Standardise AND Normalise
No, actually it doesn’t make sense to apply two scaling methods to your data simultaneously. Generally, I would suggest using standardization because it is more robust to outlier samples compared to normalization. Having removed outlier samples from your dataset, you can safely use normalization instead.