Jouini_soufien

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.

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使用《自动化学报》《中国科学》或其他期刊latex模版时,如提示缺少psfig.sty则需要将这个文件添加到latex模版目录中。(When using the " Automation Technology" , " Chinese Science" or other periodicals latex templates, such as the lack of psfig.sty tips you need to add this file to latex template directory.)

handbook for users about mitsu meldas 500 cnc

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