Yacine Jernite
commited on
Commit
•
d513711
1
Parent(s):
b8ad2cd
initial
Browse files- images/hf-logo.png +0 -0
- index.html +129 -17
- projects.html +149 -0
- scripts/main.js +66 -0
- styles/style.css +173 -0
- team.html +59 -0
- topics.html +207 -0
images/hf-logo.png
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index.html
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<html>
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</html>
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<!doctype html>
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<html lang="en-US">
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<head>
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<meta charset="utf-8" />
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<meta name="viewport" content="width=device-width" />
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<link rel="icon" href="images/hf-logo.png" />
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<link rel="stylesheet" href="styles/style.css" />
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<title>Machine Learning and Society @ 🤗 </title>
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<style>
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/* Add CSS styles here */
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#vignettes {
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display: flex;
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}
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#itemSidebar {
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flex: 0 0 20%;
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max-width: 20%;
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border: 1px solid rgb(43, 145, 44);
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padding-left: 5px;
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margin-right: 5px;
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}
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#itemGallery {
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flex: 1;
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border: 1px solid rgb(43, 145, 44);
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display: grid;
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grid-template-columns: repeat(auto-fill, minmax(30%, 1fr));
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grid-auto-flow: row; /* This ensures items fill out columns before moving to the next row */
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}
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.item {
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border: 1px solid rgb(43, 145, 44);
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background-size: cover;
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background-position: center;
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height: 200px;
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position: relative;
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margin: 5px;
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}
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.item h3 {
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position: absolute;
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padding: 5px;
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text-align: center;
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}
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.item p {
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position: absolute;
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bottom: 0;
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background-color: #cbf5e1;
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margin: 0;
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padding: 5px;
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text-align: center;
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}
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</style>
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</head>
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<body>
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<header>
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<h1>Machine Learning and Society @ 🤗</h1>
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</header>
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<nav>
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<ul>
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<li><a href="index.html">ML&Soc Home</a></li>
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<li><a href="projects.html">ML&Soc Projects</a></li>
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<li><a href="topics.html">ML&Soc Topics</a></li>
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<li><a href="team.html">ML&Soc Team</a></li>
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</ul>
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</nav>
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<main>
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<article class="outer">
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<div class="inner">
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<h2>The Hugging Face Machine Learning & Society Team</h2>
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<p>
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Our team conducts research at the interaction of the technical and societal
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aspects of Machine Learning and "AI" technology, including its social and legal context,
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and participates in shaping public policy to foster more transparent, distributed,
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and inclusive technology.
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</p>
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<p>
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Some of our recent work to date has included... We work through project such as...
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Our approach is primarily collaborative with joing efforts such as...
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Our team also regularly contributes to the broader
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<a href="https://huggingface.co/society-ethics">Society and Ethics discussions</a>
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occurring across
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<a href="https://huggingface.co/">Hugging Face</a>.
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</p>
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</div>
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<div class="inner">
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<h2>ML & Society Overview 🤗</h2>
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<p>
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Here's a place for a nice tag-based interactive overview of projects, topics, writing, etc.
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</p>
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<div id="vignettes">
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<div id="itemSidebar">
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<h3>Filter by Tags</h3>
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<ul id="tagList">
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<!-- Tags will be dynamically added here -->
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</ul>
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<p id="sidebarShowing">Showing resources relevant to:</p>
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</div>
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<div id="itemGallery">
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</div>
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</div>
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</div>
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</article>
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</main>
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<footer>
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<p xmlns:cc="http://creativecommons.org/ns#" xmlns:dct="http://purl.org/dc/terms/">
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The content of the <a property="dct:title" rel="cc:attributionURL" href="index.html">🤗 Machine Learning and Society Website</a>
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by the <a rel="cc:attributionURL dct:creator" property="cc:attributionName" href="team.html"> HF ML&Society Team</a>
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is licensed under
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<a href="https://creativecommons.org/licenses/by/4.0/?ref=chooser-v1" target="_blank" rel="license noopener noreferrer" style="display:inline-block;">
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CC BY 4.0<img style="height:22px!important;margin-left:3px;vertical-align:text-bottom;" src="https://mirrors.creativecommons.org/presskit/icons/cc.svg?ref=chooser-v1" alt="">
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<img style="height:22px!important;margin-left:3px;vertical-align:text-bottom;" src="https://mirrors.creativecommons.org/presskit/icons/by.svg?ref=chooser-v1" alt="">
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</a>
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</p>
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</footer>
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<script src="scripts/main.js"></script>
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</body>
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</html>
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projects.html
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<!doctype html>
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<html lang="en-US">
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<head>
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<meta charset="utf-8" />
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<meta name="viewport" content="width=device-width" />
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<link rel="icon" href="images/hf-logo.png" />
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<link rel="stylesheet" href="styles/style.css" />
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<title>Machine Learning and Society @ 🤗 </title>
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</head>
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<body>
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<header>
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<h1>Machine Learning and Society @ 🤗</h1>
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</header>
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<nav>
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<ul>
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<li><a href="index.html">ML&Soc Home</a></li>
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<li><a href="projects.html">ML&Soc Projects</a></li>
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<li><a href="topics.html">ML&Soc Topics</a></li>
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<li><a href="team.html">ML&Soc Team</a></li>
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</ul>
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</nav>
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<main>
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<aside>
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<h2>Menu</h2>
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<ul>
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<li><a href="projects.html#Policy">Policy Writings, Primers, and Responses</a></li>
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<li><a href="projects.html#Energy">AI Energy Scores for AI Systems</a></li>
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<li><a href="projects.html#Evaluation">Social Impact Evaluations for GenAI</a></li>
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<li><a href="projects.html#Data">The Social Lives and Impacts of ML Data</a></li>
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<li><a href="projects.html#Legal">Investigating the Regulatory Context of AI</a></li>
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</ul>
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</aside>
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<article>
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<h2>Machine Learning & Society ongoing Projects</h2>
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<p>
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We have several ongoing projects, some team-internal and some in collaboration
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with other organizations
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</p>
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<section>
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<h3 id="Policy">Policy Writings, Primers, and Responses</h3>
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<ul>
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<li>
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<a href="https://huggingface.co/datasets/huggingface/policy-docs">
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List of Published Hugging Face Policy Documents
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</a>
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</li>
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</ul>
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<p>
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Our work on public policy includes answering RFCs and RFIs, as well as...
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</p>
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</section>
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<section>
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<h3 id="Energy">AI Energy Scores for AI Systems</h3>
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<ul>
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<li>
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<a href="https://huggingface.co/EnergyStarAI">
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AI Energy Scores Organization on Hugging Face
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</a>
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</li>
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</ul>
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<p>
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This project led by Dr. Sasha Luccioni in collaboration with...
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</p>
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</section>
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<section>
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<h3 id="Evaluation">Social Impact Evaluations for GenAI</h3>
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<ul>
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<li>
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<a href="https://evaleval.github.io/">
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The EvalEval 2024 Workshop on Measuring Broader Impacts of Generative AI
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</a>
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</li>
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</ul>
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<p>
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Our team co-organizes an ongoing collaborative efforts advancing the state an tooling
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for evaluating the social impact of generative AI systems through writing, coalition buildind,
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workshop organization, and...
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</p>
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</section>
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<section>
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<h3 id="Data">The Social Lives and Impacts of ML Data</h3>
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<ul>
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<li>
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<a href="https://arxiv.org/abs/2206.03216">
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BigScience Data Governance Paper
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</a>
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</li>
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</ul>
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<p>
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Data rights, valuation of data, and understanding of its social and commercial
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dynamics, are at the heart of most of the issues facing AI governance. Our team
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works on theoretical and practical (BigCode) data governance projects to...
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</p>
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</section>
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<section>
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<h3 id="Legal">Investigating the Regulatory Context of AI</h3>
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<ul>
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<li>
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<a href="https://docs.google.com/document/d/1L53lgMW44maaavnpGb3unuVtLIbEzxj8DCGpvLdYrtM/">
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Legal Hackathon 2024: EU-US Cross-Analysis of Domain Regulation
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</a>
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</li>
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</ul>
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<p>
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In collaboration with NYU Law School and the Allen Institute for AI, our team organizes yearly
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intensive legal research weeks on the regulatory context of AI, focusing in particular on how
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existing regulations and protected rights apply to new technological developments.
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</p>
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</section>
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</article>
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</main>
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<footer>
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<p xmlns:cc="http://creativecommons.org/ns#" xmlns:dct="http://purl.org/dc/terms/">
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The content of the <a property="dct:title" rel="cc:attributionURL" href="index.html">🤗 Machine Learning and Society Website</a>
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by the <a rel="cc:attributionURL dct:creator" property="cc:attributionName" href="team.html"> HF ML&Society Team</a>
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is licensed under
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<a href="https://creativecommons.org/licenses/by/4.0/?ref=chooser-v1" target="_blank" rel="license noopener noreferrer" style="display:inline-block;">
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CC BY 4.0<img style="height:22px!important;margin-left:3px;vertical-align:text-bottom;" src="https://mirrors.creativecommons.org/presskit/icons/cc.svg?ref=chooser-v1" alt="">
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<img style="height:22px!important;margin-left:3px;vertical-align:text-bottom;" src="https://mirrors.creativecommons.org/presskit/icons/by.svg?ref=chooser-v1" alt="">
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</a>
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</p>
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</footer>
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</body>
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</html>
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scripts/main.js
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// Sample database of items
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const items = [
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{
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title: 'EvalEval Workshop',
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tags: ['privacy', 'bias', 'environment', 'measures', 'society'],
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image: 'images/hf-logo.png',
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link: 'projects.html#Evaluation',
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8 |
+
description: 'The EvalEval workshop is organized by our collaborative Social Impact Evaluation project.'
|
9 |
+
},
|
10 |
+
{
|
11 |
+
title: 'Legal Hackathons',
|
12 |
+
tags: ['regulation', 'education', 'finance', 'health', 'privacy', 'labor', 'society'],
|
13 |
+
image: 'images/hf-logo.png',
|
14 |
+
link: 'projects.html#Legal',
|
15 |
+
description: 'The Legal Hackathons produce reports analyzing existing and proposed regulation.'
|
16 |
+
},
|
17 |
+
{
|
18 |
+
title: 'AI Energy Scores',
|
19 |
+
tags: ['environment', 'measures', 'society'],
|
20 |
+
image: 'images/hf-logo.png',
|
21 |
+
link: 'projects.html#Energy',
|
22 |
+
description: 'This project works toward standardized reporting of energy costs of AI systems.'
|
23 |
+
},
|
24 |
+
{
|
25 |
+
title: 'Topic Card: Social Systems',
|
26 |
+
tags: ['education', 'journalism', 'labor', 'society'],
|
27 |
+
image: 'images/hf-logo.png',
|
28 |
+
link: 'topics.html#Systems',
|
29 |
+
description: 'This topic card on the Impact of AI on Social Systems provides descriptions and resources.'
|
30 |
+
},
|
31 |
+
];
|
32 |
+
|
33 |
+
// Populate the tag list in the sidebar
|
34 |
+
const tagList = document.getElementById('tagList');
|
35 |
+
const uniqueTags = [...new Set(items.flatMap(item => item.tags))];
|
36 |
+
uniqueTags.forEach(tag => {
|
37 |
+
const li = document.createElement('li');
|
38 |
+
li.textContent = tag;
|
39 |
+
li.addEventListener('click', () => displayItemsByTag(tag));
|
40 |
+
tagList.appendChild(li);
|
41 |
+
});
|
42 |
+
|
43 |
+
// Function to display items based on selected tag
|
44 |
+
function displayItemsByTag(selectedTag) {
|
45 |
+
const itemContainer = document.getElementById('itemGallery');
|
46 |
+
itemContainer.innerHTML = '';
|
47 |
+
|
48 |
+
const filteredItems = items.filter(item => item.tags.includes(selectedTag));
|
49 |
+
|
50 |
+
let itemCount = 0;
|
51 |
+
filteredItems.forEach(item => {
|
52 |
+
itemCount = itemCount + 1;
|
53 |
+
const itemDiv = document.createElement('div');
|
54 |
+
itemDiv.className = 'item';
|
55 |
+
itemDiv.id = `item-${itemCount}`;
|
56 |
+
itemDiv.style.backgroundImage = `url(${item.image})`;
|
57 |
+
itemDiv.innerHTML = `
|
58 |
+
<h3>${item.title}</h3>
|
59 |
+
<p>${item.description}</p>
|
60 |
+
`;
|
61 |
+
itemContainer.appendChild(itemDiv);
|
62 |
+
});
|
63 |
+
|
64 |
+
const showing = document.getElementById('sidebarShowing');
|
65 |
+
showing.textContent = `Showing projects relevant to: ${selectedTag}`
|
66 |
+
}
|
styles/style.css
ADDED
@@ -0,0 +1,173 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
/* || General setup */
|
2 |
+
|
3 |
+
html, body {
|
4 |
+
margin: 0;
|
5 |
+
padding: 0;
|
6 |
+
}
|
7 |
+
|
8 |
+
html {
|
9 |
+
font-size: 10px;
|
10 |
+
background-color: #aad1ea;
|
11 |
+
}
|
12 |
+
|
13 |
+
body {
|
14 |
+
width: 70%;
|
15 |
+
margin: 0 auto;
|
16 |
+
}
|
17 |
+
|
18 |
+
/* || typography */
|
19 |
+
|
20 |
+
h1, h2, h3 {
|
21 |
+
font-family: 'Open Sans Condensed', sans-serif;
|
22 |
+
color: #2a2a2a;
|
23 |
+
}
|
24 |
+
|
25 |
+
p, input, li {
|
26 |
+
font-family: 'Open Sans Condensed', sans-serif;
|
27 |
+
color: #2a2a2a;
|
28 |
+
}
|
29 |
+
|
30 |
+
h1 {
|
31 |
+
font-size: 4rem;
|
32 |
+
text-align: center;
|
33 |
+
color: white;
|
34 |
+
text-shadow: 2px 2px 10px black;
|
35 |
+
}
|
36 |
+
|
37 |
+
article h2 {
|
38 |
+
text-align: left;
|
39 |
+
}
|
40 |
+
|
41 |
+
h2 {
|
42 |
+
font-size: 3rem;
|
43 |
+
text-align: center;
|
44 |
+
}
|
45 |
+
|
46 |
+
h3 {
|
47 |
+
font-size: 2.2rem;
|
48 |
+
}
|
49 |
+
|
50 |
+
p, li {
|
51 |
+
font-size: 1.6rem;
|
52 |
+
line-height: 1.5;
|
53 |
+
}
|
54 |
+
|
55 |
+
/* || header layout */
|
56 |
+
|
57 |
+
nav, article, aside, footer {
|
58 |
+
background-color: white;
|
59 |
+
padding: 1%;
|
60 |
+
}
|
61 |
+
|
62 |
+
.outer {
|
63 |
+
background-color: #cbf5e1;
|
64 |
+
padding: 5px;
|
65 |
+
}
|
66 |
+
|
67 |
+
.inner {
|
68 |
+
background-color: white;
|
69 |
+
margin-bottom: 10px;
|
70 |
+
}
|
71 |
+
|
72 |
+
nav {
|
73 |
+
height: 50px;
|
74 |
+
background-color: #67dca5;
|
75 |
+
display: flex;
|
76 |
+
margin-bottom: 10px;
|
77 |
+
}
|
78 |
+
|
79 |
+
nav ul {
|
80 |
+
padding: 0;
|
81 |
+
list-style-type: none;
|
82 |
+
flex: 2;
|
83 |
+
display: flex;
|
84 |
+
}
|
85 |
+
|
86 |
+
nav li {
|
87 |
+
display: inline;
|
88 |
+
text-align: center;
|
89 |
+
flex: 1;
|
90 |
+
}
|
91 |
+
|
92 |
+
nav a {
|
93 |
+
display: inline-block;
|
94 |
+
font-size: 2rem;
|
95 |
+
text-transform: uppercase;
|
96 |
+
text-decoration: none;
|
97 |
+
color: black;
|
98 |
+
}
|
99 |
+
|
100 |
+
nav form {
|
101 |
+
flex: 1;
|
102 |
+
display: flex;
|
103 |
+
align-items: center;
|
104 |
+
height: 100%;
|
105 |
+
padding: 0 2em;
|
106 |
+
}
|
107 |
+
|
108 |
+
footer {
|
109 |
+
height: 50px;
|
110 |
+
background-color: #67dca5;
|
111 |
+
display: flex;
|
112 |
+
margin-bottom: 10px;
|
113 |
+
}
|
114 |
+
|
115 |
+
/* || main layout */
|
116 |
+
|
117 |
+
main {
|
118 |
+
display: flex;
|
119 |
+
}
|
120 |
+
|
121 |
+
article {
|
122 |
+
flex: 4;
|
123 |
+
margin-left: 5px;
|
124 |
+
}
|
125 |
+
|
126 |
+
aside {
|
127 |
+
float: left;
|
128 |
+
flex: 1;
|
129 |
+
/* margin-left: 10px; */
|
130 |
+
background-color: #67dca5;
|
131 |
+
}
|
132 |
+
|
133 |
+
aside ul {
|
134 |
+
list-style-type: none;
|
135 |
+
padding-left: 0px;
|
136 |
+
}
|
137 |
+
|
138 |
+
aside li {
|
139 |
+
padding-bottom: 10px;
|
140 |
+
border: 1px solid rgb(43, 145, 44);
|
141 |
+
}
|
142 |
+
|
143 |
+
footer {
|
144 |
+
margin-top: 10px;
|
145 |
+
}
|
146 |
+
|
147 |
+
/* Previous css */
|
148 |
+
/*
|
149 |
+
html {
|
150 |
+
background-color: rgb(201, 239, 201);
|
151 |
+
font-size: 20px;
|
152 |
+
}
|
153 |
+
|
154 |
+
ul {
|
155 |
+
background: red;
|
156 |
+
padding: 10px;
|
157 |
+
border: 1px solid black;
|
158 |
+
}
|
159 |
+
|
160 |
+
li {
|
161 |
+
margin-left: 15px;
|
162 |
+
background: rgb(182, 139, 173);
|
163 |
+
border: 1px solid rgb(43, 145, 44);
|
164 |
+
}
|
165 |
+
|
166 |
+
h1, h2 {
|
167 |
+
color: purple;
|
168 |
+
}
|
169 |
+
|
170 |
+
p {
|
171 |
+
color: rgb(140, 62, 149);
|
172 |
+
} */
|
173 |
+
|
team.html
ADDED
@@ -0,0 +1,59 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
<!doctype html>
|
2 |
+
<html lang="en-US">
|
3 |
+
<head>
|
4 |
+
<meta charset="utf-8" />
|
5 |
+
<meta name="viewport" content="width=device-width" />
|
6 |
+
<link rel="icon" href="images/hf-logo.png" />
|
7 |
+
<link rel="stylesheet" href="styles/style.css" />
|
8 |
+
|
9 |
+
<title>Machine Learning and Society @ 🤗 </title>
|
10 |
+
</head>
|
11 |
+
|
12 |
+
<body>
|
13 |
+
<header>
|
14 |
+
<h1>Machine Learning and Society @ 🤗</h1>
|
15 |
+
</header>
|
16 |
+
|
17 |
+
<nav>
|
18 |
+
<ul>
|
19 |
+
<li><a href="index.html">ML&Soc Home</a></li>
|
20 |
+
<li><a href="projects.html">ML&Soc Projects</a></li>
|
21 |
+
<li><a href="topics.html">ML&Soc Topics</a></li>
|
22 |
+
<li><a href="team.html">ML&Soc Team</a></li>
|
23 |
+
</ul>
|
24 |
+
</nav>
|
25 |
+
|
26 |
+
<main>
|
27 |
+
<article class="outer">
|
28 |
+
<div class="inner">
|
29 |
+
<h2>Machine Learning & Society Team Members</h2>
|
30 |
+
|
31 |
+
<p>
|
32 |
+
Add a profile picture, title, main 1-2 projects/areas, and short bio for
|
33 |
+
each team member. TODO - figure out vignette format.
|
34 |
+
</p>
|
35 |
+
</div>
|
36 |
+
|
37 |
+
<div class="inner">
|
38 |
+
<h2>ML & Society Press and Accolades</h2>
|
39 |
+
|
40 |
+
<p>
|
41 |
+
A good place to showcase awards and press coverage centered on team members.
|
42 |
+
</p>
|
43 |
+
</div>
|
44 |
+
</article>
|
45 |
+
</main>
|
46 |
+
|
47 |
+
<footer>
|
48 |
+
<p xmlns:cc="http://creativecommons.org/ns#" xmlns:dct="http://purl.org/dc/terms/">
|
49 |
+
The content of the <a property="dct:title" rel="cc:attributionURL" href="index.html">🤗 Machine Learning and Society Website</a>
|
50 |
+
by the <a rel="cc:attributionURL dct:creator" property="cc:attributionName" href="team.html"> HF ML&Society Team</a>
|
51 |
+
is licensed under
|
52 |
+
<a href="https://creativecommons.org/licenses/by/4.0/?ref=chooser-v1" target="_blank" rel="license noopener noreferrer" style="display:inline-block;">
|
53 |
+
CC BY 4.0<img style="height:22px!important;margin-left:3px;vertical-align:text-bottom;" src="https://mirrors.creativecommons.org/presskit/icons/cc.svg?ref=chooser-v1" alt="">
|
54 |
+
<img style="height:22px!important;margin-left:3px;vertical-align:text-bottom;" src="https://mirrors.creativecommons.org/presskit/icons/by.svg?ref=chooser-v1" alt="">
|
55 |
+
</a>
|
56 |
+
</p>
|
57 |
+
</footer>
|
58 |
+
</body>
|
59 |
+
</html>
|
topics.html
ADDED
@@ -0,0 +1,207 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
<!doctype html>
|
2 |
+
<html lang="en-US">
|
3 |
+
<head>
|
4 |
+
<meta charset="utf-8" />
|
5 |
+
<meta name="viewport" content="width=device-width" />
|
6 |
+
<link rel="icon" href="images/hf-logo.png" />
|
7 |
+
<link rel="stylesheet" href="styles/style.css" />
|
8 |
+
|
9 |
+
<title>Machine Learning and Society @ 🤗 </title>
|
10 |
+
</head>
|
11 |
+
|
12 |
+
<body>
|
13 |
+
<header>
|
14 |
+
<h1>Machine Learning and Society @ 🤗</h1>
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<nav>
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<li><a href="index.html">ML&Soc Home</a></li>
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<li><a href="projects.html">ML&Soc Projects</a></li>
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<li><a href="topics.html">ML&Soc Topics</a></li>
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<main>
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<aside>
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<h2>Menu</h2>
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<ul>
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<li><a href="topics.html#Understanding">Understanding: Openness and the Science of AI</a></li>
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<li><a href="topics.html#Developing">Developing: Openness, Business, and Competition</a></li>
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<li><a href="topics.html#Deciding">Deciding: Openness, Transparency, Democratic Control over AI</a></li>
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<li><a href="topics.html#Shaping">Shaping: Governing how AI Systems are Created, Shared, and Used</a></li>
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<li><a href="topics.html#Systems">Safeguarding Systems: Impact of AI on Social Systems</a></li>
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<li><a href="topics.html#Persons">Safeguarding Persons: Impact of AI on Individuals' Rights and Interests</a></li>
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<li><a href="topics.html#Sustaining">Sustaining: Environmental Costs and Impact of AI</a></li>
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<li><a href="topics.html#Discussing">Discussing: International Dynamics and Geopolitics</a></li>
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</ul>
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</aside>
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<article>
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<h2>Machine Learning & Society Topic Cards</h2>
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<p>
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The interaction between Machine Learning-based systems and their social context
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can be examined through the lens of different inter-related topics. In our work,
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we have found the following 8 topics to constitute a helpful way to organize resources:
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</p>
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<ul>
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<li>
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<a href="https://docs.google.com/document/d/102swvvpxj0K3nf0cNkmtIMg5CAD4yl_IO-ko75Uwc7Y/">
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ML and Society Topic Cards Overview Document
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</a>
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</li>
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</ul>
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<section>
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<h3 id="Understanding">Understanding: Openness and the Science of AI</h3>
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<ul>
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<li>
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<a href="https://docs.google.com/document/d/1D2KA3CKcuKOc9mOMRKjucYrYBREx30z9xuKUGSgQUEE/">
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Understanding: Openness and the Science of AI
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</a>
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</li>
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</ul>
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<p>
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As AI is becoming ever more ubiquitous, increasingly more builders and affected
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stakeholders need to understand how it works, what it can and cannot do, what trade-offs
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are involved in developing the technology, and how it can be leveraged or improved in
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particular contexts. This requires sufficient visibility and a thriving research ecosystem
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that is inclusive of perspectives outside of those of the developers working within the
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very best-resourced companies.
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</p>
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<p>
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Making informed decisions about AI systems requires understanding how the technology works,
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what development choices are available to meet certain goals, and how they trade off different
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priorities. Approaching AI as a science means upholding scientific integrity, which includes
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reproducibility, verifiability, and increasing the breadth of people who can use the technology
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and contribute to scientific development.
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</p>
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</section>
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<section>
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<h3 id="Developing">Developing: Openness, Business, and Competition</h3>
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<ul>
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<li>
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<a href="https://docs.google.com/document/d/17ksxEVyBcRGL6e6da4OPbjRxuCT5iEx5Ih67bj1Fc_w/">
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Developing: Openness, Business, and Competition
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</a>
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</li>
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</ul>
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<p>
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“AI” and Machine Learning systems are already ubiquitous, deployed in social
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media and all kinds of digital services. AI can be compared to “Software 2.0” -
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AI literacy is becoming part of the basic set of skills to build any kind of
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technology. Relying exclusively on AI systems that are developed and served by a
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handful of companies would have strong negative impacts on innovation and competition.
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</p>
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<p>
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Having access to data is a significant competitive bottleneck, including: data about
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how people are using AI systems - data about what AI systems are better or worse out -
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use data and feedback from users - proprietary data to fine-tune models - internal databases
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for RAG-like techniques. Sending all of that data to a few companies further centralizes
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their role in adapting new technology. In addition to enabling anti-competitive practices,
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this also limits the breadth of technology that can be developed - better to have smaller
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companies work on their own hundreds of thousands of use cases than to have central entities
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decide what is worth deploying and providing a “just OK” unique solution for everything.
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</p>
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</section>
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<section>
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<h3 id="Deciding">Deciding: Openness, Transparency, Democratic Control over AI</h3>
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<ul>
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<li>
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<a href="https://docs.google.com/document/d/1PLNuZcal1z2tPbohhXEAoJAGr_GWbT0wkpulDtIJR6s/">
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Deciding: Openness, Transparency, Democratic Control over AI
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</a>
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</li>
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</ul>
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</section>
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<section>
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<h3 id="Shaping">Shaping: Governing how AI Systems are Created, Shared, and Used</h3>
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<ul>
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<li>
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<a href="https://docs.google.com/document/d/151vybUB-JMkMafAjXmw7pRcbbuWnJw3RtcAI4zsEcVk/">
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Shaping: Governing how AI Systems are Created, Shared, and Used
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</a>
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</li>
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</ul>
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</section>
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<section>
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<h3 id="Systems">Safeguarding Systems: Impact of AI on Social Systems</h3>
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<ul>
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<li>
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<a href="https://docs.google.com/document/d/1zhbaCZT8QDFHjhIlrnE-XObbXN8ZUMLhzrZYMFxBqFc/">
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Safeguarding Systems: Impact of AI on Social Systems
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</a>
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</li>
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</ul>
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</section>
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<section>
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<h3 id="Persons">Safeguarding Persons: Impact of AI on Individuals' Rights and Interests</h3>
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<ul>
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<li>
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<a href="https://docs.google.com/document/d/18DsFYeaoWcK8VOkl77E9AgdHA7vhyiqUhSmGm-vnIEE/">
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Safeguarding Persons: Impact of AI on Individuals' Rights and Interests
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</a>
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</li>
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</ul>
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</section>
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<section>
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<h3 id="Sustaining">Sustaining: Environmental Costs and Impact of AI</h3>
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<ul>
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<li>
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<a href="https://docs.google.com/document/d/1fgi2NEb4glP8QGansroHmL9BZJ6Ja8zQKWQY4STRQ3k/">
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Sustaining: Environmental Costs and Impact of AI
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</a>
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</li>
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</ul>
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</section>
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<section>
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<h3 id="Discussing">Discussing: International Dynamics and Geopolitics</h3>
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<ul>
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<li>
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<a href="https://docs.google.com/document/d/1BKXCx72vvdGAAzD6VGbPPBiA6AYdEHwDTwW07WBP084/">
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Discussing: International Dynamics and Geopolitics
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</a>
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</li>
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</ul>
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</section>
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<footer>
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<p xmlns:cc="http://creativecommons.org/ns#" xmlns:dct="http://purl.org/dc/terms/">
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The content of the <a property="dct:title" rel="cc:attributionURL" href="index.html">🤗 Machine Learning and Society Website</a>
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by the <a rel="cc:attributionURL dct:creator" property="cc:attributionName" href="team.html"> HF ML&Society Team</a>
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is licensed under
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