The context of my data is that I have 3 columns worth of continuous data, plus one column that is categorical (with 269 unique categories). These categories are nominal and this is why I chose one-hot.
I am only aware of one-hot and label encoding. I know label-encoding is not good for this use-case. Is there a 3rd option?