{"id":157,"date":"2016-05-02T03:30:55","date_gmt":"2016-05-02T03:30:55","guid":{"rendered":"http:\/\/blogs.softwareclue.com\/?p=157"},"modified":"2016-05-02T03:30:55","modified_gmt":"2016-05-02T03:30:55","slug":"cmu%e5%a4%a7%e5%b8%88%e5%af%b9%e8%bd%af%e4%bb%b6%e5%b7%a5%e7%a8%8b%e5%b8%88%e7%9a%84%e7%b3%bb%e7%bb%9f%e5%bb%ba%e8%ae%ae","status":"publish","type":"post","link":"http:\/\/blog.softwareclues.com\/zh\/cmu%e5%a4%a7%e5%b8%88%e5%af%b9%e8%bd%af%e4%bb%b6%e5%b7%a5%e7%a8%8b%e5%b8%88%e7%9a%84%e7%b3%bb%e7%bb%9f%e5%bb%ba%e8%ae%ae","title":{"rendered":"CMU\u5927\u5e08\u5bf9\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u7684\u7cfb\u7edf\u5efa\u8bae"},"content":{"rendered":"<p><em id=\"post-date\" class=\"rich_media_meta rich_media_meta_text\">2016-04-16<\/em> <em class=\"rich_media_meta rich_media_meta_text\">\u65b0\u667a\u5143<\/em> <span class=\"rich_media_meta rich_media_meta_text rich_media_meta_nickname\">\u65b0\u667a\u5143<\/span><\/p>\n<section>\u00a0\u65b0\u667a\u5143\u7ffb\u8bd11<\/p>\n<\/section>\n<p><strong>\u6765\u6e90\uff1aQuora<\/strong><\/p>\n<p><strong>\u3010\u65b0\u667a\u5143\u5bfc\u8bfb\u3011<\/strong>\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u60f3\u5b66\u673a\u5668\u5b66\u4e60\uff0c\u6709\u4ec0\u4e48\u597d\u5efa\u8bae\uff1f\u673a\u5668\u5b66\u4e60\u4e13\u5bb6\u3001\u5361\u8010\u57fa\u6885\u9686\u5927\u5b66\u6559\u6388\u30011-Page\u516c\u53f8\u9996\u5e2d\u79d1\u5b66\u5bb6 Alex Smola \u5728\u00a0Quora \u4e0a\u7ed9\u51fa\u4e86\u7cfb\u7edf\u3001\u5177\u4f53\u7684\u56de\u7b54\uff0c\u8fd8\u5217\u51fa\u4e86\u63a8\u8350\u56fe\u4e66\u548c\u8bba\u6587\u3002\u5f53\u7136\uff0c\u5982\u679c\u4f60\u8ba4\u4e3a\u8fd8\u6709\u5176\u4ed6\u503c\u5f97\u63a8\u8350\u7684\u5185\u5bb9\uff0c\u7559\u4e0b\u8bc4\u8bba\uff0c\u6b22\u8fce\u8865\u5145\uff01<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/mmbiz.qpic.cn\/mmbiz\/UicQ7HgWiaUb3PKETzfyybkdZiaKIKQogx2aG2Ys4cscpxc3wRXkhabUW1FBZQzpQCibfHEoFibg21qWCKnZsflExXw\/640?wx_fmt=jpeg&amp;wxfrom=5&amp;wx_lazy=1\" data-s=\"300,640\" data-type=\"jpeg\" data-src=\"http:\/\/mmbiz.qpic.cn\/mmbiz\/UicQ7HgWiaUb3PKETzfyybkdZiaKIKQogx2aG2Ys4cscpxc3wRXkhabUW1FBZQzpQCibfHEoFibg21qWCKnZsflExXw\/0?wx_fmt=jpeg\" data-ratio=\"0.4784172661870504\" data-w=\"\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u95ee\u9898\uff1a<\/strong>\u4f60\u5bf9\u60f3\u8981\u5b66\u4e60\u673a\u5668\u5b66\u4e60\u7684\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u6709\u54ea\u4e9b\u5efa\u8bae\uff1f\uff08What would be your advice to a software engineer who wants to learn machine learning?\uff09<\/p>\n<p><strong>Alex Smola:\u00a0<\/strong>\u8fd9 \u5f88\u5927\u7a0b\u5ea6\u4e0a\u53d6\u51b3\u4e8e\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u7684\u80cc\u666f\u53ca\u5176\u5177\u4f53\u60f3\u638c\u63e1\u673a\u5668\u5b66\u4e60\u7684\u54ea\u90e8\u5206\u77e5\u8bc6\u3002\u7b80\u800c\u8a00\u4e4b\uff0c\u6211\u4eec\u4ee5\u4e00\u540d\u62e5\u6709\u56db\u5e74\u672c\u79d1\u5b66\u4f4d\u548c\u4e00\u5230\u4e24\u5e74\u884c\u4e1a\u7ecf\u9a8c\u7684\u521d\u7ea7\u7a0b\u5e8f\u5458\u4e3a\u4f8b\uff0c\u5e76\u5047 \u8bbe\u8fd9\u4f4d\u7a0b\u5e8f\u5458\u5e0c\u671b\u5b66\u4e60\u8ba1\u7b97\u5e7f\u544a\u5b66\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u56fe\u50cf\u5206\u6790\u3001\u793e\u4ea4\u7f51\u7edc\u4ee5\u53ca\u641c\u7d22\u548c\u6392\u5e8f\u3002\u90a3\u4e48\uff0c\u6211\u4eec\u5148\u8bf4\u638c\u63e1\u673a\u5668\u5b66\u4e60\u6709\u54ea\u4e9b\u57fa\u672c\u8981\u6c42\uff08\u81f4\u5b66\u672f\u754c\u540c\u4ec1\u7684\u514d\u8d23\u58f0 \u660e\uff1a\u4e0b\u5217\u5185\u5bb9\u5e76\u4e0d\u5b8c\u6574\uff0c\u5982\u679c\u672a\u5217\u5165\u4f60\u7684\u8bba\u8457\uff0c\u5728\u6b64\u63d0\u524d\u81f4\u6b49\uff09\u3002<\/p>\n<section class=\"tn-Powered-by-XIUMI\">\n<section class=\"tn-Powered-by-XIUMI\">\n<section class=\"tn-Powered-by-XIUMI\"><strong>\u7ebf\u6027\u4ee3\u6570<\/strong><\/section>\n<\/section>\n<\/section>\n<p>\u673a\u5668\u5b66\u4e60\u4ee5\u53ca\u6570\u636e\u7edf\u8ba1\u548c\u4f18\u5316\u90fd\u9700\u8981\u8fd9\u65b9\u9762\u77e5\u8bc6\u3002\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48GPU\uff08\u56fe\u5f62\u5904\u7406\u5668\uff09\u8fdc\u6bd4CPU\uff08\u4e2d\u592e\u5904\u7406\u5668\uff09\u9002\u5408\u8fdb\u884c\u673a\u5668\u5b66\u4e60\u3002\u4f5c\u4e3a\u7a0b\u5e8f\u5458\uff0c\u81f3\u5c11\u9700\u8981\u57fa\u672c\u638c\u63e1\u4ee5\u4e0b\u5185\u5bb9\uff1a<\/p>\n<ul class=\" list-paddingleft-2\">\n<li>\u6807\u91cf\u3001\u5411\u91cf\u3001\u77e9\u9635\u3001\u5f20\u91cf<br \/>\n\u628a\u5b83\u4eec\u770b\u4f5c\u4f60\u53ef\u4ee5\u7ec4\u5efa\u5e76\u76f8\u4e92\u8f6c\u6362\u7684\u96f6\u7ef4\u3001\u4e00\u7ef4\u3001\u4e8c\u7ef4\u3001\u4e09\u7ef4\u548c\u66f4\u9ad8\u7ef4\u7269\u4f53\uff0c\u6709\u70b9\u50cf\u4e50\u9ad8\u73a9\u5177\uff0c\u5b83\u4eec\u4f7f\u5f97\u57fa\u672c\u7684\u6570\u636e\u8f6c\u6362\u6210\u4e3a\u53ef\u80fd\u3002<\/li>\n<\/ul>\n<ul class=\" list-paddingleft-2\">\n<li>\u7279\u5f81\u5411\u91cf\u3001\u8303\u6570\u3001\u77e9\u9635\u8fd1\u4f3c\u3001\u5206\u89e3<br \/>\n\u8fd9\u4e9b\u6982\u5ff5\u672c\u8d28\u4e0a\u662f\u8ba9\u4f60\u4e60\u60ef\u7ebf\u6027\u4ee3\u6570\u7684\u7528\u6cd5\u3002\u5982\u679c\u4f60\u5e0c\u671b\u5206\u6790\u4e00\u4e2a\u77e9\u9635\u7684\u60c5\u51b5\uff08\u6bd4\u5982\uff0c\u68c0\u67e5\u4e3a\u4f55\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u4e2d\u51fa\u73b0\u68af\u5ea6\u6d88\u5931\uff0c\u4e3a\u4f55\u589e\u5f3a\u5b66\u4e60\u7b97\u6cd5\u4e2d\u63a7\u5236\u5668\u51fa\u73b0\u5206\u6b67(diverge)\uff09\uff0c\u4f60\u5c31\u5fc5\u987b\u8981\u7406\u89e3\u5728\u5e94\u7528\u77e9\u9635\u548c\u5411\u91cf\u65f6\u53ef\u80fd\u51fa\u73b0\u7684\u589e\u957f\u548c\u51cf\u5c0f\u8303\u56f4\u662f\u591a\u5c11\u3002\u5982\u679c\u4f60\u5e0c\u671b\u4ee3\u7801\u8868\u73b0\u51fa\u8272\u548c\u7a33\u5b9a\uff0c\u90a3\u4e48\u4f4e\u79e9\u7b49\u77e9\u9635\u8fd1\u4f3c\u7b97\u6cd5\u6216\u4e54\u5217\u65af\u57fa\u5206\u89e3\u5c31\u5f88\u6709\u7528\u3002<\/li>\n<\/ul>\n<ul class=\" list-paddingleft-2\">\n<li>\u6570\u503c\u7ebf\u6027\u4ee3\u6570\n<p>\u5982\u679c\u4f60\u9700\u8981\u505a\u5f88\u591a\u6700\u4f18\u5316\u8ba1\u7b97\uff0c\u90a3\u4e48\u8fd9\u90e8\u5206\u77e5\u8bc6\u5c31\u5f88\u6709\u7528\u3002\u5bf9\u6838\u65b9\u6cd5\u548c\u6df1\u5ea6\u5b66\u4e60\u6765\u8bf4\u5982\u6b64\uff0c\u5bf9\u56fe\u50cf\u6a21\u578b\u548c\u91c7\u6837\u5668\u800c\u8a00\u5219\u4e0d\u90a3\u4e48\u91cd\u8981\u3002<\/li>\n<\/ul>\n<ul class=\" list-paddingleft-2\">\n<li>\u4e66\u7c4d<br \/>\n<a target=\"_blank\"><strong><em>Serge Lang, LinearAlgebra<\/em><\/strong><\/a><br \/>\n\u7ebf\u6027\u4ee3\u6570\u7684\u57fa\u672c\u4ecb\u7ecd\uff0c\u9002\u5408\u672c\u79d1\u751f\u3002<br \/>\n<a target=\"_blank\"><strong><em>Bela Bolobas,Linear Analysis<\/em><\/strong><\/a><br \/>\n\u6bd4\u4e0a\u9762\u8fd9\u672c\u96be\u5f88\u591a\uff0c\u4f46\u5bf9\u60f3\u505a\u5f88\u591a\u6570\u5b66\u548c\u6cdb\u51fd\u5206\u6790\u7684\u4eba\u6765\u8bf4\u66f4\u6709\u7528\u3002\u5982\u679c\u4f60\u60f3\u653b\u8bfb\u535a\u58eb\uff0c\u8fd9\u672c\u4e66\u6216\u8bb8\u4e0d\u9519\u3002<br \/>\n<a target=\"_blank\"><strong><em>Lloyd Trefethen andDavid Bau, Numerical Linear Algebra<\/em><\/strong><\/a><\/p>\n<p>\u6709\u5f88\u591a\u7c7b\u4f3c\u7684\u4e66\uff0c\u8fd9\u91cc\u5217\u51fa\u4e00\u672c\u3002<a target=\"_blank\">Numerical Recipes<\/a>\u662f\u53e6\u4e00\u672c\uff0c\u4e0d\u8fc7\u5176\u4e2d\u7b97\u6cd5\u7565\u5fae\u8fc7\u65f6\u3002\u53e6\u5916\u8fd8\u6709Golub and van Loan\u6240\u8457\u7684\u00a0<a target=\"_blank\"><strong><em>Matrix Computations<\/em><\/strong><\/a><strong><em>\u3002<\/em><\/strong><\/li>\n<\/ul>\n<section class=\"tn-Powered-by-XIUMI\">\n<section class=\"tn-Powered-by-XIUMI\">\n<section class=\"tn-Powered-by-XIUMI\"><strong>\u6700\u4f18\u5316\uff08\u548c\u57fa\u672c\u6f14\u7b97\uff09<\/strong><\/section>\n<\/section>\n<\/section>\n<p>\u5728\u8bb8\u591a\u60c5\u51b5\u4e0b\uff0c\u8bbe\u7f6e\u8981\u95ee\u7684\u95ee\u9898\u662f\u76f8\u5f53\u5bb9\u6613\u7684\uff0c\u4f46\u5f97\u51fa\u7b54\u6848\u5374\u6ca1\u6ca1\u90a3\u4e48\u7b80\u5355\u3002\u4e3e\u4f8b\u6765\u8bf4\uff0c\u5982\u679c\u8981\u5bf9\u4e00\u4e9b\u6570\u636e\u8fdb\u884c\u7ebf\u6027\u56de\u5f52\uff08\u5373\u627e\u5230\u4e00\u6761\u7ebf\uff09\uff0c\u4f60\u53ef\u80fd\u5e0c\u671b\u5c3d\u91cf\u51cf\u5c11\u4e0e\u89c2\u6d4b\u503c\u7684\u8ddd\u79bb\u5e73\u65b9\u7684\u603b\u548c\u3002\u540c\u6837\uff0c\u5982\u679c\u60f3\u83b7\u5f97\u4e00\u4e2a\u597d\u7684\u70b9\u51fb\u7387\u9884\u6d4b\u6a21\u578b\uff0c\u4f60\u5c31\u5f97\u6700\u5927\u5316\u5bf9\u4e8e\u4eba\u4eec\u70b9\u51fb\u5e7f\u544a\u6982\u7387\u9884\u6d4b\u7684\u51c6\u786e\u6027\u3002\u8fd9\u610f\u5473\u7740\u6211\u4eec\u901a\u5e38\u4f1a\u6709\u4e00\u4e9b\u76ee\u6807\u3001\u4e00\u4e9b\u53c2\u6570\u548c\u5927\u91cf\u6570\u636e\uff0c\u800c\u6211\u4eec\u9700\u8981\u901a\u8fc7\u4e00\u79cd\u65b9\u5f0f\u6765\u89e3\u51b3\u95ee\u9898\u3002\u8fd9\u4e00\u70b9\u5f88\u91cd\u8981\uff0c\u5c24\u5176\u56e0\u4e3a\u6211\u4eec\u5e38\u5e38\u4e0d\u4f1a\u6709\u4e00\u4e2a\u95ed\u5408\u5f0f\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p><strong>\u51f8\u4f18\u5316<\/strong><\/p>\n<p>\u5f88\u591a\u65f6\u5019\uff0c\u5728\u4f18\u5316\u95ee\u9898\u4e0d\u5b58\u5728\u8bb8\u591a\u5c40\u90e8\u89e3\u51b3\u65b9\u6848\u7684\u60c5\u51b5\u4e0b\u662f\u4e0d\u9519\u7684\u3002\u5f53\u95ee\u9898\u4e3a\u51f8\u65f6\u5c31\u4f1a\u53d1\u751f\u8fd9\u79cd\u60c5\u51b5\u3002\uff08\u82e5\u4f60\u80fd\u5728\u4e00\u4e2a\u96c6\u5408\u5185\u4efb\u610f\u4e24\u70b9\u95f4\u753b\u51fa\u4e00\u6761\u76f4\u7ebf\u4e14\u8fd9\u6761\u76f4\u7ebf\u5904\u4e8e\u8be5\u96c6\u5408\u5185\uff0c\u5219\u8fd9\u4e00\u96c6\u5408\u5c31\u662f\u51f8\u7684\u3002\u82e5\u4f60\u80fd\u5728\u56fe\u4e0a\u4efb\u610f\u4e24\u70b9\u95f4\u753b\u51fa\u4e00\u6761\u76f4\u7ebf\u4e14\u8fd9\u6761\u76f4\u7ebf\u4f4d\u4e8e\u56fe\u5f62\u4e0a\u65b9\uff0c\u5219\u8fd9\u4e00\u51fd\u6570\u662f\u51f8\u7684\u3002\uff09<\/p>\n<p>\u4e5f\u8bb8\u8fd9\u4e00\u9886\u57df\u7684\u7ecf\u5178\u4e66\u7c4d\u662f\u8fd9\u672c\u7531Steven Boyd\u548cLieven Vandenberghe\u6240\u64b0\u5199\u7684\u00a0Convex Optimization \u3002\u672c\u4e66\u514d\u8d39\u4e14\u975e\u5e38\u68d2\u3002<strong>\uff08\u56de\u590d041501\u4e0b\u8f7d\uff0c\u5171730\u9875\uff09<\/strong>\u6b64\u5916\uff0cBoyd\u7684\u8bfe\u7a0b\u91cc\u4e5f\u6709\u8bb8\u591a\u5f88\u4e0d\u9519\u7684\u5e7b\u706f\u7247\u96c6\u3002Dimitri Bertsekas\u4e5f\u5df2\u7ecf\u7f16\u5199\u4e86\u5173\u4e8e\u6700\u4f18\u5316\u3001\u63a7\u5236\u7b49\u7684\u5b9d\u5178\u3002\u8fd9\u4e9b\u5e94\u8be5\u8db3\u4ee5\u4f9b\u4efb\u4f55\u4eba\u5f00\u59cb\u4e86\u89e3\u8fd9\u4e2a\u9886\u57df\u4e86\u3002<\/p>\n<p><strong>\u968f\u673a\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5<\/strong><\/p>\n<p>\u8fd9\u4e00\u7b97\u6cd5\u65e9\u671f\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53ea\u662f\u51f8\u4f18\u5316\u7684\u4e00\u79cd\u7279\u6b8a\u60c5\u51b5\uff08\u81f3\u5c11\u65e9\u671f\u5b9a\u7406\u662f\u8fd9\u6837\u7684\uff09\uff0c\u4f46\u6700\u8fd1\u53d1\u5c55\u5f88\u5927\uff0c\u5e76\u4e14\u7edd\u975e\u662f\u7531\u4e8e\u6570\u636e\u7684\u589e\u591a\u3002\u539f\u56e0\u662f\uff0c\u60f3\u8c61\u4e00\u4e0b\u4f60\u6709\u4e00\u4e9b\u6570\u636e\u8981\u5904\u7406\uff0c\u800c\u4f60\u7684\u7b97\u6cd5\u9700\u8981\u5c06\u6240\u6709\u7684\u6570\u636e\u90fd\u6d4f\u89c8\u4e00\u904d\u540e\u624d\u80fd\u7ee7\u7eed\u65b0\u7684\u6b65\u9aa4\u3002\u800c\u5982\u679c\u6211\u6545\u610f\u7ed9\u4f6010\u4efd\u540c\u6837\u7684\u6570\u636e\uff0c\u90a3\u4e48\u4f60\u5c31\u5fc5\u987b\u91cd\u590d10\u6b21\u5de5\u4f5c\uff0c\u5374\u6ca1\u6709\u4ec0\u4e48\u5b9e\u8d28\u6027\u7528\u5904\u3002\u663e\u7136\uff0c\u73b0\u5b9e\u60c5\u51b5\u4e0d\u4f1a\u5982\u6b64\u7cdf\u7cd5\uff0c\u4f46\u5982\u679c\u4f60\u9700\u8981\u64cd\u4f5c\u591a\u6b21\u5c0f\u7684\u65b0\u6b65\u9aa4\uff0c\u800c\u6bcf\u4e2a\u5c0f\u6b65\u9aa4\u4e4b\u540e\u90fd\u9700\u8981\u89c2\u6d4b\uff0c\u5b83\u5c31\u80fd\u5e2e\u4e0a\u5fd9\u3002\u8fd9\u5728\u673a\u5668\u5b66\u4e60\u9886\u57df\u5e26\u6765\u4e86\u76f8\u5f53\u5927\u7684\u53d8\u9769\u578b\u5f71\u54cd\u3002\u6b64\u5916\uff0c\u8bb8\u591a\u5173\u8054\u7b97\u6cd5\u90fd\u5bb9\u6613\u5f97\u591a\u3002<\/p>\n<p>\u6211\u4eec\u9762\u4e34\u7684\u6311\u6218\u662f\u5982\u4f55\u5c06\u5176\u5e76\u884c\u5316\u3002\u4e5f\u8bb8\u8fd9\u4e2a\u65b9\u5411\u7684\u7b2c\u4e00\u6b65\u4e4b\u4e00\u5c31\u662f\u6211\u4eec2009\u5e74\u7684\u00a0Slow Learners are Fast\u00a0\u8bba\u6587<strong>\uff08\u56de\u590d041502\u4e0b\u8f7d\uff09<\/strong>\u3002\u6700\u65b0\u7248\u672c\u662f\u65e0\u9501\u53d8\u5f02\u578b\uff0c\u4f8b\u5982Niu\u7b49\u4e8e2013\u5e74\u6240\u8457\u7684Hogwild\u8bba\u6587<strong>\uff08\u56de\u590d041503\u4e0b\u8f7d\uff09<\/strong>\u3002\u7b80\u800c\u8a00\u4e4b\uff0c\u8fd9\u4e9b\u7b97\u6cd5\u901a\u8fc7\u4eba\u5de5\u8ba1\u7b97\u673a\u8ba1\u7b97\u5c40\u90e8\u68af\u5ea6\u5e76\u4ee5\u5f02\u6b65\u65b9\u5f0f\u66f4\u65b0\u5171\u8bc6\u53c2\u6570\u96c6\u6765\u8fd0\u4f5c\u3002<\/p>\n<p>\u53e6\u4e00\u4e2a\u6311\u6218\u662f\u5982\u4f55\u5e94\u5bf9\u63a7\u5236\u8fc7\u5ea6\u62df\u5408\u7684\u5404\u79cd\u65b9\u6cd5\uff0c\u4f8b\u5982\u901a\u8fc7\u6b63\u5219\u5316\u6765\u5b9e\u73b0\u3002\u5bf9\u4e8e\u51f8\u7f5a\u51fd\u6570\u6765\u8bf4\uff0c\u6709\u4e00\u79cd\u6240\u8c13\u8fd1\u7aef\u68af\u5ea6\u7b97\u6cd5\u3002\u4e00\u79cd\u6bd4\u8f83\u6d41\u884c\u7684\u9009\u62e9\u662fAmir Beck\u548cMarc Teboulle\u7684FISTA\u7b97\u6cd5\u3002\u90e8\u5206\u4ee3\u7801\u53c2\u89c1Francis Bach\u7684SPAM toolbox\uff08http:\/\/spams-devel.gforge.inria.fr\/\uff09\u3002<\/p>\n<p><strong>\u975e\u51f8\u65b9\u6cd5<\/strong><\/p>\n<p>\u8bb8\u591a\u673a\u5668\u5b66\u4e60\u95ee\u9898\u90fd\u662f\u975e\u51f8\u95ee\u9898\u3002\u4ece\u672c\u8d28\u4e0a\u6765\u8bf4\uff0c\u4efb\u4f55\u4e0e\u6df1\u5ea6\u5b66\u4e60\u76f8\u5173\u7684\u95ee\u9898\u90fd\u662f\u3002\u4f46\u805a\u7c7b\u3001\u4e3b\u9898\u6a21\u578b\u548c\u51e0\u4e4e\u4efb\u4f55\u6f5c\u53d8\u91cf\u65b9\u6cd5\u548c\u5f53\u524d\u51e0\u4e4e\u6240\u6709\u5728\u673a\u5668\u5b66\u4e60\u9886\u57df\u6709\u610f\u601d\u7684\u95ee\u9898\u4e5f\u90fd\u662f\u3002\u90e8\u5206\u52a0\u901f\u6280\u672f\u53ef\u4ee5\u63d0\u4f9b\u5e2e\u52a9\u3002\u4f8b\u5982\uff0c\u6211\u7684\u5b66\u751f\u00a0Sashank Reddy\u6700\u8fd1\u5c55\u793a\u4e86\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\u5982\u4f55\u83b7\u5f97\u6536\u655b\u7684\u826f\u597d\u6bd4\u7387\u3002<\/p>\n<p>\u6709\u8bb8\u591a\u88ab\u79f0\u4e3a\u8c31\u65b9\u6cd5\u7684\u6280\u672f\u53ef\u4ee5\u4f7f\u7528\u3002\u00a0Anima Anandkumar\u5728\u5979\u6700\u8fd1\u7684Quora session\u4e2d\u5df2\u7ecf\u975e\u5e38\u8be6\u5c3d\u5730\u56de\u7b54\u4e86\u8fd9\u4e00\u95ee\u9898\u3002\u8bf7\u53c2\u9605\u5979\u7684\u56de\u590d\uff0c\u56e0\u4e3a\u5176\u56de\u590d\u65e0\u6bd4\u8be6\u7ec6\uff08https:\/\/www.quora.com\/profile\/Anima-Anandkumar-1\uff09\u3002\u6982\u62ec\u5730\u8bf4\uff0c\u51f8\u95ee\u9898\u5e76\u975e\u552f\u4e00\u80fd\u591f\u786e\u5207\u89e3\u51b3\u7684\u95ee\u9898\u3002\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u53ef\u4ee5\u5f97\u51fa\u4e00\u4e2a\u96be\u9898\u7684\u6570\u5b66\u8868\u8fbe\u5f0f\u4ee5\u663e\u793a\u53ea\u6709\u67d0\u4e00\u7ec4\u7279\u5b9a\u7684\u53c2\u6570\u80fd\u627e\u5230\u6240\u6709\u7684\u96c6\u7fa4\u3001\u4e3b\u9898\u3001\u76f8\u5173\u6bd4\u4f8b\u3001\u795e\u7ecf\u5143\u6216\u6240\u6709\u6570\u636e\u4e2d\u7684\u4efb\u4f55\u4e1c\u897f\u3002\u8fd9\u4ec5\u5728\u4f60\u6709\u80fd\u529b\u4e14\u613f\u610f\u82b1\u5f88\u591a\u6570\u5b66\u7684\u529f\u592b\u65f6\u624d\u6709\u6548\u3002<\/p>\n<p>\u5728\u57f9\u8bad\u6df1\u5c42\u7f51\u7edc\u65b9\u9762\uff08Deep Networks\uff09\uff0c\u6700\u8fd1\u6709\u8bb8\u591a\u65b0\u6280\u5de7\u3002\u6211\u4f1a\u5728\u540e\u9762\u7684\u5185\u5bb9\u4e2d\u63d0\u53ca\u8fd9\u4e9b\uff0c\u4f46\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u76ee\u6807\u4e0d\u4ec5\u4ec5\u662f\u4f18\u5316\uff0c\u800c\u662f\u5236\u5b9a\u51fa\u4e00\u5957\u5177\u4f53\u7684\u89e3\u51b3\u65b9\u6848\uff08\u51e0\u4e4e\u50cf\u662f\u90a3\u672c\u9898\u4e3aThe Journey is the goal\u300a\u65c5\u7a0b\u5373\u662f\u76ee\u7684\u300b\u7684\u4e66\uff09\u3002<\/p>\n<section class=\"tn-Powered-by-XIUMI\">\n<section class=\"tn-Powered-by-XIUMI\">\n<section class=\"tn-Powered-by-XIUMI\"><strong>\u7cfb\u7edf<\/strong><\/section>\n<\/section>\n<\/section>\n<p>\u673a\u5668\u5b66\u4e60\u6b63\u5728\u6210\u4e3a\u5927\u90e8\u5206\u6709\u5173\u4e8e\u4eba\u3001\u6d4b\u91cf\u3001\u4f20\u611f\u5668\u548c\u6570\u636e\u7684\u5173\u952e\u8981\u7d20\uff0c\u8fd9\u4e0e\u8fc7\u53bb\u5341\u5e74\u6807\u5ea6\u7b97\u6cd5\uff08scaling algorithms\uff09\u7684\u7a81\u7834\u5bc6\u4e0d\u53ef\u5206\u3002Jeff Dean\u53bb\u5e74\u51fa\u4e86\u516d\u5957\u673a\u5668\u5b66\u4e60\u6559\u7a0b\uff0c\u4e5f\u5e76\u975e\u5076\u7136\u3002\u5982\u679c\u6709\u4eba\u8fc7\u4e86\u5341\u5e74\u4e0e\u4e16\u9694\u7edd\u7684\u751f\u6d3b\uff0c\u5728\u8fd9\u91cc\u7ed9\u8865\u5145\u4e00\u4e0b\uff0c\u4ed6\u5c31\u662fMapReduce\u3001\u8c37\u6b4c\u6587\u4ef6\u7cfb\u7edf\u3001BigTable\u548c\u5176\u4ed6\u5341\u591a\u9879\u6210\u5c31\u4e86\u8c37\u6b4c\u7684\u5173\u952e\u6280\u672f\u80cc\u540e\u7684\u7537\u4eba\u3002<\/p>\n<p>\u8bf4\u7b11\u5f52\u8bf4\u7b11\uff0c\u5173\u4e8e\u7cfb\u7edf\u7684\u7814\u7a76\u4e3a\u89e3\u51b3\u5206\u5e03\u3001\u5f02\u6b65\u3001\u5bb9\u9519\u3001\u53ef\u6269\u5c55\u548c\u7b80\u6613\u95ee\u9898\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u5de5\u5177\u3002\u540e\u8005\u662f\u673a\u5668\u5b66\u4e60\u7814\u7a76\u4eba\u5458\u5e38\u5e38\u5ffd\u89c6\u7684\u4e00\u70b9\u3002\u7b80\u6613\u662f\u4e00\u79cd\u7279\u6027\uff0c\u4e0d\u662f\u4e00\u4e2a\u9519\u8bef\u3002\u4e00\u4e9b\u57fa\u672c\u7684\u6280\u5de7\u5c06\u5e26\u7ed9\u4f60\u5f88\u591a\uff1a<\/p>\n<p><strong>\u5206\u5e03\u5f0f\u54c8\u5e0c\u8868<\/strong><\/p>\n<p>\u8fd9\u5b9e\u8d28\u4e0a\u662f\u5982\u5206\u5e03\u5f0f\u7f13\u5b58\uff08memcached\uff09\u3001dynamo\u3001\u00a0pastry\u548corceph\u7b49\u65b9\u6cd5<\/p>\n<p>\u6784\u5efa\u7684\u57fa\u7840\u3002\u5b83\u4eec\u90fd\u89e3\u51b3\u540c\u4e00\u4e2a\u95ee\u9898\u2014\u2014\u5982\u4f55\u5728\u907f\u514d\u8bbf\u95ee\u4e4b\u524d\u6570\u636e\u8f93\u5f80\u7684\u4e2d\u592e\u50a8\u5b58\u5e93\u7684\u60c5\u51b5\u4e0b\u5411\u591a\u53f0\u673a\u5668\u53d1\u5e03\u6570\u636e\u3002\u4e3a\u4e86\u8fbe\u5230\u8fd9\u4e00\u76ee\u7684\uff0c\u4f60\u9700\u8981\u5c06\u5730\u5740\u4ee5\u4e00\u79cd\u968f\u673a\u53c8\u786e\u5b9a\u7684\u65b9\u5f0f\u7f16\u7801\uff08\u4e5f\u5c31\u662f\u54c8\u5e0c\uff09\u3002\u6b64\u5916\uff0c\u4f60\u9700\u8981\u89e3\u51b3\u5982\u679c\u4efb\u4f55\u4e00\u53f0\u673a\u5668\u51fa\u73b0\u6545\u969c\u65f6\u8c01\u5c06\u8d1f\u8d23\u5904\u7406\u3002<\/p>\n<p>\u8fd9\u5c31\u662f\u6211\u4eec\u5728\u53c2\u6570\u670d\u52a1\u5668\uff08Parameter Server\uff09\u4e2d\u4f7f\u7528\u7684\u6570\u636e\u5e03\u5c40\u3002\u6211\u7684\u5b66\u751f\u674e\u6c90\u662f\u8fd9\u4e2a\u9879\u76ee\u80cc\u540e\u7684\u667a\u56ca\u3002\u5de5\u5177\u7ec4\u5408\u53c2\u89c1DMLC\uff08http:\/\/dmlc.ml\/\uff09\u3002<\/p>\n<p><strong>\u4e00\u81f4\u6027\u548c\u4fe1\u606f\u4f20\u9001<\/strong><\/p>\n<p>\u6240\u6709\u8fd9\u4e00\u5207\u7684\u6559\u7236\u662fLeslie Lamport\u7684PAXOS\u00a0\u534f\u8bae\u3002\u5b83\u89e3\u51b3\u4e86\u5728\u4e0d\u662f\u6240\u6709\u673a\u5668\u4efb\u4f55\u65f6\u5019\u90fd\u53ef\u7528\u6216\u6709\u4e9b\u673a\u5668\u51fa\u73b0\u6545\u969c\u65f6\u5982\u4f55\u8fbe\u6210\u5171\u8bc6\u7684\u95ee\u9898\uff08\u662f\u7684\uff0c\u6211\u5728\u8fd9\u513f\u5c31\u4e00\u53e5\u5e26\u8fc7\u4e86\uff09\u3002\u5982\u679c\u4f60\u66fe\u7ecf\u4f7f\u7528\u8fc7\u7248\u672c\u63a7\u5236\uff0c\u4f60\u53ef\u80fd\u9760\u76f4\u89c9\u77e5\u9053\u5b83\u662f\u5982\u4f55\u5de5\u4f5c\u7684\u2014\u2014\u5927\u91cf\u673a\u5668\uff08\u6216\u5f00\u53d1\u8005\uff09\u4ea7\u751f\u66f4\u65b0\uff08\u6216\u4ee3\u7801\u6bb5\uff09\uff0c\u800c\u4f60\u5e0c\u671b\u5c06\u8fd9\u4e9b\u90fd\u7ed3\u5408\u6210\u6709\u610f\u4e49\u7684\u4fe1\u606f\uff08\u4f8b\u5982\uff0c\u4f60\u4e0d\u8be5\u4e24\u6b21\u8fd0\u7528\u5fae\u5206\uff09\uff0c\u4f46\u53c8\u4e0d\u9700\u8981\u6240\u6709\u673a\u5668\u4e0e\u5176\u4ed6\u6240\u6709\u673a\u5668\u4e00\u76f4\u4f20\u9012\u7740\u4fe1\u606f\u3002<\/p>\n<p>\u5728\u7cfb\u7edf\u4e2d\uff0c\u89e3\u51b3\u65b9\u6848\u662f\u4f7f\u7528\u5411\u91cf\u65f6\u949f\uff08\u53c2\u89c1\u4f8b\u5b50\uff1a\u8c37\u6b4c\u7684Chubby\uff09\u3002\u6211\u4eec\u5728\u53c2\u6570\u670d\u52a1\u5668\u4e2d\u4f7f\u7528\u5b83\u7684\u4e00\u79cd\u53d8\u4f53\u3002\u5173\u952e\u7684\u533a\u522b\u5728\u4e8e\uff08\u5747\u5f15\u81ea\u674e\u6c90\uff09\u5728\u53c2\u6570\u8303\u56f4\u5185\u4f7f\u7528\u5411\u91cf\u65f6\u949f\u3002\u8fd9\u53ef\u4ee5\u786e\u4fdd\u4e0d\u4f1a\u56e0\u4e3a\u65f6\u95f4\u6807\u8bc6\u8017\u5c3d\u5185\u5b58\uff0c\u5c31\u50cf\u4e00\u4e2a\u6587\u4ef6\u7cfb\u7edf\u5e76\u4e0d\u9700\u8981\u4e3a\u6bcf\u4e00\u4e2a\u5b57\u8282\u90fd\u8bb0\u5f55\u4e00\u4e2a\u65f6\u95f4\u6807\u8bc6\u3002<\/p>\n<p><strong>\u5bb9\u9519\u3001Scaling\u548c\u4e91<\/strong><\/p>\n<p><strong><br \/>\n<\/strong>\u6700\u7b80\u5355\u7684\u81ea\u5b66\u65b9\u6cd5\u5c31\u662f\u5728\u4e9a\u9a6c\u900aAWS\u3001\u8c37\u6b4cGWC\u3001\u5fae\u8f6fAzure, \u6216\u4f60\u53ef\u4ee5\u627e\u5230\u7684\u5404\u4e2a\u5176\u4ed6\u5e73\u53f0\u4e0a\u8fd0\u884c\u7b97\u6cd5\u3002\u5f53\u4f60\u7b2c\u4e00\u6b21\u542f\u52a81000\u4e2a\u670d\u52a1\u5668\uff0c\u610f\u8bc6\u5230\u4f60\u6b63\u5728\u5411\u4e00\u4e2a\u5b9e\u9645\u4e0a\u7684\u5408\u6cd5\u50f5\u5c38\u7f51\u7edc\u53d1\u9001\u5927\u91cf\u6307\u4ee4\u65f6\uff0c\u8fd8\u662f\u5f88\u4ee4\u4eba\u6fc0\u52a8\u7684\u3002\u6211\u5728\u8c37\u6b4c\u5de5\u4f5c\u65f6\uff0c\u6211\u4eec\u63a7\u5236\u4e86\u6b27\u6d32\u67d0\u5904\u4e865000\u4e2a\u9ad8\u7aef\u673a\u5668\uff0c\u7528\u4e8e\u4e3b\u9898\u6a21\u578b\u4e2d\u7684\u63a8\u7406\u3002\u6211\u4eec\u6240\u8c03\u7528\u7684\u80fd\u6e90\u4ef7\u503c\u5982\u679c\u548c\u4e00\u4e2a\u6838\u7535\u7ad9\u76f8\u6bd4\uff0c\u4e5f\u8981\u5360\u5f88\u5927\u7684\u6bd4\u91cd\u4e86\u3002\u6211\u7684\u7ecf\u7406\u5f53\u65f6\u628a\u6211\u53eb\u5230\u4e00\u65c1\uff0c\u8bf4\u8fd9\u771f\u662f\u4e2a\u6602\u8d35\u7684\u5b9e\u9a8c\u2026\u2026<\/p>\n<p>\u6216\u8bb8\u6700\u5bb9\u6613\u8d77\u6b65\u7684\u662f\u5b66\u4e60docker\u3002\u4e3a\u4e86\u8ba9scaling\u66f4\u5bb9\u6613\uff0c\u4eba\u4eec\u70ed\u706b\u671d\u5929\u5730\u5f00\u53d1\u4e86\u4e0d\u5c11\u5de5\u5177\u3002Docker Machine\u548cDocker Cloud\u6216\u8bb8\u662f\u8fd1\u6765\u6700\u597d\u7684\u65b0\u5de5\u5177\uff0c\u4f7f\u4f60\u80fd\u50cf\u66f4\u6362\u6253\u5370\u673a\u9a71\u52a8\u4e00\u6837\u65b9\u4fbf\u5730\u8fde\u63a5\u4e0d\u540c\u7684\u4e91\u7aef\u3002<\/p>\n<p><strong>\u786c\u4ef6<\/strong><\/p>\n<p><strong><br \/>\n<\/strong>\u8fd9\u4f3c\u4e4e\u663e\u800c\u6613\u89c1\uff0c\u4f46\u5982\u679c\u4f60\u4e86\u89e3\u81ea\u5df1\u7b97\u6cd5\u6240\u8fd0\u884c\u7684\u786c\u4ef6\uff0c\u7684\u786e\u4f1a\u5f88\u6709\u5e2e\u52a9\u3002\u8fd9\u4f1a\u8ba9\u4f60\u77e5\u9053\u4f60\u5199\u7684\u4ee3\u7801\u662f\u5426\u5df2\u7ecf\u63a5\u8fd1\u5cf0\u503c\u6027\u80fd\u3002\u521d\u5b66\u8005\u53ef\u4ee5\u9605\u8bfbJeff Dean\u7684<strong><em>Numbers every engineer should know<\/em><\/strong>\u4e00\u4e66\u3002\u6211\u5728\u9762\u8bd5\u65f6\u6700\u559c\u6b22\u95ee\u7684\u95ee\u9898\uff08\u66fe\u7ecf\uff09\u662f\uff0c\u5e94\u8058\u8005\u7684\u7535\u8111\u6709\u591a\u5feb\u3002\u77e5\u9053\u7b97\u6cd5\u7684\u5c40\u9650\u5927\u6709\u88e8\u76ca\uff1a\u662f\u7f13\u5b58\u3001\u5185\u5b58\u5e26\u5bbd\u3001\u5ef6\u8fdf\u65f6\u95f4\u8fd8\u662f\u786c\u76d8\u7b49\u7b49\u3002Anandtech\u4e0a\u6709\u975e\u5e38\u68d2\u7684\u4ecb\u7ecd\u6027\u6587\u7ae0\uff0c\u4ee5\u53ca\u5bf9\u5fae\u5904\u7406\u5668\u67b6\u6784\u7b49\u76f8\u5173\u5185\u5bb9\u7684\u6d4b\u8bc4\u3002\u53ea\u8981\u82f1\u7279\u5c14\u3001ARM\u3001AMD\u53d1\u5e03\u65b0\u786c\u4ef6\u65f6\uff0c\u90fd\u53ef\u4ee5\u53bb\u770b\u4e00\u770b\u3002<\/p>\n<p><strong>\u7edf\u8ba1\u5b66<\/strong><\/p>\n<p><strong><br \/>\n<\/strong>\u6211\u7279\u610f\u628a\u8fd9\u70b9\u7559\u5230\u6700\u540e\u3002\u56e0\u4e3a\u6bcf\u4e2a\u4eba\u90fd\u77e5\u9053\u8fd9\u662f\u5173\u952e\uff08\u7684\u786e\u5982\u6b64\uff09\uff0c\u7136\u540e\u5c31\u5ffd\u7565\u4e86\u5176\u4ed6\u6240\u6709\u4e1c\u897f\u3002\u7edf\u8ba1\u5b66\u786e\u4fdd\u4f60\u80fd\u95ee\u51fa\u597d\u95ee\u9898\uff0c\u540c\u65f6\u5e2e\u52a9\u4f60\u7406\u89e3\u81ea\u5df1\u5728\u6570\u636e\u5efa\u6a21\u65f6\u7528\u4e86\u591a\u5c11\u4f30\u7b97\u3002<br \/>\n\u4ece\u56fe\u50cf\u6a21\u578b\u3001\u6838\u65b9\u6cd5\u5230\u6df1\u5ea6\u5b66\u4e60\u7b49\u7b49\uff0c\u5f88\u591a\u6539\u8fdb\u5176\u5b9e\u6765\u81ea\u63d0\u51fa\u5bf9\u7684\u95ee\u9898\uff0c\u4e5f\u5373\u5b9a\u4e49\u4e86\u5408\u7406\u7684\u4f18\u5316\u76ee\u6807\uff0c\u4ece\u800c\u8fdb\u884c\u6700\u4f18\u5316\u3002<\/p>\n<p><strong>Statistics Proper<\/strong><\/p>\n<p><strong><br \/>\n<\/strong>Larry Wasserman\u7684<strong><em>\u300a\u7edf\u8ba1\u5b66\u5b8c\u5168\u6559\u7a0b\u300b\uff08All of Statistics\uff09<\/em><\/strong>\u662f\u4e0d\u9519\u7684\u5165\u95e8\u6559\u6750\u3002\u53e6\u5916\u4e5f\u53ef\u4ee5\u770b\u4e00\u4e0b David McKay \u7684\u00a0<em><strong>Machine Learning\u00a0<\/strong><\/em>\u4e00\u4e66\u3002\u8be5\u4e66\u514d\u8d39\uff08\u7bc7\u5e45\u5f88\u957f\u3001\u5185\u5bb9\u5168\u9762\uff0c<strong>\u56de\u590d041504\u4e0b\u8f7d<\/strong>\uff09\u3002\u5176\u4ed6\u8fd8\u6709\u4e0d\u5c11\u597d\u4e66\uff0c\u6bd4\u5982\u8bf4\u00a0Kevin Murphy,\u00a0Chris Bishop,\u00a0Trevor Hastie, RobTibshirani \u4ee5\u53ca Jerome Friedman\u00a0\u7684\u8457\u4f5c<em><strong>The Elements of\u00a0Statistical Learning:Data Mining, Inference, and Prediction<\/strong><\/em>\u3002\u662f\u7684\uff0cBernhard Scholkopf \u548c\u6211\u4e5f\u5199\u4e86\u4e00\u672c<strong><em>Learning with Kernels<\/em><\/strong>\u3002<\/p>\n<p><strong>\u968f\u673a\u7b97\u6cd5\u548c\u6982\u7387\u7edf\u8ba1<\/strong><\/p>\n<p><strong><br \/>\n<\/strong>\u672c\u8d28\u4e0a\u5c31\u662f\u7528\u8ba1\u7b97\u673a\u79d1\u5b66\u89e3\u51b3\u4e00\u6837\u7684\u95ee\u9898\uff0c\u5173\u952e\u533a\u522b\u5728\u4e8e\u4ed6\u4eec\u662f\u8bbe\u8ba1\u7b97\u6cd5\u7684\u4e00\u79cd\u5de5\u5177\uff0c\u800c\u975e\u7528\u6765\u9002\u914d\u53c2\u6570\u7684\u4e00\u4e2a\u95ee\u9898\u3002\u6211\u7279\u522b\u559c\u6b22\u00a0Michael Mitzenmacher \u548cEli Upfal\u00a0\u5199\u7684\u4e66<em><strong>Probability and Computing: Randomized Algorithms and Probabilistic Analysis\u00a0<\/strong><\/em>\uff0c\u975e\u5e38\u6613\u8bfb\u4f46\u540c\u65f6\u8c08\u5230\u4e86\u8bb8\u591a\u6df1\u523b\u7684\u95ee\u9898\u3002\u5982\u679c\u4f60\u60f3\u66f4\u6df1\u5165\u5730\u4e86\u89e3\u8fd9\u4e9b\u5de5\u5177\uff0c\u8fd8\u6709\u00a0Rajeev Motwani \u548c Prabhakar Raghavan\u00a0\u7684\u4e66<em><strong>Randomized Algorithms<\/strong><\/em>\uff0c\u5199\u5f97\u5f88\u597d\uff0c\u4e0d\u8fc7\u5982\u679c\u4f60\u6ca1\u6709\u8f83\u597d\u7684\u7edf\u8ba1\u5b66\u80cc\u666f\uff0c\u53ef\u80fd\u8f83\u96be\u8bfb\u61c2\u3002<\/p>\n<p>\u6211\u7684\u56de\u7b54\u53ef\u80fd\u5df2\u7ecf\u591f\u957f\u4e86\uff0c\u5f88\u5c11\u6709\u4eba\u4f1a\u4e00\u76f4\u8bfb\u5230\u8fd9\u91cc\u3002\u6240\u4ee5\u6211\u63a5\u4e0b\u6765\u8bf4\u5f97\u6bd4\u8f83\u7b80\u77ed\u3002\u7f51\u4e0a\u6709\u8bb8\u591a\u975e\u5e38\u68d2\u7684\u89c6\u9891\u8d44\u6599\u3002\u8bb8\u591a\u6559\u6388\u73b0\u5728\u6709\u81ea\u5df1YouTube\u9891\u9053\uff0c\u5e76\u4e0a\u4f20\u81ea\u5df1\u7684\u8bfe\u7a0b\u89c6\u9891\u3002\u5982\u679c\u4f60\u5728\u5b66\u4e60\u6bd4\u8f83\u590d\u6742\u7684\u5de5\u5177\uff0c\u8fd9\u4e9b\u89c6\u9891\u4f1a\u6709\u6240\u5e2e\u52a9\u3002\u6211\u7684\u89c6\u9891\u5728\u8fd9\u91cc\uff08https:\/\/www.youtube.com\/user\/smolix\/playlists\uff09\uff0cNando de Freitas\u7684\u8981\u597d\u5f88\u591a\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u5176\u4ed6\u8fd8\u6709\u4e00\u4e9b\u5de5\u5177\u3002DMLC\u662f\u597d\u7684\u8d77\u70b9\uff0c\u5176\u4e2d\u6709\u8bb8\u591a\u7528\u4e8e\u5206\u5e03\u5f0f\u53ef\u6269\u5c55\u63a8\u7406\u7684\u7b97\u6cd5\uff0c\u5305\u62ec\u57fa\u4e8eMXNET\u7684\u795e\u7ecf\u7f51\u7edc\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u8fd8\u6709\u5f88\u591a\u6ca1\u8c08\u5230\u7684\uff1a\u7f16\u7a0b\u8bed\u8a00\u3001\u6570\u636e\u6e90\u7b49\u7b49\u3002\u4f46\u8fd9\u4e2a\u56de\u7b54\u5df2\u7ecf\u592a\u957f\u4e86\uff0c\u6211\u4f1a\u5728\u5176\u4ed6\u95ee\u9898\u4e2d\u7ee7\u7eed\u8ba8\u8bba\u3002<\/p>\n<p>\u9644\u5f55\uff0cAlex\u00a0Smola\u00a0\u8457\u4e66\uff1a<\/p>\n<ul class=\" list-paddingleft-2\">\n<li>G.\u00a0Bakir, T.\u00a0Hofmann, B.\u00a0Sch\u00f6lkopf, A.J. Smola, B.\u00a0Taskar, and S.V.N. Vishwanathan, editors.\u00a0<cite>Predicting Structured Data<\/cite>. MIT Press, Cambridge, MA, 2006.<\/li>\n<li>S.\u00a0Mendelson and A.\u00a0J. Smola, editors.\u00a0<cite>Machine Learning, Proceedings of the Summer School 2002, Australian National University<\/cite>, volume 2600 of\u00a0<cite>Lecture Notes in Computer Science<\/cite>. Springer, 2003.<\/li>\n<li>B.\u00a0Sch\u00f6lkopf and A.\u00a0J. Smola.\u00a0<cite>Learning with Kernels<\/cite>. MIT Press, 2002.<\/li>\n<li>B.\u00a0Sch\u00f6lkopf, C.\u00a0J.\u00a0C. Burges, and A.\u00a0J. Smola, editors.\u00a0<cite>Advances in Kernel Meth<\/cite><cite>ods&#8211;Support Vector Learning<\/cite>. MIT Press, Cambridge, MA, 1999.<\/li>\n<li>A.\u00a0J. Smola, P.\u00a0L. Bartlett, B.\u00a0Sch\u00f6lkopf, and D.\u00a0Schuurmans, editors.\u00a0<cite>Advances in Large Mar<\/cite><cite>gin Classifiers<\/cite>. MIT Press, Cambridge, MA, 2000.<\/li>\n<\/ul>\n<p>Slow Learners are Fast\u00a0\u8bba\u6587<strong>\uff08\u56de\u590d041502\u4e0b\u8f7d\uff09<\/strong>\u3002\u6700\u65b0\u7248\u672c\u662f\u65e0\u9501\u53d8\u5f02\u578b\uff0c\u4f8b\u5982Niu\u7b49\u4e8e2013\u5e74\u6240\u8457\u7684Hogwild\u8bba\u6587<strong>\uff08\u56de\u590d041503\u4e0b\u8f7d\uff09<\/strong><\/p>\n<p><strong>\u5173\u4e8e\u8fd9\u4e00\u8ba8\u8bba\uff0c\u4f60\u8ba4\u4e3a\u8fd8\u6709\u5176\u4ed6\u503c\u5f97\u63a8\u8350\u7684\u5185\u5bb9\uff1f\u7559\u4e0b\u8bc4\u8bba\uff0c\u6b22\u8fce\u8865\u5145\uff01<\/strong><\/p>\n<section>\n<section class=\"Powered-by-XIUMI V5\">\n<section class=\"\"><img decoding=\"async\" class=\"\" src=\"http:\/\/mmbiz.qpic.cn\/mmbiz\/UicQ7HgWiaUb0tybZicod1aiaXrNklflpiaGh2mWSciaKI3SA3nxqr11p8Y0iaohogr300kTGdAYSVHhZL0vbrqbYtznA\/640?wx_fmt=jpeg&amp;wxfrom=5&amp;wx_lazy=1\" data-src=\"http:\/\/mmbiz.qpic.cn\/mmbiz\/UicQ7HgWiaUb0tybZicod1aiaXrNklflpiaGh2mWSciaKI3SA3nxqr11p8Y0iaohogr300kTGdAYSVHhZL0vbrqbYtznA\/0?wx_fmt=jpeg\" data-type=\"jpeg\" data-ratio=\"0.920863309352518\" data-w=\"\" \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section class=\"\"><img decoding=\"async\" class=\"\" src=\"http:\/\/mmbiz.qpic.cn\/mmbiz\/UicQ7HgWiaUb0tybZicod1aiaXrNklflpiaGhWLAmyYEDIj9V2ibppSzuBZ5AkQtl0YV2ibpcEJApYwmRw76QuNeaVbrQ\/640?wx_fmt=jpeg&amp;wxfrom=5&amp;wx_lazy=1\" data-src=\"http:\/\/mmbiz.qpic.cn\/mmbiz\/UicQ7HgWiaUb0tybZicod1aiaXrNklflpiaGhWLAmyYEDIj9V2ibppSzuBZ5AkQtl0YV2ibpcEJApYwmRw76QuNeaVbrQ\/0?wx_fmt=jpeg\" data-type=\"jpeg\" data-ratio=\"0.6744604316546763\" data-w=\"\" \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section class=\"\"><img decoding=\"async\" class=\"\" src=\"http:\/\/mmbiz.qpic.cn\/mmbiz\/UicQ7HgWiaUb0tybZicod1aiaXrNklflpiaGh49kOeMExa03qGm2SgB4pK0hHcsBSIibcyN0vx3z5mTtmpvF61qnBEcA\/640?wx_fmt=jpeg&amp;wxfrom=5&amp;wx_lazy=1\" data-src=\"http:\/\/mmbiz.qpic.cn\/mmbiz\/UicQ7HgWiaUb0tybZicod1aiaXrNklflpiaGh49kOeMExa03qGm2SgB4pK0hHcsBSIibcyN0vx3z5mTtmpvF61qnBEcA\/0?wx_fmt=jpeg\" data-type=\"jpeg\" data-ratio=\"0.33992805755395683\" data-w=\"\" \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section class=\"\"><img decoding=\"async\" class=\"\" src=\"http:\/\/mmbiz.qpic.cn\/mmbiz\/UicQ7HgWiaUb0tybZicod1aiaXrNklflpiaGhN0bFn3HR5wFcR9pNia3rj8acdN6InkYh6ey69foszaOxumyF6eNJooA\/640?wx_fmt=jpeg&amp;wxfrom=5&amp;wx_lazy=1\" data-src=\"http:\/\/mmbiz.qpic.cn\/mmbiz\/UicQ7HgWiaUb0tybZicod1aiaXrNklflpiaGhN0bFn3HR5wFcR9pNia3rj8acdN6InkYh6ey69foszaOxumyF6eNJooA\/0?wx_fmt=jpeg\" data-type=\"jpeg\" data-ratio=\"0.9784172661870504\" data-w=\"\" \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section class=\"\">\n<section class=\"\">\n<section><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section class=\"\">\n<section class=\"\">\n<section><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section class=\"\">\n<section class=\"\">\n<section><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section class=\"\">\n<section class=\"\">\n<section><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section class=\"\">\n<section class=\"\">\n<section><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section class=\"\">\n<section class=\"\">\n<section><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section class=\"\">\n<section class=\"\">\n<section><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section class=\"\">\n<section class=\"\">\n<section><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section class=\"\">\n<section class=\"\">\n<section><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\">\n<section class=\"\">\n<section class=\"\">\n<section><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><strong>\u8d2d\u4e66\u53ef\u626b\u4e8c\u7ef4\u7801\u6216\u70b9\u51fb \u9605\u8bfb\u539f\u6587 \u83b7\u53d6\u4fc3\u9500\u94fe\u63a5<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>2016-04-16 \u65b0\u667a\u5143 \u65b0\u667a\u5143 \u00a0\u65b0\u667a\u5143\u7ffb\u8bd11 \u6765\u6e90\uff1aQuora \u3010\u65b0\u667a\u5143\u5bfc\u8bfb\u3011\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u60f3\u5b66\u673a\u5668\u5b66\u4e60\uff0c &hellip; <a href=\"http:\/\/blog.softwareclues.com\/zh\/cmu%e5%a4%a7%e5%b8%88%e5%af%b9%e8%bd%af%e4%bb%b6%e5%b7%a5%e7%a8%8b%e5%b8%88%e7%9a%84%e7%b3%bb%e7%bb%9f%e5%bb%ba%e8%ae%ae\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span 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