Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Add "Model Explanation" section to the User Guide #247

Open
andrewdalpino opened this issue Sep 19, 2022 · 0 comments
Open

Add "Model Explanation" section to the User Guide #247

andrewdalpino opened this issue Sep 19, 2022 · 0 comments
Labels
enhancement New feature or request

Comments

@andrewdalpino
Copy link
Member

andrewdalpino commented Sep 19, 2022

With the addition of Decision Tree Graphviz visualizations and given that some Learners already implement the RanksFeatures interface which provides a method to output the importance scores of each feature in the training set, we could start to build out a separate section of the User Guide dedicated to model explainability.

I think a good place to start would be an Introduction, a Feature Importances section, and a Decision Tree visualization section. We could move the Feature Importances section over from the Training page (https://github.com/RubixML/ML/blob/master/docs/training.md#feature-importances). We should also include an image (png) of an example Decision Tree graph.

The page should be written in markdown like the rest of them see https://github.com/RubixML/ML/tree/master/docs.

@andrewdalpino andrewdalpino added the enhancement New feature or request label Sep 19, 2022
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
enhancement New feature or request
Projects
None yet
Development

No branches or pull requests

1 participant