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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<meta name="viewport" content="width=device-width, initial-scale=1">
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<title>e-Lab index</title>
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<h1 class="animated fadeInDown">
<span>e<span style="color:#00afb9ff">-</span>-</span>
L<span style="color:#f07167ff;">a</span>b<br/>
</h1><!-- Title -->
<h3 class="animated fadeInUp delay-05s"><span class="rotate">Deep Learning, machine-learning hardware, neural networks, biomedical instrumentation, integrated circuits</span></h3><!-- Text Rotator -->
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<h1 class="arrow">A little <span>about</span> us</h1><!-- Headline -->
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<p>
<b>We work on Deep Learning software and hardware. Our goal is to replicate the human brain in algorithms and computing devices. Our focus is on the creation of an artificial scientist using multi-modal large world models (LWM). #LLM #AI #DeepLearning #MachineLearning</b>
</p>
<p>
<b>Research questions:</b> “How do we teach machines to understand and predict the 3D world we live in?”,
“How do we encode and learn multi-modal data?”,
“What artificial brain can support intelligent behavior
in a physical environment?”, “What hardware can we use to accelerate machine
learning?”
</p>
<p>
<b>Research philosophy:</b> We specialize in the use of computing technologies
(deep learning, machine learning, artificial intelligence, AI, microchips and
systems of computing devices and sensors) to extend scientific exploratory
methods and measurement tools for the endeavor of understanding life and
replicating it in engineered systems.
</p>
<p>
<b>Team:</b>
<a href="https://culurciello.github.io">Eugenio Culurciello</a>,
<a href="">Sravani Ramishetty</a>,
<a href="">Shakti Wadekar</a>,
<a href="">Viktor Ciroski</a>
</p>
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<h6>Deep Learning software and algorithms</h6><!-- headline-->
<p>We are the pioneers in deep learning and neural networks, with more than 20 years of experience. I have worked on convolutional neural networks for vision, on LSTM and Transformers for vision, speech, text, NLP, on reinforcement learning for robotics, on AI for 3D and graphics, to name a few.</p><br><!-- About Text 1 -->
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<h6>Deep Learning processors and accelerators</h6><!-- Headline -->
<p>We are the de-facto leaders in hardware processors and accelerators for deep learning. I pioneered the design and developement of 5 generation of deep learning processor and accelerators from 2004-present.</p><br><!-- About Text 2 -->
<a href="publications.html" class="weight-outline-btn">Read more</a> <!-- read more button -->
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<h6>Micro-chips</h6><!-- Headline-->
<p>We worked for more than 20 years on the design, fabrication, testing and characterization of silicon devices and circuits and systems for biomedical applications, neuromorphic engineering, silicon-on-insulator and silicon-on-sapphire.</p><br><!-- About Text 3 -->
<a href="publications.html" class="weight-outline-btn">Read more</a><!-- read more button -->
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<!-- ==========================
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<a href="publications.html" class="outline-btn"> Our books</a>
</div>
</div>
</div>
</div>
<!-- ==========================
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<!-- ==========================
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=========================== -->
<div class="container-fluid" id="ourbooks">
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<div class="col-md-6 nopadding features-intro-img">
<div class="about-image" style="background-image:url(img/book-scalingml.jpg)"></div>
<!-- about image 3 -->
</div>
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<h6>Scaling Up Machine Learning</h6><!-- Headline-->
<p>Chapter: "Large-Scale FPGA-Based Convolutional Networks" in "Scaling Up Machine Learning", Cambridge University Press book 2011, edited by Ron Bekkerman, Misha Bilenko, and John Langford, chapter authors: C. Farabet, Y. LeCun, K. Kavukcuoglu, B. Martini, P. Akselrod, S. Talay and E Culurciello.</p><br><!-- About Text 3 -->
<a href="http://www.cambridge.org/us/knowledge/isbn/item6542017/?site_locale=en_US" class="weight-outline-btn">Ordering info</a><!-- read more button -->
</div>
</div>
<!-- About 2 -->
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<h6>Silicon-on-Sapphire Circuits and Systems, sensor and biosensor interfaces</h6><!-- Headline -->
<p>"Silicon-on-Sapphire Circuits and Systems, sensor and biosensor interfaces", E. Culurciello, McGraw Hill 2009.</p><br><!-- About Text 2 -->
<a href="http://www.mhprofessional.com/product.php?isbn=0071608486" class="weight-outline-btn">Ordering info</a><!-- read more button -->
</div>
<div class="col-md-6 nopadding features-intro-img">
<div class="about-image" style="background-image:url(img/book-sos.jpg)"></div>
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</div>
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<div class="col-md-6 nopadding features-intro-img">
<div class="about-image" style="background-image:url(img/book-biocas.jpg)"></div>
<!-- about image 1 -->
</div>
<div class="col-md-6 about-text">
<h6>Biomedical Circuits and Systems</h6><!-- headline-->
<p>"Biomedical Circuits and Systems", Integrated Instrumentation, by Wei Tang, Evan Joon Hyuk Park, Brian Goldstein, Dongsoo Kim, Pujitha Weerakoon, Eugenio Culurciello, e-Lab. Lulu 2013.</p><br><!-- About Text 1 -->
<a href="http://www.lulu.com/shop/eugenio-culurciello-and-wei-tang-and-evan-joon-hyuk-park-and-brian-goldstein/biomedical-circuits-and-systems/hardcover/product-21196906.html;jsessionid=7416EA184848D48D48B0B3A5E69BD60A#productDetails" class="weight-outline-btn">Ordering info</a><!-- read more button -->
<a href="http://www.lulu.com/shop/eugenio-culurciello-and-wei-tang-and-evan-joon-hyuk-park-and-brian-goldstein/biomedical-circuits-and-systems-ebook/ebook/product-21198693.html" class="weight-outline-btn">E-book Ordering info</a><!-- read more button -->
</div>
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<a href="publications.html" class="outline-btn">All our publications</a>
</div>
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</div>
</div>
<!-- ==========================
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<a href="https://e-lab.github.io/html/research.html"> Neural Networks <span>Projects</span></a>
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<a href="https://e-lab.github.io/html/research.html"> Micro-Chip <span>Projects</span></a>
</h1>
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<a href="index.html#contact" class="outline-btn"> I am always interested in brainstorming: let us have fun together!</a>
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