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<h1 id="navbar-title">Machine Learning <br> & Society</h1>
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<h2>ML & Society Overview</h2>
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Our team conducts research at the interaction of the technical and societal
aspects of Machine Learning and "AI" technology, including its social and legal context,
and participates in shaping public policy to foster more transparent, distributed,
and inclusive technology.
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Some of our recent work to date has included... We work through project such as...
Our approach is primarily collaborative with joing efforts such as...
Our team also regularly contributes to the broader
<a href="https://huggingface.co/society-ethics">Society and Ethics discussions</a>
occurring across
<a href="https://huggingface.co/">Hugging Face</a>.
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<h2>Team Projects</h2>
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We have several ongoing projects, some team-internal and some in collaboration
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<li><a href="projects.html#policy">Policy Writings</a></li>
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<li><a href="projects.html#data">Data Rights and Governance</a></li>
<li><a href="projects.html#legal">Regulatory Context of AI</a></li>
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<h2>Topic Cards & Resources</h2>
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We collate resources on some of the main questions in ML & Society organized
across 8 topics:
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<li><a href="topics.html#understanding">Understanding AI Systems</a></li>
<li><a href="topics.html#developing">Open Development and Market Dynamics</a></li>
<li><a href="topics.html#deciding">Democratic Decision-Making on AI</a></li>
<li><a href="topics.html#shaping">Governance Mechanisms for AI Applications</a></li>
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<li><a href="topics.html#environment">Environmental Costs and Impact of AI</a></li>
<li><a href="topics.html#systems">Impact of AI on Social Systems</a></li>
<li><a href="topics.html#individuals">Impact of AI on Individuals</a></li>
<li><a href="topics.html#discussing">International Dynamics and Geopolitics</a></li>
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