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CS517 - Socially Responsible AI Course Project - Transparency.ai

Locally Explainable and Interpretable AI Hiring Decisions

This repo contains code for using LIME in

  • Hiring Decisions and
  • Measuring Faithfulness in CoT reasoning and explanations

PS: Bias Analysis and Mitigation Code found at :
https://github.com/NiharikaShekar/517_Project
https://github.com/Pradeep-18062002/ai-hiring-bias-project

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Steps to run

Prerequisites

  • Python 3.19
  • Node.js & npm/yarn
  • Ollama

Installation

  1. Install and Start Ollama
    Install from: https://ollama.com/download

    ollama pull llama3.2
    ollama serve
  2. Clone the repository

    git clone https://github.com/gauthamys/transparency.ai.git
    cd transparency.ai
  3. Bring up services Go into the api subfolder

    cd cs517-api
    python -m venv .venv
    source .venv/bin/activate
    pip install -r requirements.txt
    python app.py

    Go into the frontend subfolder

    cd cs517-frontend
    npm install
    npm start
  4. Access the application
    Frontend: http://localhost:3000 Backend API: http://localhost:8000/api

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local explainable hiring agents

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