Ok, so I did more experimenting. It looks like I was able to successfully send my submission by doing 3 things:
- Completely reset the colab notebook using restart runtime under the runtime menu.
- Using the trick above to install version 1.2.0.1 of XGBoost
- Use save() and load() instead of xgb.save() and xgb.load()
Hope it can help