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<!DOCTYPE HTML>
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<html>
<head>
<title>David McAllister</title>
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<section class="banner style1 orient-left content-align-left image-position-right fullscreen onload-image-fade-in onload-content-fade-right">
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<p class="aligncenter">
<img src="images/1-3.jpg" class="img" width="200" height="200" alt="" />
</p>
<h1>David McAllister</h1>
<p class="major">I'm a research M.S. student at UC Berkeley advised by Prof. <a href=https://people.eecs.berkeley.edu/~kanazawa/>Angjoo Kanazawa</a>. I'm deeply interested in <strongyellow>computer vision</strongyellow>, <stronggreen>imaging</stronggreen> and <strongviolet>digital creativity</strongviolet>.</p>
<ul class="actions stacked">
<li><a href="https://drive.google.com/file/d/1JpCPEygshA10o5j1ez2vJYptleUJ1q20/view?usp=sharing" target="_blank" class="button big wide smooth-scroll-middle icon solid fa-download">Resume</a></li>
</ul>
<ul class="icons">
<li><a href="https://www.linkedin.com/in/davidrmcallister" target="_blank" class="icon brands style2 fa-linkedin-in"><span class="label">LinkedIn</span></a></li>
<li><a href="https://github.com/mcallisterdavid" target="_blank" class="icon brands style2 fa-github"></i><span class="label">Email</span></a></li>
<li><a href="mailto:[email protected]" class="icon style2 fa-envelope"><span class="label">Email</span></a></li>
<li><a href="photo.html" class="icon solid style2 fa-camera"><span class="label">Email</span></a></li>
</ul>
</div>
<div class="image">
<img src="images/1-5.jpg" alt="" />
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<h2>Education</h2>
<section>
<div class="content">
<h3><strong>UC Berkeley</strong></h3>
<h4><strong>5th Year Research M.S. in</strong> <code>EECS</code></h4>
<em>Graduate Student Researcher at</em> <strong><a href=https://bair.berkeley.edu>Berkeley AI Research</a></strong>
<p><em>Expected Graduation May 2024</em>, GPA:<strong> 4.0 </strong></p>
<h4><strong>B.S. in</strong> <code>EECS</code> + French Minor</h4>
<em>Graduated May 2023</em>, GPA:<strong> 3.92 </strong>
<p><em>Academic Honors</em></p>
<p><strong>Tech Coursework:</strong> <a href="https://inst.eecs.berkeley.edu/~cs61b/fa21/" target="_blank">Data Structures and Algorithms</a>, <a href="https://cs61a.org" target="_blank">Structure and Interpretation of Computer Programs</a>, Multivariable Calculus, <a href="https://www.eecs70.org" target="_blank">Discrete Math and Probability Theory</a>, <a href="https://cs61c.org" target="_blank">Computer Architecture</a>, <a href="https://inst.eecs.berkeley.edu/~ee126/fa21/index.html" target="_blank">Probability and Stochastic Processes</a>, <a href="https://www.eecs189.org" target="_blank">Machine Learning</a>, <a href="https://cs186berkeley.net" target="_blank">Database Systems</a></p>
<p><strong>Student Organizations:</strong> <a href="https://www.berkeleyvss.com" target="_blank">Venture Strategy Solutions</a>, <a href="https://www.dailycal.org" target="_blank">The Daily Californian</a></p>
</div>
<header>
<h2>Publications</h2>
</header>
<p>E. Whang*, <strong>D. McAllister*</strong>, A. Reddy, A. Kohli, and L. Waller, <strong>"SeidelNet: an aberration-informed deep learning model for spatially varying deblurring"</strong> in <em>AI and Optical Data Sciences IV. Vol. 12438. SPIE, 2023</em> | <a href="https://www.spiedigitallibrary.org/conference-proceedings-of-spie/12438/124380Y/SeidelNet--an-aberration-informed-deep-learning-model-for-spatially/10.1117/12.2650416.short">Publication</a></p>
<p>A. Kohli*, A. Angelopoulos*, <strong>D. McAllister</strong>, E. Whang, S. You, K. Yanny, and L. Waller, <strong>"Ring Deconvolution Microscopy"</strong> | <a href="https://arxiv.org/abs/2206.08928">arXiv</a></p>
<p>M. Tancik*, E. Weber*, E. Ng*, R. Li, B. Yi, J. Kerr, T. Wang, A. Kristoffersen, J. Austin, K. Salahi, A. Ahuja, <strong>D. McAllister</strong>, and A. Kanazawa, <strong>"Nerfstudio: A Modular Framework for Neural Radiance Field Development"</strong>, in <em>ACM SIGGRAPH 2023 Conference Proceedings</em> | <a href="https://arxiv.org/abs/2302.04264">arXiv</a> | <a href="https://github.com/nerfstudio-project/nerfstudio">GitHub</a></p>
<header>
<h2>Experience</h2>
</header>
<div class="content">
<em>Summer 2023</em>
<h4>DoorDash - Machine Learning Engineering Intern</h4>
<ul>
<li>Engineered <strong>distributed LLM training and inference infrastructure</strong> to optimize and deploy across dozens of GPUs (Ray)</li>
<li>Planned, developed and trained new transformerized restaurant recommendation algorithm integrating discrete order history and human language food descriptions, <strong>outperforming previous algorithm</strong> in accuracy and diversity</li>
<li>Prototyped personalized notification generation with <strong>QLoRA fine-tuned Llama 2 </strong>large language model</li>
</ul>
<em>Summer 2022</em>
<h4>DoorDash - Software Engineering Intern</h4>
<ul>
<li>Built <strong>full-stack</strong> Mailchimp app integration for DoorDash merchants to sync customer contacts for marketing campaigns</li>
<li>Engineered <strong>fault tolerant</strong> secret encryption and storage (HashiCorp Vault), data retrieval (Snowflake), contact uploads (REST), monitoring for failed jobs, and <strong>recurring incremental syncs</strong> through multiple microservices (AWS, gRPC)</li>
<li>Developed and deployed production web interface to perform <strong>OAuth2-compliant handshake</strong>, onboard merchants, and reflect sync state (ReactJS, Redux)</li>
</ul>
<em>Summer 2021</em>
<h4>Apple - Machine Learning Intern</h4>
<ul>
<li>Implemented <strong>unsupervised ML models</strong> for manufacturing technicians to identify and diagnose failures (XGBoost)</li>
<li>Improved interpretability for non-technical audiences using <strong>dimensionality reduction</strong> (T-SNE) and <strong>feature extraction</strong></li>
</ul>
<em>Summer 2020</em>
<h4>Gilead Sciences - Software Image Analysis and Machine Learning Intern</h4>
<ul>
<li>Developed <strong>deep learning models</strong> to measure the development of fibrosis in cross-sectional scans of diabetic mice</li>
</ul>
<p><em>For more information, please refer to my resume above.</em></p>
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<h2>I take a lot of photos</h2>
<p>I have experience in portraiture, photojournalism and nature photography. Feel free to check out some of my work.</p>
<ul class="actions stacked">
<li><a href="photo.html" class="button">My images</a></li>
</ul>
</div>
<div class="image">
<img src="images/flower.jpg" alt="" />
</div>
</section>
<section class="spotlight style2 orient-right content-align-left image-position-center onscroll-image-fade-in" id="first">
<div class="content">
<h2>I'm a published app developer</h2>
<p>I designed and developed a comprehensive, <strong>5-star rated</strong> mobile app for the Homestead High School library. My development partner and I were awarded a Congressional App Challenge prize for overhauling the library experience for a peak of <strong>1200 monthly student users</strong></p>
<ul class="actions">
<li><a href="https://github.com/mcallisterdavid/HHS-Library-App" target="_blank" class="icon brands style2 fa-github"><span class="label">Code</span></a></li>
<li><a href="https://www.youtube.com/watch?v=bl76ojGNM3M" target="_blank" class="icon brands style2 fa-youtube"><span class="label">Video</span></a></li>
</ul>
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<img src="images/libraryapp.jpg" alt="" />
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<h2>More Projects</h2>
<p>I'm constantly tinkering individually or with my friends.</p>
</div>
<div class="gallery style2 medium onscroll-fade-in">
<article>
<a href="http://hhsrally.com" target="_blank" class="image">
<img src="images/lightshow.jpg" alt="" />
</a>
<div class="caption">
<h3>Distributed Light Show</h3>
<p>Invented a light show distributed across 1,100 participants' phone screens to accompany live performances.</p>
<ul class="actions">
<li><a href="http://hhsrally.com" target="_blank" class="icon brands style2 fa-youtube"><span class="label">Video</span></a></li>
<li><a href="https://github.com/mcallisterdavid/hhsrally" target="_blank" class="icon brands style2 fa-github"><span class="label">Github</span></a></li>
</ul>
</div>
</article>
<article>
<a href="https://github.com/mcallisterdavid/LyricSpammer" target="_blank" class="image">
<img src="images/lyricspammer.jpg" alt="" />
</a>
<div class="caption">
<h3>Lyric Spammer</h3>
<p>Uses AppleScript to spam a given contact's text messages with the lyrics to any song from a REST lyrics API.</p>
<ul class="actions">
<li><a href="https://github.com/mcallisterdavid/LyricSpammer" target="_blank" class="icon brands style2 fa-github"><span class="label">Github</span></a></li>
</ul>
</div>
</article>
<article>
<a href="http://www.momomasalas.com" target="_blank" class="image">
<img src="images/momo.jpg" alt="" />
</a>
<div class="caption">
<h3>Momo Masala's Webpage</h3>
<p>Pro bono worked with a few friends to digitize menu and created homepage for our favorite restaurant as they struggled due to COVID.</p>
<ul class="actions fixed">
<li><span class="button small">Check them out</span></li>
</ul>
</div>
</article>
<article>
<a href="https://www.dailycal.org" target="_blank" class="image">
<img src="images/dailycal.jpg" alt="" />
</a>
<div class="caption">
<h3>DailyCal Website Rewrite</h3>
<p>Rebuilt the dailycal.org website on 4 person team using React and GatsbyJS, serving over 800,000 unique monthly visitors.</p>
<ul class="actions fixed">
<li><span class="button small">Website</span></li>
</ul>
</div>
</article>
</div>
</section> -->
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<p>© David McAllister. Design: <a href="https://html5up.net">HTML5 UP</a>.</p>
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