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Orwell is an open-source, local-first platform for systematically auditing and evaluating Large Language Models (LLMs) for bias, safety violations, and behavioural blind spots — before they reach production.
EquiLens is an AI fairness platform that detects and mitigates bias using statistical metrics, ML models, and Google Gemini’s contextual insights. It offers semantic feature analysis, computes metrics like Demographic Parity and chi-square, and applies automated bias reduction. It also generates PDF reports, enabling users to build fairer models
This German scientific poster (developed as HTML5/React web app) shows the potential implications of racial/social/... Biases in the context of Machine Learning
A fairness-aware loan approval system that detects, analyzes, and mitigates bias in machine learning models using fairness metrics and human-in-the-loop decision making.