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kernelpca.fit_transform(df_std) Then, by using print(kpca), we can see the result of kPCA components in 3D as shown in Figure 7. Figure 7. kPCA result in 3 components Spectral Embedding Similar to PCA kernel, Spectral Embedding also uses RBF kernel as shown in the following code. #Spectral