{"id":226,"date":"2014-12-30T20:56:24","date_gmt":"2014-12-30T12:56:24","guid":{"rendered":"http:\/\/planckscale.info\/?p=226"},"modified":"2015-01-06T08:53:10","modified_gmt":"2015-01-06T00:53:10","slug":"graphlab-create%e4%bd%bf%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e5%8f%98%e7%9a%84%e8%b6%85%e7%ba%a7%e7%ae%80%e5%8d%95%e8%b6%85%e7%ba%a7%e5%bc%ba%e5%a4%a7","status":"publish","type":"post","link":"https:\/\/mindspectrum.xyz\/en\/2014\/12\/30\/graphlab-create%e4%bd%bf%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e5%8f%98%e7%9a%84%e8%b6%85%e7%ba%a7%e7%ae%80%e5%8d%95%e8%b6%85%e7%ba%a7%e5%bc%ba%e5%a4%a7\/","title":{"rendered":"GraphLab Create\u4f7f\u6df1\u5ea6\u5b66\u4e60\u66f4easy"},"content":{"rendered":"<h5><strong>\u7248\u6743\u58f0\u660e\uff1a\u672c\u6587\u7cfb\u672c\u7ad9\u4f5c\u8005\u81ea\u5df1\u7ffb\u8bd1\u6574\u7406\uff0c\u6b22\u8fce\u8f6c\u8f7d\uff0c\u4f46\u8f6c\u8f7d\u8bf7\u4ee5\u8d85\u94fe\u63a5\u5f62\u5f0f\u6ce8\u660e\u6587\u7ae0\u6765\u6e90(<a href=\"https:\/\/mindspectrum.xyz\/\" target=\"_blank\">planckscale.info<\/a>)\u3001\u4f5c\u8005\u4fe1\u606f\u548c\u672c\u58f0\u660e\uff0c\u5426\u5219\u5c06\u8ffd\u7a76\u6cd5\u5f8b\u8d23\u4efb\u3002<\/strong><\/h5>\n<p>\u6d88\u606f\u6765\u6e90\uff1a\u00a0<a href=\"http:\/\/blog.graphlab.com\/deep-learning-blog-post\" target=\"_blank\">GraphLab Create\u5173\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u4e00\u7bc7\u535a\u6587<\/a><\/p>\n<p>\u673a\u5668\u5b66\u4e60\u7684\u4e00\u4e2a\u6838\u5fc3\u76ee\u6807\u662f\u5bf9\u8f93\u5165\u6570\u636e\u8fdb\u884c\u5206\u7c7b\u3002\u4f8b\u5982\u4e00\u4e2a\u8bad\u7ec3\u597d\u7684\u5206\u7c7b\u5668\uff0c\u8f93\u5165\u4e00\u5f20\u56fe\u7247\u4fbf\u53ef\u9884\u6d4b\u8fd9\u5f20\u56fe\u4e2d\u662f\u72d7\u8fd8\u732b\u3002<\/p>\n<p><a href=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/dl_simpleclassifier.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-240\" src=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/dl_simpleclassifier-252x300.jpg\" alt=\"dl_simpleclassifier\" width=\"252\" height=\"300\" srcset=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/dl_simpleclassifier-252x300.jpg 252w, https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/dl_simpleclassifier.jpg 336w\" sizes=\"auto, (max-width: 252px) 100vw, 252px\" \/><\/a><\/p>\n<p>\u7528\u6765\u5206\u7c7b\u7684\u65b9\u6cd5\u6709\u5f88\u591a\uff0c\u652f\u6301\u5411\u91cf\u673a\u3001\u903b\u8f91\u56de\u5f52\u3001\u6df1\u5ea6\u5b66\u4e60\u7b49\u3002\u6700\u8fd1\u6df1\u5ea6\u5b66\u4e60\u5982\u65e5\u4e2d\u5929\uff0c\u867d\u7136\u5f88\u5f3a\u5927\uff0c\u4f46\u5176\u8bad\u7ec3\u8d77\u6765\u5374\u662f\u6602\u8d35\u7684\uff0c\u8d39\u65f6\u8d39\u529b\u3002\u4f60\u9700\u8981\u786e\u5b9a\u7f51\u7edc\u591a\u5c11\u5c42\uff0c\u9700\u8981\u786e\u5b9a\u6bcf\u5c42\u591a\u5c11\u4e2a\u8282\u70b9\uff0c\u9700\u8981\u521d\u59cb\u5316\u6a21\u578b\u7684\u53c2\u6570\u7b49\u7b49\u3002\u7b80\u5355\u6765\u8bf4\uff0c\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5c31\u50cf\u4e00\u4e2a\u5e26\u6709\u5f88\u591a\u65cb\u94ae\u548c\u8868\u76d8\u7684\u673a\u5668\uff0c\u8fd9\u4e9b\u65cb\u94ae\u548c\u8868\u76d8\u4f60\u6ca1\u8c03\u597d\u5b83\u5c31\u7f62\u5de5\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-227\" src=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/2-297x300.jpg\" alt=\"2\" width=\"297\" height=\"300\" srcset=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/2-297x300.jpg 297w, https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/2.jpg 390w\" sizes=\"auto, (max-width: 297px) 100vw, 297px\" \/><\/p>\n<p>\u6700\u65b0\u53d1\u5e03\u7684GraphLab Create 1.1\u00a0\u53ca1.2\u4f7f\u6df1\u5ea6\u5b66\u4e60\u53d8\u5f97\u8d85\u7ea7\u7b80\u5355\u3002\u5b83\u4e0d\u9700\u8981\u4f60\u81ea\u5df1\u5728\u9009\u62e9\u6a21\u578b\u548c\u8c03\u53c2\u4e0a\u6210\u4e3a\u4e13\u5bb6\uff0c\u5c31\u53ef\u4ee5\u73a9\u8f6c\u795e\u7ecf\u7f51\u7edc\u3002\u57fa\u4e8e\u8f93\u5165\u6570\u636e\uff0c<a href=\"http:\/\/graphlab.com\/products\/create\/docs\/generated\/graphlab.neuralnet_classifier.create.html#graphlab.neuralnet_classifier.create\" target=\"_blank\">neuralnet_classifier.create()<\/a>\u51fd\u6570\u9009\u62e9\u4e00\u4e2a\u7f51\u7edc\u67b6\u6784\u5e76\u8bbe\u7f6e\u5408\u7406\u7684\u53c2\u6570\u503c\u3002\u5728MNIST\u4e0a\u6d4b\u8bd5\uff1a<\/p>\n<p><a href=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/3.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-228 size-full\" src=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/3.png\" alt=\"3\" width=\"715\" height=\"72\" srcset=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/3.png 715w, https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/3-300x30.png 300w, https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/3-624x63.png 624w\" sizes=\"auto, (max-width: 715px) 100vw, 715px\" \/><\/a><\/p>\n<p>\u5728\u6d4b\u8bd5\u96c6\u4e0a\u8bc4\u4f30\u8fd9\u4e2a\u6a21\u578b\uff1a<\/p>\n<p><a href=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/4.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-229 size-full\" src=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/4.png\" alt=\"4\" width=\"716\" height=\"561\" srcset=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/4.png 716w, https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/4-300x235.png 300w, https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/4-624x489.png 624w\" sizes=\"auto, (max-width: 716px) 100vw, 716px\" \/><\/a><\/p>\n<p>\u7ed3\u679c\u8fbe\u5230\u4e8698%\u7684\u7cbe\u5ea6\u3002\u5be5\u5be5\u51e0\u884c\u4ee3\u7801\uff0c\u6df1\u5ea6\u5b66\u4e60\u5c31\u8fd9\u4e48\u7b80\u5355\u3002<\/p>\n<p>\u8fd9\u6837\u8fd8\u4e0d\u591f\uff0cGraphLab Create\u8fd8\u8981\u6c42\u8981\u4f7f\u6df1\u5ea6\u5b66\u4e60\u53d8\u5f97\u66f4\u7b80\u5355\u3002\u5c3d\u7ba1GraphLab Create\u80fd\u9009\u62e9\u8f83\u597d\u7684\u7f51\u7edc\u67b6\u6784\u548c\u53c2\u6570\uff0c\u4f46\u8fd9\u79cd\u81ea\u52a8\u5316\u5904\u7406\u5f80\u5f80\u662f\u4e0d\u591f\u7684\u3002\u4f18\u5316\u8bbe\u7f6e\u5f80\u5f80\u662f\u6781\u7aef\u5177\u4f53\u7684\u95ee\u9898\uff0c\u6ca1\u6709\u597d\u7684\u76f4\u89c9\u3001\u6ca1\u6709\u8db3\u591f\u4e30\u5bcc\u7684\u7ecf\u9a8c\u3001\u6ca1\u6709\u5f88\u591aPhD\u5b66\u751f\u7684\u8bdd\u8fd9\u4e2a\u95ee\u9898\u5f88\u96be\u89e3\u51b3\u3002<\/p>\n<p>\u5176\u5b9e\u5e76\u975e\u6240\u6709\u95ee\u9898\u90fd\u5f97\u4ece\u5934\u5f00\u59cb\u53bb\u8bad\u7ec3\u4e00\u4e2a\u6df1\u5ea6\u6a21\u578b\uff0c\u518d\u8005\u8bf4\uff0c\u4f60\u8981\u89e3\u51b3\u7684\u95ee\u9898\u4e5f\u5e76\u4e0d\u7279\u6b8a\uff0c\u5b83\u4e0e\u4e00\u4e9b\u5df2\u7ecf\u89e3\u51b3\u7684\u95ee\u9898\u591a\u5c11\u6709\u5173\u8054\u3002\u62ff\u5206\u7c7b\u732b\u72d7\u7684\u4f8b\u5b50\uff0c\u6700\u6709\u540d\u7684\u6570\u636e\u96c6ImageNet\uff0cDNN\u8868\u73b0\u6700\u4f18\u5f02\uff0c\u5176\u8bad\u7ec3\u7684\u6a21\u578b\u53ef\u5c06\u8f93\u5165\u4ece\u4e00\u5343\u79cd\u7c7b\u522b\u4e2d\u5206\u8fa8\u51fa\u5176\u5c5e\u4e8e\u54ea\u4e00\u7c7b\u3002\u5206\u8fa8\u72ee\u5b50\u548c\u72d0\u72f8\u7c7b\u522b\u7684\u90a3\u4e9b\u7279\u5f81\u96be\u9053\u5bf9\u5206\u8fa8\u732b\u72d7\u6ca1\u7528?<\/p>\n<p>\u5f53\u7136\u6709\u7528\u3002\u901a\u8fc7\u7b80\u5355\u79fb\u9664DNN\u7684\u8f93\u51fa\u5c42\uff0c\u5c06\u4f20\u64ad\u5230\u8f93\u51fa\u5c42\u7684\u4fe1\u53f7\u4f5c\u4e3a\u7279\u5f81\u5582\u7ed9\u4efb\u4f55\u4e00\u79cd\u5206\u7c7b\u5668\u4fbf\u53ef\u89e3\u51b3\u6211\u4eec\u533a\u5206\u732b\u72d7\u7684\u4efb\u52a1\u3002\u6b65\u9aa4\u5982\u4e0b\uff1a<\/p>\n<p>\u7b2c\u4e00\u6b65\uff1a\u5728\u4e00\u4e2a\u8d85\u5927\u7684\u901a\u7528\u7684\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u4e00\u4e2aDNN\u5206\u7c7b\u5668\u3002\u6700\u597d\u7684\u4f8b\u5b50\u662fImageNet,1000\u79cd\u7c7b\u522b120\u4e07\u5f20\u56fe\u7247\u3002GraphLab\u62e5\u6709\u5728ImageNet\u4e0a\u8bad\u7ec3\u597d\u7684\u6a21\u578b\uff0c\u56e0\u6b64\u5f53\u4f60\u5e94\u7528\u7684\u65f6\u5019\u53ef\u4ee5\u8df3\u8fc7\u8fd9\u4e00\u6b65\uff0c\u53ea\u9700\u4e0b\u8f7d\u8fd9\u4e2a\u6a21\u578b\uff1a<\/p>\n<h6>gl.load_model(&#8216;http:\/\/s3.amazonaws.com\/GraphLab-Datasets\/deeplearning\/imagenet_model_iter45&#8217;)<\/h6>\n<p>\u7b2c\u4e8c\u6b65\uff1aDNN\u6bcf\u4e00\u5c42\u7684\u8f93\u51fa\u53ef\u4ee5\u770b\u4f5c\u6bcf\u5f20\u56fe\u50cf\u7684\u4e00\u4e2a\u6709\u610f\u4e49\u7684\u5411\u91cf\u8868\u793a\u3002\u5bf9\u4f60\u4efb\u52a1\u4e2d\u7684\u56fe\u50cf\uff0c\u63d0\u53d6\u8f93\u51fa\u5c42\u524d\u9762\u90a3\u5c42\u7684\u7279\u5f81\u5411\u91cf\u3002<\/p>\n<p>\u7b2c\u4e09\u6b65\uff1a\u4ee5\u8fd9\u4e9b\u7279\u5f81\u4f5c\u4e3a\u8f93\u5165\uff0c\u8bad\u7ec3\u4e00\u4e2a\u9488\u5bf9\u4f60\u81ea\u5df1\u4efb\u52a1\u7684\u65b0\u7684\u5206\u7c7b\u5668\u3002<\/p>\n<p>\u4e4d\u4e00\u770b\u53ef\u80fd\u89c9\u5f97\u8fd9\u6837\u6bd4\u8bad\u7ec3\u4e00\u4e2aDNN\u66f4\u590d\u6742\u3002\u5176\u5b9e\u4e0d\u7136\uff0c\u7b2c\u4e00\u6b65\u53ef\u5728\u5f88\u591a\u4e0d\u540c\u7684\u95ee\u9898\u4e0a\u590d\u7528\uff0c\u800c\u4e14GraphLab\u7ed9\u4f60\u63d0\u4f9b\u4e86\u8fd9\u4e2a\u6a21\u578b\uff0c\u6240\u4ee5\u5e76\u4e0d\u9700\u8981\u4f60\u81ea\u5df1\u53bb\u8bad\u7ec3\u3002\u7b2c\u4e8c\u6b65\u7528GraphLab\u7684API\u5c31\u53ef\u641e\u5b9a\u3002\u7b2c\u4e09\u6b65\u968f\u4fbf\u4e00\u4e2a\u6bd4\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7b80\u5355\u7684\u5206\u7c7b\u5668\u90fd\u53ef\u884c\u3002\u8fd9\u6837\u4e00\u5957\u6d41\u7a0b\u4e0b\u6765\uff0c\u65e0\u9700\u8c03\u53c2\u3001\u8bad\u7ec3\u66f4\u5feb\u3001\u6548\u679c\u66f4\u597d\uff0c\u5373\u4f7f\u6709\u65f6\u8bad\u7ec3\u6570\u636e\u4e0d\u591f\u4e5f\u4e0d\u5f71\u54cd\u3002\u53e6\u5916\uff0c\u5373\u4fbf\u4f60\u7684\u7b2c\u4e09\u6b65\u5206\u7c7b\u4efb\u52a1\u4e0e\u7b2c\u4e00\u6b65\u8bad\u7ec3\u7684\u4efb\u52a1\u76f8\u5bf9\u65e0\u5173\uff0c\u6b64\u65b9\u6cd5\u6548\u679c\u4f9d\u7136\u5f88\u597d\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-230\" src=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/5-300x287.jpg\" alt=\"5\" width=\"300\" height=\"287\" srcset=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/5-300x287.jpg 300w, https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/5.jpg 540w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u8fd8\u662f\u5206\u7c7b\u732b\u548c\u72d7\uff1a<\/p>\n<p>\u7b2c\u4e00\u6b65\uff0c\u4e0b\u8f7d\u5728ImageNet\u4e0a\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u3002<\/p>\n<p><a href=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/6.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-231 size-full\" src=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/6.png\" alt=\"6\" width=\"712\" height=\"69\" srcset=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/6.png 712w, https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/6-300x29.png 300w, https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/6-624x60.png 624w\" sizes=\"auto, (max-width: 712px) 100vw, 712px\" \/><\/a><\/p>\n<p>\u800c\u540e\u4e0b\u8f7d\u72d7\u548c\u732b\u7684\u56fe\u50cf\u3002\u56e0\u539f\u59cbImageNet\u6a21\u578b\u5728256x256x3\u7684\u56fe\u50cf\u4e0a\u8bad\u7ec3\uff0c\u6240\u4ee5\u8fd9\u91cc\u8c03\u6574\u4e86\u4e00\u4e0b\u56fe\u50cf\u5927\u5c0f\u3002<\/p>\n<p><a href=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/7.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-232 size-full\" src=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/7.png\" alt=\"7\" width=\"712\" height=\"69\" srcset=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/7.png 712w, https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/7-300x29.png 300w, https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/7-624x60.png 624w\" sizes=\"auto, (max-width: 712px) 100vw, 712px\" \/><\/a><\/p>\n<p>\u7b2c\u4e8c\u6b65\uff0c\u63d0\u53d6\u7279\u5f81<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-233 size-full\" src=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/8.png\" alt=\"8\" width=\"712\" height=\"71\" srcset=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/8.png 712w, https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/8-300x30.png 300w, https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/8-624x62.png 624w\" sizes=\"auto, (max-width: 712px) 100vw, 712px\" \/><\/p>\n<p>\u7b2c\u4e09\u6b65\uff0c\u8bad\u7ec3\u4e00\u4e2a\u7b80\u5355\u7684\u5206\u7c7b\u5668<\/p>\n<p><a href=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/9.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-234 size-full\" src=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/9.png\" alt=\"9\" width=\"715\" height=\"93\" srcset=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/9.png 715w, https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/9-300x39.png 300w, https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/9-624x81.png 624w\" sizes=\"auto, (max-width: 715px) 100vw, 715px\" \/><\/a><\/p>\n<p>\u4e3a\u770b\u6548\u679c\uff0c\u505a\u4e2a\u8bc4\u4f30\uff1a<\/p>\n<p><a href=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/10.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-235 size-full\" src=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/10.png\" alt=\"\" width=\"713\" height=\"377\" srcset=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/10.png 713w, https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/10-300x159.png 300w, https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/10-624x330.png 624w\" sizes=\"auto, (max-width: 713px) 100vw, 713px\" 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\/><\/a><\/p>\n<p>\u7cbe\u5ea6\u4ec560%\u3002\u5f88\u660e\u663e\uff0c\u63d0\u53d6\u7279\u5f81\u7ed3\u5408\u7b80\u5355\u7684\u5206\u7c7b\u5668\u7684\u65b9\u6cd5\u8d85\u7ea7\u5f3a\u608d\u3002<\/p>\n<p>\u4e3a\u4e86\u786e\u4fdd\u6b64\u65b9\u6cd5\u5177\u6709\u901a\u7528\u6027\uff0c\u5728CIFAR-10\u4e0a\u9a8c\u8bc1\u3002CIFAR\u67096\u4e07\u5f2032&#215;32\u7684\u56fe\u50cf\uff0c\u603b\u5171\u5206\u4e3a10\u7c7b\uff0c5\u4e07\u5f20\u8bad\u7ec3\u56fe\u50cf\uff0c\u4e00\u4e07\u5f20\u6d4b\u8bd5\u56fe\u50cf\u3002\u5c11\u91cf\u4f8b\u56fe\u5982\u4e0b\uff1a<\/p>\n<p><a href=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/12.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-237\" src=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/12-300x232.png\" alt=\"12\" width=\"300\" height=\"232\" srcset=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/12-300x232.png 300w, https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/12.png 470w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p>\u91cd\u590d\u4e0a\u8ff0\u6b65\u9aa4\uff1a<\/p>\n<p><a href=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/13.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-238 size-full\" src=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/13.png\" alt=\"13\" width=\"714\" height=\"270\" srcset=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/13.png 714w, https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/13-300x113.png 300w, https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/13-624x236.png 624w\" sizes=\"auto, (max-width: 714px) 100vw, 714px\" \/><\/a><\/p>\n<p>\u505a\u8bc4\u4f30\uff1a<\/p>\n<p><a href=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/14.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-239 size-full\" src=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/14.png\" alt=\"14\" width=\"716\" height=\"521\" srcset=\"https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/14.png 716w, https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/14-300x218.png 300w, https:\/\/mindspectrum.xyz\/wp-content\/uploads\/2014\/12\/14-624x454.png 624w\" sizes=\"auto, (max-width: 716px) 100vw, 716px\" \/><\/a><\/p>\n<p>\u7cbe\u5ea6\u63a5\u8fd195%\u3002\u4e8b\u5b9e\u4e0a\uff0c\u8fd9\u4e2a\u7ed3\u679c\u6bd4\u5df2\u516c\u5e03\u7684\u4efb\u4f55\u7ed3\u679c\u90fd\u597d\uff0c\u4e14\u770b\u9f50Kaggle\u7ade\u8d5b\u4e2d\u83b7\u80dc\u7684\u7ed3\u679c\u3002\u4eba\u7c7b\u7684\u8bc6\u522b\u7cbe\u5ea6\u624d94%\u3002<\/p>\n<p>Graph 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