OpenDataology - An Open Source Dataset License Compliance Project Initi...
summary
An open source project that maps dataset licenses into an intermediate template and runs manual plus tooling-assisted compliance checks, showing that after lineage analysis six commonly used datasets restrict commercial model outputs. The project publishes a portal with provenance and rights metadata, offers an extended Montreal dataset license template, ships an alpha tool with SPDX export and plans automated provenance via NLP and clone-detection for lineage extraction.
AI-written summary · about
chapters (7)
- 0:00Start
- 2:41There are several ways of acquiring the data required to build Al software
- 5:02Unlike OSS, conducting license compatibility analysis for datasets have several challenges
- 6:07Challenges in ensuring dataset license compliance
- 10:18OpenDataology - An open source dataset license compliance project
- 11:05Our approach to assess the potential risks of using publicly available datasets in commercial Al software
- 16:06Our approach to assess the potential risks of using datasets created from publicly available data sources
related talks
29mOpen Data
26mThe FOSSology Project – Open Source Software for Open Source License Compliance
26mThe FOSSology Project – Open Source Software for Open Source License Compliance
45mOpen Source for Open Science with Frictionless Data
36mOpenbytes Builds Open Dataset Standards and Schema Aiming to Bring Transformational Changes to AI by Making Open Datasets More Available and Accessible
15mDefending Open Data with Intelligence
14mOpen Source Science-Open Research License
23mDefining Open Source AI: Can the “Judgement of Solomon” Help the Open Source Community Find Success?