Submissions must be made through Jupyter Notebooks on Kaggle. To enable the "Submit" button after a commit, the following conditions must be met:

* **CPU Notebook < 12 hours run-time** 
* **GPU Notebook < 12 hours run-time** 

All work must be fully reproducible by the contest organisers. Offline pretraining (on external computers) is allowed; just ensure to document your process so we can reproduce it if you win.

**Language**: Kaggle notebooks allow you to write code in Python and R, but participants can virtually code in any language other than that (if they are that brave). All that matters is the submission file that the participants have to upload.

Participants are required to submit their solutions in a solution.csv file format directly on the Kaggle platform or through a notebook. Ensure the submission adheres to the specified format and includes all necessary predictions or analyses.

By following these steps meticulously, participants can uncover hidden insights, refine their models, and ultimately contribute to the advancement of predictive modeling in motorsports. 🚀