{"repo":"fraunhoferportugal/pymdma","free":true,"listed":false,"github":"https://github.com/fraunhoferportugal/pymdma","clone":"git clone https://github.com/fraunhoferportugal/pymdma.git","description":"pymdma","language":"Python","stars":61,"topics":["data-science","machine-learning","metrics","python"],"license":"LGPL-3.0","category":"machine-learning","readme_excerpt":"pyMDMA - Multimodal Data Metrics for Auditing real and synthetic datasets Data auditing is essential for ensuring the reliability of machine learning models by maintaining the integrity of the datasets upon which these models rely. As synthetic data use increases to address data scarcity and privacy concerns, there is a growing demand for a robust auditing framework. Existing repositories often lack comprehensive coverage across various modalities or validation types. This work introduces a dedicated library for data auditing, presenting a comprehensive suite of metrics designed for evaluating synthetic data. Additionally, it extends its focus to the quality assessment of input data, whether synthetic or real, across time series, tabular, and image modalities. This library aims to serve as a unified and accessible resource for researchers, practitioners, and developers, enabling them to assess the quality and utility of their datasets. This initiative encourages collaborative contributions by open-sourcing the associated code, fostering a community-driven approach to advancing data auditing practices. This work is intended for publication in an open-source journal to facilitate widespread dissemination, adoption, and impact tracking within the scientific and technical community. For more information check out the official documentation here. Prerequisites You will need: - pip - python (see pyproject.toml for full version) - anaconda or similar (recommended) - Git (developers)","default_branch":null,"files":null,"tree":[],"storefront":"/r/fraunhoferportugal","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/fraunhoferportugal/pymdma/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."}