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Responsible-DS

This repo created for responsible data science project.

Project structure

  • model: contains all files related to model(s)
  • src: contains all files relates to framework

Environment installation

Create conda environment and install dependencies: conda env create -f environment.yml

Install dependencies into an existing environment: conda env update -n responsible-ds -f environment.yml --prune

In order to add a package to environment.yml you need to install it locally and run conda env export > environment.yml.

Other

For more details about conda virtual environment: https://docs.conda.io/projects/conda/en/latest/user-guide/tasks/manage-environments.html

Useful article how setup this repo in Google Colab: https://towardsdatascience.com/getting-started-with-google-colab-f2fff97f594c

Contrastive explanation based on: https://arxiv.org/pdf/1806.07470.pdf and implementation from: https://github.com/MarcelRobeer/ContrastiveExplanation/blob/master/contrastive_explanation/contrastive_explanation.py

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