\u4f60\u51c6\u5907\u597d\u8981\u6210\u4e3a\u4e00\u540d\u6570\u636e\u79d1\u5b66\u5bb6\uff0c\u79ef\u6781\u7684\u53c2\u52a0Kaggle\u6bd4\u8d5b\u548cCoursera\u7684\u8bb2\u5ea7\u3002\u867d\u7136\u8fd9\u4e00\u5207\u90fd\u51c6\u5907\u597d\u4e86\uff0c\u4f46\u662f\u4e00\u540d\u6570\u636e\u79d1\u5b66\u5bb6\u7684\u5b9e\u9645\u5de5\u4f5c\u4e0e\u4f60\u6240\u671f\u671b\u7684\u5374\u662f\u5927\u76f8\u5f84\u5ead\u7684\u3002<\/p>\n

\u672c\u6587\u7814\u7a76\u4e86\u4f5c\u4e3a\u6570\u636e\u79d1\u5b66\u5bb6\u65b0\u624b\u76845\u4e2a\u5e38\u89c1\u9519\u8bef\u3002\u8fd9\u662f\u7531\u6211\u5728\u585e\u5df4\u65af\u8482\u5b89\u00b7\u798f\u5361\u5fb7(Dr. S\u00e9bastien Foucaud)\u535a\u58eb\u7684\u5e2e\u52a9\u4e0b\u4e00\u8d77\u5b8c\u6210\u7684\uff0c\u4ed6\u5728\u6307\u5bfc\u548c\u9886\u5bfc\u5b66\u672f\u754c\u4e0e\u884c\u4e1a\u9886\u57df\u7684\u5e74\u8f7b\u6570\u636e\u79d1\u5b66\u5bb6\u65b9\u9762\u62e5\u670920\u591a\u5e74\u7684\u7ecf\u9a8c\u3002\u672c\u6587\u65e8\u5728\u5e2e\u52a9\u4f60\u66f4\u597d\u5730\u4e3a\u4eca\u540e\u7684\u5b9e\u9645\u5de5\u4f5c\u505a\u51c6\u5907\u3002<\/p>\n

1\u3001Kaggle\u6210\u624d\u8bba<\/strong><\/div>\n
\u83dc\u9e1f\u6570\u636e\u79d1\u5b66\u5bb6\u4e94\u5927\u8bef\u533a
\nSource: kaggle.com on June 30 18.
\n\u4f60\u901a\u8fc7\u53c2\u52a0Kaggle\u6bd4\u8d5b\uff0c\u7ec3\u4e60\u4e86\u6570\u636e\u79d1\u5b66\u9886\u57df\u7684\u5404\u9879\u6280\u80fd\u3002\u5982\u679c\u4f60\u80fd\u628a\u51b3\u7b56\u6811\u548c\u795e\u7ecf\u7f51\u7edc\u7ed3\u5408\u8d77\u6765\u90a3\u5c31\u518d\u597d\u4e0d\u8fc7\u4e86\u3002\u8bf4\u5b9e\u8bdd\uff0c\u4f5c\u4e3a\u4e00\u4e2a\u6570\u636e\u79d1\u5b66\u5bb6\uff0c\u4f60\u4e0d\u9700\u8981\u505a\u90a3\u4e48\u591a\u7684\u6a21\u578b\u878d\u5408\u3002\u8bf7\u8bb0\u4f4f\uff0c\u901a\u5e38\u60c5\u51b5\u4e0b\uff0c\u4f60\u5c06\u82b180%\u7684\u65f6\u95f4\u8fdb\u884c\u6570\u636e\u9884\u5904\u7406\uff0c\u5269\u4e0b\u768420%\u7684\u65f6\u95f4\u7528\u4e8e\u6784\u5efa\u6a21\u578b\u3002<\/p>\n
\u83dc\u9e1f\u6570\u636e\u79d1\u5b66\u5bb6\u4e94\u5927\u8bef\u533a<\/p>\n
\u4f5c\u4e3aKaggle\u7684\u4e00\u4efd\u5b50\u5bf9\u4f60\u5728\u5f88\u591a\u65b9\u9762\u90fd\u6709\u5e2e\u52a9\u3002\u6240\u7528\u5230\u7684\u6570\u636e\u4e00\u822c\u90fd\u662f\u5f7b\u5e95\u5904\u7406\u8fc7\u7684\uff0c\u56e0\u6b64\u4f60\u53ef\u4ee5\u82b1\u66f4\u591a\u7684\u65f6\u95f4\u6765\u8c03\u6574\u6a21\u578b\u3002\u4f46\u5728\u5b9e\u9645\u5de5\u4f5c\u4e2d\uff0c\u5219\u5f88\u5c11\u4f1a\u51fa\u73b0\u8fd9\u79cd\u60c5\u51b5\u3002\u4e00\u65e6\u51fa\u73b0\u8fd9\u79cd\u60c5\u51b5\uff0c\u4f60\u5fc5\u987b\u7528\u4e0d\u540c\u7684\u683c\u5f0f\u548c\u547d\u540d\u89c4\u5219\u6765\u6536\u96c6\u7ec4\u88c5\u4e0d\u540c\u6765\u6e90\u7684\u6570\u636e\u3002<\/p>\n
\u505a\u6570\u636e\u9884\u5904\u7406\u8fd9\u9879\u8270\u82e6\u7684\u5de5\u4f5c\u4ee5\u53ca\u7ec3\u4e60\u76f8\u5173\u7684\u6280\u80fd\uff0c\u4f60\u5c06\u4f1a\u82b1\u8d3980%\u7684\u65f6\u95f4\u3002\u6293\u53d6\u56fe\u50cf\u6216\u4eceAPI\u4e2d\u6536\u96c6\u56fe\u50cf\uff0c\u6536\u96c6Genius\u4e0a\u7684\u6b4c\u8bcd\uff0c\u51c6\u5907\u89e3\u51b3\u7279\u5b9a\u95ee\u9898\u6240\u9700\u7684\u6570\u636e\uff0c\u7136\u540e\u5c06\u5176\u63d0\u4f9b\u7ed9\u7b14\u8bb0\u672c\u7535\u8111\u5e76\u6267\u884c\u673a\u5668\u5b66\u4e60\u751f\u547d\u5468\u671f\u7684\u8fc7\u7a0b\u3002\u7cbe\u901a\u6570\u636e\u9884\u5904\u7406\u65e0\u7591\u4f1a\u4f7f\u4f60\u6210\u4e3a\u4e00\u540d\u6570\u636e\u79d1\u5b66\u5bb6\uff0c\u5e76\u5bf9\u4f60\u7684\u516c\u53f8\u4ea7\u751f\u7acb\u7aff\u89c1\u5f71\u7684\u5f71\u54cd\u3002
\n $\"\"$ <\/p>\n
2\u3001\u795e\u7ecf\u7f51\u7edc(Neural Networks)\u65e0\u6240\u4e0d\u80fd<\/strong><\/div>\n
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\u795e\u7ecf\u7f51\u7edc\u9700\u8981\u4f9d\u8d56\u5927\u91cf\u7684\u6570\u636e\u3002\u5982\u679c\u6837\u672c\u5f88\u5c11\uff0c\u90a3\u4e48\u4f7f\u7528\u51b3\u7b56\u6811\u6216\u903b\u8f91\u56de\u5f52\u6a21\u578b\u7684\u6548\u679c\u4f1a\u66f4\u597d\u3002\u795e\u7ecf\u7f51\u7edc\u4e5f\u662f\u4e00\u4e2a\u9ed1\u5323\u5b50\uff0c\u4f17\u6240\u5468\u77e5\uff0c\u5b83\u4eec\u5f88\u96be\u88ab\u89e3\u91ca\u548c\u8bf4\u660e\u3002\u5982\u679c\u4ea7\u54c1\u8d1f\u8d23\u4eba\u6216\u4e3b\u7ba1\u7ecf\u7406\u5bf9\u6a21\u578b\u7684\u8f93\u51fa\u4ea7\u751f\u4e86\u8d28\u7591\uff0c\u90a3\u4e48\u4f60\u5fc5\u987b\u80fd\u591f\u5bf9\u6a21\u578b\u8fdb\u884c\u89e3\u91ca\u3002\u8fd9\u5bf9\u4e8e\u4f20\u7edf\u6a21\u578b\u6765\u8bf4\u8981\u5bb9\u6613\u5f97\u591a\u3002<\/p>\n
\u6b63\u5982\u8a79\u59c6\u65af\u00b7\u52d2(James Le)\u5728\u4e00\u4e2a\u4f1f\u5927\u7684\u90ae\u4ef6\u4e2d\u6240\u9610\u8ff0\u7684\u90a3\u6837\uff0c\u6709\u8bb8\u591a\u4f18\u79c0\u7684\u7edf\u8ba1\u5b66\u4e60\u6a21\u578b\uff0c\u81ea\u5df1\u53ef\u4ee5\u5b66\u4e60\u4e00\u4e0b\uff0c\u4e86\u89e3\u4e00\u4e9b\u5b83\u4eec\u7684\u4f18\u7f3a\u70b9\uff0c\u5e76\u6839\u636e\u7528\u4f8b\u7684\u7ea6\u675f\u6765\u8fdb\u884c\u6a21\u578b\u7684\u5b9e\u9645\u5e94\u7528\u3002\u9664\u975e\u4f60\u6b63\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u6216\u81ea\u7136\u8bed\u8a00\u8bc6\u522b\u7684\u4e13\u4e1a\u9886\u57df\u5de5\u4f5c\uff0c\u5426\u5219\u6700\u6210\u529f\u7684\u6a21\u578b\u5f88\u53ef\u80fd\u5c31\u662f\u4f20\u7edf\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u3002\u4f60\u5f88\u5feb\u5c31\u4f1a\u53d1\u73b0\uff0c\u6700\u7b80\u5355\u7684\u6a21\u578b\uff0c\u5982\u903b\u8f91\u56de\u5f52\uff0c\u901a\u5e38\u662f\u6700\u597d\u7684\u6a21\u578b\u3002<\/p>\n
3\u3001\u673a\u5668\u5b66\u4e60\u662f\u4ea7\u54c1<\/strong><\/div>\n
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\u673a\u5668\u5b66\u4e60\u6c38\u8fdc\u90fd\u4e0d\u5e94\u8be5\u662f\u4ea7\u54c1\u3002\u5b83\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u5de5\u5177\uff0c\u7528\u4e8e\u751f\u4ea7\u6ee1\u8db3\u7528\u6237\u9700\u6c42\u7684\u4ea7\u54c1\u3002\u673a\u5668\u5b66\u4e60\u53ef\u4ee5\u7528\u4e8e\u8ba9\u7528\u6237\u6536\u5230\u7cbe\u51c6\u7684\u5546\u54c1\u63a8\u8350\uff0c\u4e5f\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u51c6\u786e\u5730\u8bc6\u522b\u56fe\u50cf\u4e2d\u7684\u5bf9\u8c61\uff0c\u8fd8\u53ef\u4ee5\u5e2e\u52a9\u4f01\u4e1a\u5411\u7528\u6237\u5c55\u793a\u6709\u4ef7\u503c\u7684\u5e7f\u544a\u3002<\/p>\n
\u4f5c\u4e3a\u4e00\u540d\u6570\u636e\u79d1\u5b66\u5bb6\uff0c\u4f60\u9700\u8981\u4ee5\u5ba2\u6237\u4f5c\u4e3a\u76ee\u6807\u6765\u5236\u5b9a\u9879\u76ee\u8ba1\u5212\u3002\u53ea\u6709\u8fd9\u6837\uff0c\u624d\u80fd\u5145\u5206\u5730\u8bc4\u4f30\u673a\u5668\u5b66\u4e60\u662f\u5426\u5bf9\u4f60\u6709\u5e2e\u52a9\u3002<\/p>\n
4\u3001\u6df7\u6dc6\u56e0\u679c\u548c\u76f8\u5173<\/strong><\/div>\n
\u670990%\u7684\u6570\u636e\u5927\u7ea6\u662f\u5728\u8fc7\u53bb\u7684\u51e0\u5e74\u4e2d\u5f62\u6210\u7684\u3002\u968f\u7740\u5927\u6570\u636e\u7684\u51fa\u73b0\uff0c\u6570\u636e\u5bf9\u673a\u5668\u5b66\u4e60\u4ece\u4e1a\u8005\u6765\u8bf4\u5df2\u7ecf\u53d8\u5f97\u8d8a\u6765\u8d8a\u91cd\u8981\u3002\u7531\u4e8e\u6709\u975e\u5e38\u591a\u7684\u6570\u636e\u9700\u8981\u8bc4\u4f30\uff0c\u5b66\u4e60\u6a21\u578b\u4e5f\u66f4\u5bb9\u6613\u53d1\u73b0\u968f\u673a\u7684\u76f8\u5173\u6027\u3002<\/p>\n
5\u3001\u4f18\u5316\u9519\u8bef\u7684\u6307\u6807<\/strong><\/div>\n
\u673a\u5668\u5b66\u4e60\u6a21\u578b\u901a\u5e38\u9075\u5faa\u654f\u6377\u7684\u751f\u547d\u5468\u671f\u3002\u9996\u5148\uff0c\u5b9a\u4e49\u601d\u60f3\u548c\u5173\u952e\u6307\u6807\u3002\u4e4b\u540e\uff0c\u8981\u539f\u578b\u5316\u4e00\u4e2a\u7ed3\u679c\u3002\u4e0b\u4e00\u6b65\uff0c\u4e0d\u65ad\u8fdb\u884c\u8fed\u4ee3\u6539\u8fdb\uff0c\u76f4\u5230\u5f97\u5230\u8ba9\u4f60\u6ee1\u610f\u7684\u5173\u952e\u6307\u6807\u3002<\/p>\n
\u6784\u5efa\u4e00\u4e2a\u673a\u5668\u5b66\u4e60\u6a21\u578b\u65f6\uff0c\u8bf7\u8bb0\u4f4f\u4e00\u5b9a\u8981\u8fdb\u884c\u624b\u52a8\u9519\u8bef\u5206\u6790\u3002\u867d\u7136\u8fd9\u4e2a\u8fc7\u7a0b\u5f88\u7e41\u7410\u5e76\u4e14\u6bd4\u8f83\u8d39\u65f6\u8d39\u529b\uff0c\u4f46\u662f\u5b83\u53ef\u4ee5\u5e2e\u52a9\u4f60\u5728\u63a5\u4e0b\u6765\u7684\u8fed\u4ee3\u4e2d\u6709\u6548\u5730\u6539\u8fdb\u6a21\u578b\u3002\u53c2\u8003\u4e0b\u9762\u7684\u6587\u7ae0\uff0c\u53ef\u4ee5\u4eceAndrew Ng\u7684Deep Learning Specialization\u4e00\u6587\u4e2d\u83b7\u5f97\u66f4\u591a\u5173\u4e8e\u6539\u8fdb\u6a21\u578b\u7684\u6280\u5de7\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
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