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SAS Trustworthy AI Examples

Overview

This repository contains Python notebooks and SAS programs that demonstrate key principles of Trustworthy AI, including fairness, robustness, and explainability. The examples use publicly available datasets across multiple sectors such as financial services, education, healthcare, and the public sector.

Prerequisites

The examples require access to the SAS® Viya® Workbench.

Installation

Clone the examples repository into the root of your workspace:

git clone https://github.com/sassoftware/sas-trustworthy-ai-examples.git
cd sas-trustworthy-ai-examples

Python Environment Setup

  1. Create a Virtual Environment
python -m venv venv
  1. Activate the Virtual Environment

On macOS/Linux:

source venv/bin/activate

On Windows:

venv\Scripts\activate
  1. Install Required Python Packages
pip install -r requirements.txt
  1. Run Examples

Navigate to the python/ directory and open a notebook or script.

Examples

The repository is organized into the following folders:

  • data/ — Contains datasets for all 4
  • python/ — Contains Python-based Trustworthy AI example
  • sas/ — Contains equivalent SAS code examples

Trustworthy AI Examples Covered

Healthcare

Finance

Education

Public/Government

Datasets

Example datasets include:

  • Adult Dataset
  • Student Performance Dataset
  • German Credit Data
  • CDC Diabetes Health Indicators

View all datasets

Contributing

Maintainers are not currently accepting contributions to this project.

License

This project is licensed under the Apache 2.0 License. See LICENSE for details.

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Python notebooks and SAS programs that demonstrate key principles of Trustworthy AI

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