> For the complete documentation index, see [llms.txt](https://docs.adialab.crunchdao.com/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.adialab.crunchdao.com/participate/advanced-material.md).

# Advanced Material

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

{% embed url="<https://colab.research.google.com/github/crunchdao/adialab-notebooks/blob/main/advanced_exploratory_data_analysis.ipynb>" %}
Advanced EDA
{% endembed %}

{% embed url="<https://github.com/crunchdao/adialab-notebooks/blob/main/advanced_exploratory_data_analysis.ipynb>" %}
Advanced EDA
{% endembed %}

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

{% embed url="<https://colab.research.google.com/github/crunchdao/adialab-notebooks/blob/main/advanced_modelling_analysis.ipynb>" %}
Advanced modeling
{% endembed %}

{% embed url="<https://github.com/crunchdao/adialab-notebooks/blob/main/advanced_modelling_analysis.ipynb>" %}
Advanced modeling
{% endembed %}

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