> 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!


---

# Agent Instructions
This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com.

## Querying This Documentation
If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://docs.adialab.crunchdao.com/participate/advanced-material.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.