Advanced Material

Here you will find some suggestions on how to tackle the problem. We provide two notebooks with different approaches.

This tutorial notebook includes sections on data exploration, feature engineering, validation and linear models

Google Colaboratory

Advanced EDA

adialab-notebooks/advanced_exploratory_data_analysis.ipynb at main · crunchdao/adialab-notebooksGitHub

Advanced EDA

Finally, this tutorial notebook includes a more advanced modeling attempt using a boosting model, a custom loss function, and hyperparameter optimization.

Google Colaboratory

Advanced modeling

adialab-notebooks/advanced_modelling_analysis.ipynb at main · crunchdao/adialab-notebooksGitHub

Advanced modeling

The models trained in these notebooks can be used as a baseline for the competition. We encourage you to surpass them!