SimpleT5 Python library might be if help. Allows you to train a model basically on just a dataframe. Can probably run it on Google Colab for free, given that you just want to classify a few hundred megabytes of text data.
Also, there are zero shot categorizers like KeyBERT.
If you have no labels, running it through the ChatGPT API might be a low hanging fruit option also.