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WZMIAOMIAO avatar WZMIAOMIAO commented on July 20, 2024

训练自己数据集时没必要划分一个验证集和一个测试集(又不是打比赛),所以只要一个验证集就够了。

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hhhuuuh avatar hhhuuuh commented on July 20, 2024

所以在最后取结果的时候是取每个epoch验证的平均值吗?还有就是您的验证集在每个epoch后进行验证时会不会对某些参数进行调整,从而影响到下次epoch的训练过程(因为我看有的博客上说验证集可以在每次训练后对模型进行微调,使模型更好)。如果我不是每个epoch后都验证,二是所有epoch完成后再验证(或者说测试)这样有没有什么影响呢?

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WZMIAOMIAO avatar WZMIAOMIAO commented on July 20, 2024

不是取均值。验证集不参与训练,对模型没任何影响。

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hhhuuuh avatar hhhuuuh commented on July 20, 2024

好的,谢谢您得解答,对于每次验证得结果可以作为我选择最终模型得一个参考是吧?简单得来说,就是我可以选择map最高的那一轮的训练结果作为最终模型,使这样吗?

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WZMIAOMIAO avatar WZMIAOMIAO commented on July 20, 2024

是的

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hhhuuuh avatar hhhuuuh commented on July 20, 2024

好的,谢谢您!

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