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Normalization and standardization
2022-07-27 19:57:00 【Roaming vegetable chicken】
" Standardization " and " normalization " These two Chinese words refer to four Feature scaling( Feature scaling ) Method :
1. Zoom to mean 0, The variance of 1(Standardization——StandardScaler())
2. Zoom to 0 and 1 Between (Standardization——MinMaxScaler())
3. Zoom to -1 and 1 Between (Standardization——MaxAbsScaler())
4. Zoom to 0 and 1 Between , Preserve the distribution of the original data (Normalization——Normalizer())
Due to Chinese Translation , There are various definitions of normalization and regularization on the Internet !
You know
CSDN( Here the two are confused )
Simple books ( It's different here )
L2 Introduction to normalization
torch.nn.functional.normalize(torch L2 normalization )
torch.nn.functional.normalize() Function interpretation
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