Interpretability

Integrated Gradients to Interpret Classification

Installation and Set up for Heatmap Experiments

python3 -m venv ./venv
source ./venv/bin/activate

pip install --upgrade pip

# this installs tensorflow-2.3.0-cp36
pip install --upgrade tensorflow

pip install jupyterlab
pip install matplotlib
pip install opencv-python

# try out tf-explain
pip install tf-explain

References

• Tensorflow Core Tutorial on IG https://www.tensorflow.org/tutorials/interpretability/integrated_gradients
• Detailed version of the TF tutorial https://github.com/GoogleCloudPlatform/training-data-analyst/tree/master/blogs/integrated_gradients
• Original Github implementation of the IG method https://github.com/ankurtaly/Integrated-Gradients