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A commented bash script to generate our final 2nd place solution can be found in make_kaggle_solution.sh. Running all the commands sequentially will probably take 7 - 10 days on recent consumer grade hardware. If you have multiple GPUs you can speed things up by doing training and feature extraction for the two networks in parallel. However, due to the computationally heavy data augmentation it may be far less than twice as fast especially when working with 512x512 pixel input images. You can also obtain a quadratic weighted kappa score of 0.839 on the private leaderboard by just training the 4x4 kernel networks and by performing only 20 feature extraction iterations with the weights that gave you the best MSE validation scores during training. The entire ensemble only achieves a slightly higher score of 0.845.

说明：  NFC smart card reader

字符云标签生成，插件生成字符元标签，静态展示字符云标签(this is a wordcloud test , you can see this code to know how to make wordcloud)

bayes分类器，本程序根据病人症状可初步诊断疾病-Bayes classifier, this procedure can be based on the patient"s symptoms preliminary diagnosis of diseases

C#启动指定的Windows信使服务，本例中是启动IIS服务，在Windows XP下可完美运行，在Windows7下不行好像，本程序演示如何在C#的程序中启动一个指定的Windows内置服务的方法。具体的实现代码： 　　ServiceController service = new ServiceController();//创建服务控制对象 　　service.ServiceName = "Messenger";//启动Windows信史服务 　　//判断当前服务状态 　　if (service.Status == ServiceControllerStatus.Stopped) 　　{ 　　 try 　　 { 　　 service.Start();// 启动服务 　　 service.WaitForStatus(ServiceControllerStatus.Running); 　　 } 　　 catch (InvalidOperationException) 　　 { 　　 MessageBox.Show("不能启动该服务！"); 　　 } 　　}

说明：  QT5.9.7 打开百度地图，只完成显示，谨慎下载(QT5.9.7 Open Baidu Map, Complete Display Only, Carefully Download)

基于cProgBar.ocx控件写的VB进度条，可对进度条的风格进行选择，比如亮面和暗面的颜色、是否为3D样式，是否单色进度条，有经典风格和自定义风格，若想快速在程序中添加进度加载条的话，使用本实例中的cProgBar.ocx控件完全可以。

基于lc滤波器的pwm逆变器虚拟同步机控制(Inverter synchronizer control)

并联型有源滤波器控制方法的研究 最全面的介绍 非常适合新手(Comprehensive detailed solution of harmonic suppression and reactive power compensation)

一个考验你记忆力、反映力的小游戏。通过成对找出隐藏在界面上的相同的图形，直至找到所有的36幅图。在此过程中程序计算翻图时间、正确率等。比较有意思！-a test of your memory, reflect the power of small game. Paired identify hidden through the same interface on the graphics, so until all the 36 plans. In this process turned calculated plan, the correct rate. More interesting!