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OpenDataology


CII Best Practices Creative Commons License

Overview


OpenDataology is a project for AI model trainning with trusted dataset compliance. Our project enables users of publicly available datasets and users who curate a dataset from multiple data sources (particularly for use as a part of machine learning models) to identify the potential license compliance risks. Our project is primarily comprised of three key components.

  • A dataset license compliance analysis workflow that ascertains the final allowed rights and the required obligations associated with using a publicly available dataset or a dataset that is curated from multiple data sources for any purpose. Please refer to the paper Can I use this publicly available dataset to build commercial AI software?-A Case Study on Publicly Available Image Datasets for more details.
  • A growing database and a web portal that documents the final rights and obligations (after the license compliance analysis is conducted) associated with the datasets and the data sources analyzed in our project. The database also documents the metadata collected and used to conduct the compliance workflow.
  • An online license generation toolkit that creators of datasets to generate custom licenses depending on the exact rights and obligations that they want to allow (instead of having to rely on existing available and limited dataset specific licenses)

OpenDatalogy's recommendations cannot be constituted as legal advice.

Getting Involved


Contributing


We love contributions in various forms. To contribute to OpenDataology please see CONTRIBUTING.md

Governance


OpenDataology is a project hosted by the LF AI and Data Foundation. The project governance details can be found at GOVERNANCE.md.

Reporting a Problem


To report a problem, you can open an issue in the repository against a specific workflow. If the issue is sensitive in nature or a security related issue, please do not report it in the issue tracker but instead email [email protected].

Meeting Schedule and Minutes


Here are the records of the meeting notes and progress.

License


OpenDataology is licensed under CC-BY-4.0

Copyright (c) 2022 The OpenDataology Authors

All rights reserved.

OpenDataology's Projects

community icon community

This repository stores meetings minutes and activities info

data-governance icon data-governance

This project is an open source AI data governance framework designed to assist organizations in managing and maintaining their data assets to ensure data quality, consistency, and security.

licensegpt icon licensegpt

An assistant fine-tunes using large model instructions(LLM) to determine the compliance and legality of licenses.

opendataology icon opendataology

Best practices for AI dataset metadata and license compliance

tools icon tools

All the tools built to support OpenDataology project will be hosted here

website icon website

The official website for OpenDataology - http://www.opendataology.com:30000/

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