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18 changes: 17 additions & 1 deletion _sources/join.md.txt
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Expand Up @@ -19,7 +19,7 @@ Undergraduates will almost always spend at least one semester on one of these be

:::{card} Robust ML evaluation Developer tools

**building and maintaining Python packages that facilitate other research in the lab**
**building and maintaining Python packages that facilitate other research in the lab including as AI agent tools**

Example tasks:
- add unit tests
Expand Down Expand Up @@ -78,7 +78,23 @@ Build skills in data science, front end, social impacts of computing and interdi
Prereq (one of the following):
- CSC/DSP310 (preferred)
- other significant Python work and Plotly familiarity
:::

:::{card} Data Empowerment for Election workers

**collaborate with Industrial Enginers to help election workers learn data science skills by designing a short workshop**

Example Tasks:
- clean example datasets for the lesson
- examine candidate data sets to help decide what examples to use in the lesson
- design practice problems with example datasets
- write explanations for necessary code structures
- write and test setup instructions


Prereq:
- CSC/DSP310 or STA/DSP305
- experience as a TA (preferred)
:::

:::{card} Documentation
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2 changes: 1 addition & 1 deletion _sources/news/2024-10-30-sff.md.txt
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Expand Up @@ -6,4 +6,4 @@ date: 2024-10-30

We received funding from the [SFF Fairness Track](https://survivalandflourishing.fund/sff-2024-recommendations) to fund work
developing a benchmark for fair data-driven decision making with LLMs.
We will develop a benchmark for both data analytics style decision-making and training fair models on data. Then we will assess state of the art AI systems engaging inn thse tasks across various levels of AI agency.
We will develop a benchmark for both data analytics style decision-making and training fair models on data. Then we will assess state of the art AI systems engaging in these tasks across various levels of AI agency.
13 changes: 13 additions & 0 deletions _sources/projects.md.txt
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Expand Up @@ -49,6 +49,19 @@ In this project, we are using bias models to evalute the effectiveness of differ

+++

:::


:::{grid-item-card}


LLMs and Fair Data Driven Decision-making
^^^

We are buliding a benchmark to evaluate benchmarks on making non-discriminatory decisions from data. This will include evaluating direct decisions, assisting on fair ML tasks, and agentically training fair models.

+++

:::
::::

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2 changes: 1 addition & 1 deletion index.html
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Expand Up @@ -504,7 +504,7 @@ <h2>News<a class="headerlink" href="#news" title="Permalink to this heading">#</
<li class="ablog-post"><p class="ablog-post-title">2024-10-30 : <a class="reference internal" href="news/2024-10-30-sff/">Funding from the Survival and Flourishing Fund</a></p>
<p class="ablog-post-excerpt">We received funding from the <a class="reference external" href="https://survivalandflourishing.fund/sff-2024-recommendations">SFF Fairness Track</a> to fund work
developing a benchmark for fair data-driven decision making with LLMs.
We will develop a benchmark for both data analytics style decision-making and training fair models on data. Then we will assess state of the art AI systems engaging inn thse tasks across various levels of AI agency.</p>
We will develop a benchmark for both data analytics style decision-making and training fair models on data. Then we will assess state of the art AI systems engaging in these tasks across various levels of AI agency.</p>
</li>
<li class="ablog-post"><p class="ablog-post-title">2024-10-08 : <a class="reference internal" href="news/2024-10-08-ddf/">Dr. Brown is speaking in the Digital Defense Fund fall seminar series</a></p>
<p class="ablog-post-excerpt">She is co-leading a session on AI basics titled, “Unmasking AI: the Mysteries and Magic of Artificial Intelligence”.</p>
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22 changes: 21 additions & 1 deletion join/index.html
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Expand Up @@ -504,7 +504,7 @@ <h3>Current Open Projects<a class="headerlink" href="#current-open-projects" tit
<div class="sd-card-body docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Robust ML evaluation Developer tools</div>
<p class="sd-card-text"><strong>building and maintaining Python packages that facilitate other research in the lab</strong></p>
<p class="sd-card-text"><strong>building and maintaining Python packages that facilitate other research in the lab including as AI agent tools</strong></p>
<p class="sd-card-text">Example tasks:</p>
<ul class="simple">
<li><p class="sd-card-text">add unit tests</p></li>
Expand Down Expand Up @@ -573,6 +573,26 @@ <h3>Current Open Projects<a class="headerlink" href="#current-open-projects" tit
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm docutils">
<div class="sd-card-body docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Data Empowerment for Election workers</div>
<p class="sd-card-text"><strong>collaborate with Industrial Enginers to help election workers learn data science skills by designing a short workshop</strong></p>
<p class="sd-card-text">Example Tasks:</p>
<ul class="simple">
<li><p class="sd-card-text">clean example datasets for the lesson</p></li>
<li><p class="sd-card-text">examine candidate data sets to help decide what examples to use in the lesson</p></li>
<li><p class="sd-card-text">design practice problems with example datasets</p></li>
<li><p class="sd-card-text">write explanations for necessary code structures</p></li>
<li><p class="sd-card-text">write and test setup instructions</p></li>
</ul>
<p class="sd-card-text">Prereq:</p>
<ul class="simple">
<li><p class="sd-card-text">CSC/DSP310 or STA/DSP305</p></li>
<li><p class="sd-card-text">experience as a TA (preferred)</p></li>
</ul>
</div>
</div>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm docutils">
<div class="sd-card-body docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Documentation</div>
<p class="sd-card-text">A low code opportunity is to work on documentation for any of the code tools we develop in the lab. Reading code and understanding it is a good way to learn more, while contributing
written <em>English</em> instead of in a programming language.</p>
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2 changes: 1 addition & 1 deletion news/2024-10-30-sff/index.html
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Expand Up @@ -570,7 +570,7 @@ <h3>
<h1>Funding from the Survival and Flourishing Fund<a class="headerlink" href="#funding-from-the-survival-and-flourishing-fund" title="Permalink to this heading">#</a></h1>
<p>We received funding from the <a class="reference external" href="https://survivalandflourishing.fund/sff-2024-recommendations">SFF Fairness Track</a> to fund work
developing a benchmark for fair data-driven decision making with LLMs.
We will develop a benchmark for both data analytics style decision-making and training fair models on data. Then we will assess state of the art AI systems engaging inn thse tasks across various levels of AI agency.</p>
We will develop a benchmark for both data analytics style decision-making and training fair models on data. Then we will assess state of the art AI systems engaging in these tasks across various levels of AI agency.</p>
</div>

<div class="section">
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2 changes: 1 addition & 1 deletion news/2024/index.html
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Expand Up @@ -563,7 +563,7 @@ <h2 class="ablog-post-title">
<div class="ablog-post-excerpt docutils container">
<p>We received funding from the <a class="reference external" href="https://survivalandflourishing.fund/sff-2024-recommendations">SFF Fairness Track</a> to fund work
developing a benchmark for fair data-driven decision making with LLMs.
We will develop a benchmark for both data analytics style decision-making and training fair models on data. Then we will assess state of the art AI systems engaging inn thse tasks across various levels of AI agency.</p>
We will develop a benchmark for both data analytics style decision-making and training fair models on data. Then we will assess state of the art AI systems engaging in these tasks across various levels of AI agency.</p>
</div>

<p class="ablog-post-expand"><a href="../2024-10-30-sff/"><em>Read more ...</em></a></p>
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6 changes: 3 additions & 3 deletions news/atom.xml
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<feed xmlns="http://www.w3.org/2005/Atom" xml:lang="en">
<id>https://ml4sts.com</id>
<title> The Machine Learning for Socio-Technical Systems Lab at University of Rhode Island</title>
<updated>2024-11-01T00:43:36.493802+00:00</updated>
<updated>2024-11-22T23:25:41.728453+00:00</updated>
<link href="https://ml4sts.com"/>
<link href="https://ml4sts.com/news/atom.xml" rel="self"/>
<generator uri="https://ablog.readthedocs.org/" version="0.10.33.post1">ABlog</generator>
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<content type="html">&lt;div class="ablog-post-excerpt docutils container"&gt;
&lt;p&gt;We received funding from the &lt;a class="reference external" href="https://survivalandflourishing.fund/sff-2024-recommendations"&gt;SFF Fairness Track&lt;/a&gt; to fund work
developing a benchmark for fair data-driven decision making with LLMs.
We will develop a benchmark for both data analytics style decision-making and training fair models on data. Then we will assess state of the art AI systems engaging inn thse tasks across various levels of AI agency.&lt;/p&gt;
We will develop a benchmark for both data analytics style decision-making and training fair models on data. Then we will assess state of the art AI systems engaging in these tasks across various levels of AI agency.&lt;/p&gt;
&lt;/div&gt;
</content>
<link href="https://ml4sts.com/news/2024-10-30-sff/"/>
<summary>We received funding from the SFF Fairness Track to fund work
developing a benchmark for fair data-driven decision making with LLMs.
We will develop a benchmark for both data analytics style decision-making and training fair models on data. Then we will assess state of the art AI systems engaging inn thse tasks across various levels of AI agency.</summary>
We will develop a benchmark for both data analytics style decision-making and training fair models on data. Then we will assess state of the art AI systems engaging in these tasks across various levels of AI agency.</summary>
<published>2024-10-30T00:00:00+00:00</published>
</entry>
</feed>
2 changes: 1 addition & 1 deletion news/index.html
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Expand Up @@ -554,7 +554,7 @@ <h2 class="ablog-post-title">
<div class="ablog-post-excerpt docutils container">
<p>We received funding from the <a class="reference external" href="https://survivalandflourishing.fund/sff-2024-recommendations">SFF Fairness Track</a> to fund work
developing a benchmark for fair data-driven decision making with LLMs.
We will develop a benchmark for both data analytics style decision-making and training fair models on data. Then we will assess state of the art AI systems engaging inn thse tasks across various levels of AI agency.</p>
We will develop a benchmark for both data analytics style decision-making and training fair models on data. Then we will assess state of the art AI systems engaging in these tasks across various levels of AI agency.</p>
</div>

<p class="ablog-post-expand"><a href="2024-10-30-sff/"><em>Read more ...</em></a></p>
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12 changes: 12 additions & 0 deletions projects/index.html
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Expand Up @@ -568,6 +568,18 @@ <h2>Active Projects<a class="headerlink" href="#active-projects" title="Permalin
</div>
</div>
</div>
<div class="sd-col sd-d-flex-row docutils">
<div class="sd-card sd-sphinx-override sd-w-100 sd-shadow-sm docutils">
<div class="sd-card-header docutils">
<p class="sd-card-text">LLMs and Fair Data Driven Decision-making</p>
</div>
<div class="sd-card-body docutils">
<p class="sd-card-text">We are buliding a benchmark to evaluate benchmarks on making non-discriminatory decisions from data. This will include evaluating direct decisions, assisting on fair ML tasks, and agentically training fair models.</p>
</div>
<div class="sd-card-footer docutils">
</div>
</div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>

## Past Projects
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