What or Why in Machine Learning

Install Libraries

You can install most of the required packages in this repository from pip directly from the requirements.txt file. If you are running into a GCC mojave issue, you can load gcc through anaconda or use the comment below:

sudo installer -pkg /Library/Developer/CommandLineTools/Packages/macOS_SDK_headers_for_macOS_10.14.pkg -target /

Required Packages

• shap

pip install shap

• dill

pip install dill

• PDPBox

pip install pdpbox

• eli5

pip install eli5

• lime

pip install lime

• tensorflow

pip install tensorflow

• scikit-learn

pip install scikit-learn

• scikit-image

pip install scikit-image

Other Resources about Model Interpretability

• Kaggle Course
• Towards Data Science
  • Parul's Article
  • Rebecca's Article
  • Phillip's Article