN\u662f\u4f20\u7edf\u7684\u5168\u8fde\u63a5\u7f51\u7edc\uff0c\u53ef\u4ee5\u7528\u4e8e\u5e7f\u544a\u70b9\u51fb\u9884\u4f30\uff0c\u63a8\u8350\u7b49\u3002\u5176\u4f7f\u7528embedding\u7684\u65b9\u5f0f\u5c06\u5f88\u591a\u79bb\u6563\u7684\u7279\u5f81\u7f16\u7801\u5230\u795e\u7ecf\u7f51\u7edc\u4e2d\uff0c\u53ef\u4ee5\u5f88\u5927\u7684\u63d0\u5347\u7ed3\u679c<\/p>\n

CNN\u4e3b\u8981\u7528\u4e8e\u8ba1\u7b97\u673a\u89c6\u89c9(Computer Vision)\u9886\u57df\uff0cCNN\u7684\u51fa\u73b0\u4e3b\u8981\u89e3\u51b3\u4e86DNN\u5728\u56fe\u50cf\u9886\u57df\u4e2d\u53c2\u6570\u8fc7\u591a\u7684\u95ee\u9898\u3002\u540c\u65f6\uff0cCNN\u7279\u6709\u7684\u5377\u79ef\uff0c\u6c60\u5316\u3001batch normalization\u3001Inception\u3001ResNet\u3001DeepNet\u7b49\u4e00\u7cfb\u5217\u7684\u53d1\u5c55\u4f7f\u5f97\u5728\u5206\u7c7b\u3001\u7269\u4f53\u68c0\u6d4b\u3001\u4eba\u8138\u8bc6\u522b\u3001\u56fe\u50cf\u5206\u5272\u7b49\u4f17\u591a\u9886\u57df\u6709\u4e86\u957f\u8db3\u7684\u8fdb\u6b65\u3002\u540c\u65f6\uff0cCNN\u4e0d\u4ec5\u5728\u56fe\u50cf\u4e0a\u5e94\u7528\u5f88\u591a\uff0c\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e0a\u4e5f\u9887\u6709\u8fdb\u5c55\uff0c\u73b0\u5728\u5df2\u7ecf\u6709\u57fa\u4e8eCNN\u7684\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u6bd4LSTM\u66f4\u597d\u7684\u6548\u679c\u3002\u5728\u6700\u65b0\u7684AlphaZero\u4e2d\uff0cCNN\u4e2d\u7684ResNet\u4e5f\u662f\u4e24\u79cd\u57fa\u672c\u7b97\u6cd5\u4e4b\u4e00<\/p>\n

GAN\u662f\u4e00\u79cd\u5e94\u7528\u5728\u751f\u6210\u6a21\u578b\u7684\u8bad\u7ec3\u65b9\u6cd5\u73b0\u5728\u6709\u5f88\u591a\u5728CV\u65b9\u9762\u7684\u5e94\u7528\uff0c\u4f8b\u5982\u56fe\u50cf\u7ffb\u8bd1\uff0c\u56fe\u50cf\u8d85\u6e05\u5316\uff0c\u56fe\u50cf\u4fee\u590d\u7b49\u7b49<\/p>\n

RNN\u4e3b\u8981\u5e94\u7528\u4e8eNLP\u9886\u57df\uff0c\u7528\u4e8e\u5904\u7406\u5e8f\u5217\u5230\u5e8f\u5217\u7684\u95ee\u9898\u3002\u666e\u901aRNN\u4f1a\u9047\u5230\u68af\u5ea6\u7206\u70b8\u548c\u68af\u5ea6\u6d88\u5931\u7684\u95ee\u9898\u3002\u6240\u4ee5\u73b0\u5728\u5728NLP\u9886\u57df\uff0c\u4e00\u822c\u4f1a\u4f7f\u7528LSTM\u6a21\u578b\u3002\u5728\u6700\u8fd1\u7684\u673a\u5668\u7ffb\u8bd1\u9886\u57df\uff0cAttention\u4f5c\u4e3a\u4e00\u79cd\u65b0\u7684\u624b\u6bb5\uff0c\u4e5f\u88ab\u5f15\u5165\u8fdb\u6765<\/p>\n

\u9664\u4e86DNN\u3001RNN\u548cCNN\u5916\uff0c\u81ea\u52a8\u7f16\u7801\u5668(AutoEncoder)\u3001\u7a00\u758f\u7f16\u7801(SparseCoding)\u3001\u6df1\u5ea6\u4fe1\u5ff5\u7f51\u7edc(DBM)\u3001\u9650\u5236\u73bb\u5c14\u5179\u66fc(RBM)\u4e5f\u90fd\u6709\u76f8\u5e94\u7684\u7814\u7a76<\/p>\n

\u00a0<\/p>\n

“`<\/p>\n","protected":false},"excerpt":{"rendered":"

“`  \u7b54\uff1a\u5168\u8fde\u63a5DNN(\u76f8\u90bb\u5c42\u4e92\u76f8\u8fde\u63a5\uff0c\u5c42\u5185\u65e0\u8fde\u63a5) AutoEncoder(\u5c3d\u53ef\u80fd\u8fd8 […]<\/p>\n","protected":false},"author":7,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[101],"tags":[],"class_list":["post-44105","post","type-post","status-publish","format-standard","hentry","category-c"],"_links":{"self":[{"href":"http:\/\/wx.kaifamiao.info\/index.php\/wp-json\/wp\/v2\/posts\/44105","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/wx.kaifamiao.info\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/wx.kaifamiao.info\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/wx.kaifamiao.info\/index.php\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"http:\/\/wx.kaifamiao.info\/index.php\/wp-json\/wp\/v2\/comments?post=44105"}],"version-history":[{"count":1,"href":"http:\/\/wx.kaifamiao.info\/index.php\/wp-json\/wp\/v2\/posts\/44105\/revisions"}],"predecessor-version":[{"id":44106,"href":"http:\/\/wx.kaifamiao.info\/index.php\/wp-json\/wp\/v2\/posts\/44105\/revisions\/44106"}],"wp:attachment":[{"href":"http:\/\/wx.kaifamiao.info\/index.php\/wp-json\/wp\/v2\/media?parent=44105"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/wx.kaifamiao.info\/index.php\/wp-json\/wp\/v2\/categories?post=44105"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/wx.kaifamiao.info\/index.php\/wp-json\/wp\/v2\/tags?post=44105"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}