What kind of transformation would you like to apply?
Normalizing the time series data should be similar to normalizing images.
If you need data augmentation (adding noise, flipping etc.) you could implement these augmentations quite easily yourself. Let me know, if you get stuck somewhere or would like to discuss a specific (complicated) transformation.