I have really come to like nlp and what it is about. Please I need recommendations on materials that can help me improve my skills even beyond this competition. I would be very grateful for any suggestions.

Hi Busayor,

Here is what I think could improve your score:

1- Spending a little time cleaning your data (indeed, this is the most important part in this competition) will massively improve your score. (Hope I'm going to get burned giving this advice 😂😅)

2- Setting up a strong CrossValidation scheme

3- Don't relying to much on the metric or the LB, it can sometimes be misleading. If you feels like your model is doing good and the LB isn't following, don't worry

4- Don't be afraid to be crazy. Try things out, you never know

5- I don't think any of the Top guys are using Data Augmentation (but like I said, go crazy, try it out)

6- As I like to say, don't start big. Start small and build up from there

Have fun