Test your knowledge

Now that you have worked through a number of extended examples of training fastai deep learning models with text datasets, you can try some variations to practice what you've learned.

Getting ready

Ensure that you have followed the Getting ready steps from the Training a deep learning text classifier with a standalone text dataset section to prepare your Gradient environment and upload the Covid-related tweets dataset.

How to do it…

You can follow the steps in this section to try some variations on the models that you trained with the Covid-related tweets dataset:

1. Make a copy of the text_standalone_dataset_lm.ipynb notebook that you worked through in the Training a deep learning language model with a standalone text dataset recipe. Give your new copy of the notebook the following name: text_standalone_dataset_lm_combo.ipynb.
2. In your new notebook, in addition to creating a dataframe for the train CSV Corona_NLP_train.csv file...