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Best practices for AI dataset metadata and license compliance

License: Other

opendataology's Introduction

OpenDataology

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

Website: www.opendatalogy.com
Chat: OpenDataology Slack
Source: https://github.com/OpenDataology

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

opendataology's People

Contributors

Stargazers

Watchers

Forkers

li-clement skyzcyou rgopikrishnan91 quzicheng ceramicse zhangzhaoxin123 lauson-oo zichengqu iemanuilov onedeeplearner san5167

opendataology's Issues

Different Licenses

Why different repositories adopt different licenses? The MIT license is used in the OpenDataology repository. However, the Apache-2.0 license is used in the other repositories including metadata-API, portal-frontend, and license-generator.

DCO introduction needs to be added

About the database

I have an advice about the database mentioned in Overview. I think if we allow the visitors of the database to edit and modify the database, maybe this visitors can help to check the licenses and may upload their analysis of new licenses, then the database can be expanded faster and those visitors can be the contributors.

1 Release should be published

2 Releases should be published

Organization auth should be setted to 2FA

No SSL cert

Describe the bug
Not really a bug, but an shortcoming. The main website does not have any SSL certificates. Please add one from Letsencrypt.

To Reproduce
Steps to reproduce the behavior:

Go to www.opendataology.com
Does not have SSL cert

Expected behavior
It should have a lock to indicate a secure connection.

Desktop (please complete the following information):

Any browser

Update the code of conduct

According to the conclusion of the kick-off meeting, we need to set up the code of conduct.

README.md file needs to be updated

Update the project license

According to the conclusion of the kick-off meeting, we need to change the license to MIT.

SUPPORT.md file needs to be updated

COMMITTERS.csv needs to be updated documentation

A CII Passing Badge is needed

Project name needs to be updated

Contributing.md needs to be updated

Create a new repo for dataset tools API

Is your feature request related to a problem? Please describe.
The OpenDataology project should have an infrastructure repository, or a repository of tool services set, to store the various infrastructure or tool modules of the OpenDataology platform.

Describe the solution you'd like
Now we have developed a new service for dataset review, which can be integrated into the dataset metadata and license-sharing platform.

Describe alternatives you've considered
We will develop more tools, not just covering this dataset review service, so we wanna whether it is ok to create a new repository for us. Is it better to name this new repository as infrastructure, service-set, or any names better?

A sandbox project charter is needed

Is your feature request related to a problem? Please describe.
No

Describe the solution you'd like
A sandbox project charter is needed to define the TSC and its responsibility.