BlackBoxInsight

An open source, full-stack tool for interpreting and explaining machine learning models and algorithms, making them fair and accountable. Systems Engineering Project in collaboration with NHS Digital and Code4Health.

Tech stack

Flask

HTML5, CSS3, JavaScript

Docker

Microsoft Azure

Tensorflow

Achievements

Visualized counterfactuals of any classification model using Tensorboard and LIME.

Explained image classifiers using feature visualization

Provided insights of the dataset and the predictions using feature importance and partial dependency plots

Deployed fully containerized flask web app on Azure Linux VM.