How to Normalise features for small datasets?
You can use a MinMaxScaler on your train set, which will normalize your features inside [0, 1]. The same scaler can transform the test set and if there are values greater than the ones found in the train set, the scaler handles that by returning values greater than 1. Essentially, your test set will be normalized.