Machine Learning

Welcome to the home of the Wikimedia Scoring Platform team. For our past work as an ad-hoc, volunteer project, see m:Research:Revision scoring as a service. As of July, 2017, we're an officially funded team operating within the Technology Department at the Wikimedia Foundation.

Mission
There are two divergent conversations about artificial intelligences—in one, robots will save us from ourselves, and in the other, they destroy us. AI has great potential to help our projects scale by reducing the work that our editors need to do and enhancing the value of our content to readers, but AIs also have the potential to perpetuate biases and silence voices in novel and insidious ways. Imagine a world where AIs are powerful, open, accessible, audit-able tools that Wikimedians use to make their work easier. We develop and maintain AI services (like m:ORES) and the related technologies as a means to unlocking that future. We're an experimental, research focused, community supported, AI-as-a-service team. Our work focuses on balancing efficiency and accuracy with transparency, ethics, and fairness.


 * 1) We deliver realtime advanced machine prediction technologies in an easy-to-use format via a web service
 * 2) We focus on supporting all wiki communities who will collaborate with us
 * 3) We develop strategies and technological support for identifying and mitigating hidden biases
 * 4) We publish, communicate, and promote what we've learned so that others can benefit

Projects

 * m:ORES -- Machine learning prediction as a web service
 * m:Wiki labels -- Training interface where Wikipedians teach machines how to perform important tasks
 * revscoring -- A machine prediction "scoring" framework for building prediction models used by ORES



Contact us
We're an open project team. There are many ways you can get in contact with us.
 * Email: ahalfaker@wikimedia.org
 * Mailing list: [//lists.wikimedia.org/mailman/listinfo/ai ai@lists.wikimedia.org]
 * IRC:
 * Phabricator: [//phabricator.wikimedia.org/tag/scoring-platform-team/ #Scoring-platform-team]
 * Flow board: Talk:Wikimedia Scoring Platform team

Tools that use ORES

 * mw:Edit_Review_Improvements
 * mw:Extension:ORES -- Shows ORES edit quality predictions on Special:RecentChanges, Special:Watchlist and article history pages.
 * pt:Wikipédia:Scripts/FastButtons (pt:MediaWiki:Gadget-fastbuttons.js)
 * mw-gadget-ScoredRevisions (User:He7d3r/Tools/ScoredRevisions.js)
 * [//tools.wmflabs.org/raun/?language=pt&project=wikipedia&userlang=en Raun] (for projects that support ORES)
 * Real-Time Recent Changes
 * en:Wikipedia:WikiProject X via en:User:Reports bot
 * en:Wiki Education Foundation – Student quality/productivity measurements
 * en:User:SuggestBot uses ORES to predict article quality
 * crosswatch – cross-wiki watchlist
 * mw:Huggle
 * en:User:DataflowBot uses ORES to predict article quality
 * [//dashboard.wikiedu.org/recent-activity WikiEdu recent student activity dashboard]
 * [//outreachdashboard.wmflabs.org/article_finder WikiEdu article finder]
 * [//tools.wmflabs.org/copypatrol CopyPatrol tool]