Web Reference: 1222 27 苏剑林 新知答主 一个不负责任的回答: 旨在去掉Normalization的工作,这不是第一篇,肯定也不是最后一篇,早年尝试过一些做法,发现充分训练后至少效果上都不如带Normalization的模型,所以我现在本能地不相信或者说不看好任何去Normalization的工作。 LayerNorm 其实目前主流的 Normalization 有个通用的公式 其中, 为均值, 为归一化的分母,比如对 LayerNorm 来说他是标准差,对 WeightNorm 来说是 L2 范数。 和 为可学习的参数,可以让模型根据分布 scaling 和 shifting。 有的文献把 叫做 gain, 把 叫做 bias。 Normalization是一个统计学中的概念,我们可以叫它 归一化或者规范化,它并不是一个完全定义好的数学操作 (如加减乘除)。 它通过将数据进行偏移和尺度缩放调整,在数据预处理时是非常常见的操作,在网络的中间层如今也很频繁的被使用。 1. 线性归一化
YouTube Excerpt: Let's understand feature scaling and the differences

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Min-Max Normalization | Z-Score by Mean Absolute Deviation | Decimal Scaling by Mahesh Huddar Wealth
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