{"repo":"holistic-ai/holisticai","free":true,"listed":false,"github":"https://github.com/holistic-ai/holisticai","clone":"git clone https://github.com/holistic-ai/holisticai.git","description":"This is an open-source tool to assess and improve the trustworthiness of AI systems.","language":"Jupyter Notebook","stars":112,"topics":["benchmark","bias-mitigation","efficacy","explainability-metric","explainable-ai","machine-learning","privacy","responsible-ai","robustness"],"license":"Apache-2.0","category":"machine-learning","readme_excerpt":"Holistic AI: building trustworthy AI systems --- Holistic AI is an open-source library dedicated to assessing and improving the trustworthiness of AI systems. We believe that responsible AI development requires a comprehensive evaluation across multiple dimensions, beyond just accuracy. Current Capabilities --- Holistic AI currently focuses on five verticals of AI trustworthiness: 1. Bias: measure and mitigate bias in AI models. 2. Explainability: measure into model behavior and decision-making. 3. Robustness: measure model performance under various conditions. 4. Security: measure the privacy risks associated with AI models. 5. Efficacy: measure the effectiveness of AI models. Quick Start --- Key Features --- Comprehensive Metrics: Measure various aspects of AI system trustworthiness, including bias, fairness, and explainability. Mitigation Techniques: Implement strategies to address identified issues and improve the fairness and robustness of AI models. User-Friendly Interface: Intuitive API for easy integration into existing workflows. Visualization Tools: Generate insightful visualizations for better understanding of model behavior and bias patterns. Documentation and Tutorials --- Documentation Notebooks Holistic AI Website Detailed Installation --- Troubleshooting (macOS): Before installing the library, you may need to install these packages: Contributing We welcome contributions from the community To learn more about contributing to Holistic AI, please refer to our Con","default_branch":null,"files":null,"tree":[],"storefront":"/r/holistic-ai","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/holistic-ai/holisticai/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}