PyConUS 2019 - Model Interpretability Tutorial

Content for the Model Interpretability Tutorial at Pycon US 2019

Slides

Available here

Setup instructions

On your machine

With Anaconda:

conda install --file requirements.txt -c conda-forge

With pip:

pip install -r requirements.txt

Running

jupyter notebook

Then use the __skeleton.ipynb files to work on the exercises, the __solution.ipynb contain solutions.

On Google Colab

Open one of the notebooks below and click on OPEN IN PLAYGROUND to start your own version after logging in to Google Drive.

Eli5

• Skeleton
• Solution

LIME

• Skeleton
• Solution

SHAP

• Skeleton
• Solution