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<!DOCTYPE html>
<html>
<title>Zoe Steine-Hanson</title>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<link rel="stylesheet" href="https://www.w3schools.com/w3css/4/w3.css">
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<style>
body,
h1,
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h6 {
font-family: "Lato", sans-serif;
}
body,
html {
height: 100%;
color: #777;
line-height: 1.8;
}
/* Create a Parallax Effect */
.bgimg-1,
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.bgimg-3 {
background-attachment: fixed;
background-position: center;
background-repeat: no-repeat;
background-size: cover;
}
/* First image (Logo. Full height) */
.bgimg-1 {
background-image: url('images/soundandolympics.JPG');
min-height: 100%;
}
/* Second image (Portfolio) */
.bgimg-2 {
background-image: url("images/fmri_analysis.jpeg");
min-height: 400px;
}
/* Third image (Contact) */
.bgimg-3 {
background-image: url("images/cutieJuno.JPG");
min-height: 400px;
}
.w3-wide {
letter-spacing: 10px;
}
.w3-hover-opacity {
cursor: pointer;
}
.container {
position: relative;
overflow: hidden;
padding-top: 50%;
/* 8:5 Aspect Ratio */
}
.youtube_container {
position: relative;
overflow: hidden;
padding-top: 56.25%;
/* 16:9 Aspect Ratio (divide 9 by 16 = 0.5625) */
}
.responsive-iframe {
position: absolute;
top: 0;
left: 0;
bottom: 0;
right: 0;
width: 100%;
height: 100%;
}
.project_container {
margin: 30px;
padding: 20px;
}
.w3-content-projects {
max-width: 1200px;
margin-left: auto;
margin-right: auto;
}
/* Turn off parallax scrolling for tablets and phones */
@media only screen and (max-device-width: 1600px) {
.bgimg-1,
.bgimg-2,
.bgimg-3 {
background-attachment: scroll;
min-height: 400px;
}
}
</style>
<body>
<!-- Navbar (sit on top) -->
<div class="w3-top">
<div class="w3-bar" id="myNavbar">
<a class="w3-bar-item w3-button w3-hover-black w3-hide-medium w3-hide-large w3-right" href="javascript:void(0);"
onclick="toggleFunction()" title="Toggle Navigation Menu">
<i class="fa fa-bars"></i>
</a>
<a href="#home" class="w3-bar-item w3-button">HOME</a>
<a href="#about" class="w3-bar-item w3-button w3-hide-small"><i class="fa fa-user"></i> ABOUT</a>
<a href="#portfolio" class="w3-bar-item w3-button w3-hide-small"><i class="fa fa-th"></i> RESEARCH</a>
<a href="#contact" class="w3-bar-item w3-button w3-hide-small"><i class="fa fa-envelope"></i> CONTACT</a>
<a href="#" class="w3-bar-item w3-button w3-hide-small w3-right w3-hover-red">
<i class="fa fa-search"></i>
</a>
</div>
<!-- Navbar on small screens -->
<div id="navDemo" class="w3-bar-block w3-white w3-hide w3-hide-large w3-hide-medium">
<a href="#about" class="w3-bar-item w3-button" onclick="toggleFunction()">ABOUT</a>
<a href="#portfolio" class="w3-bar-item w3-button" onclick="toggleFunction()">RESEARCH</a>
<a href="#contact" class="w3-bar-item w3-button" onclick="toggleFunction()">CONTACT</a>
<a href="#" class="w3-bar-item w3-button">SEARCH</a>
</div>
</div>
<!-- First Parallax Image with Logo Text -->
<div class="bgimg-1 w3-display-container w3-opacity-min" id="home">
<div class="w3-display-middle" style="white-space:nowrap;">
<span class="w3-center w3-padding-large w3-black w3-xlarge w3-wide w3-animate-opacity">ZOE <span
class="w3-hide-small">STEINE-HANSON</span>
</div>
</div>
<!-- Container (About Section) -->
<div class="w3-content w3-container w3-padding-64" id="about">
<h3 class="w3-center">ABOUT ME</h3>
<p class="w3-center"><em>I am fascinated by brains and computers</em></p>
<div class="w3-xlarge w3-center">
<a href="https://github.com/zoeis52"> <i class="fa fa-github w3-hover-opacity"></i></a>
<a href="https://twitter.com/zoesteine"> <i class="fa fa-twitter w3-hover-opacity"></i></a>
<a href="https://www.linkedin.com/in/zoe-steine-hanson/"><i class="fa fa-linkedin w3-hover-opacity"></i></a>
<a href="https://scholar.google.com/citations?hl=en&user=_Bdvp_IAAAAJ"><i
class="ai ai-google-scholar w3-hover-opacity"></i></a>
</div>
<p>As a dedicated Research Scientist at OpenBCI, I am deeply immersed in exploring the frontier of
neural engineering, computational neuroscience, cognitive science, and human-computer interaction.
My work revolves around advancing brain-computer interfaces (BCIs) to create more intuitive
and accessible technologies for everyone. </p>
<p>I earned my PhD in Computer Science from the University of Washington, where I had the privilege
of working under the guidance of Dr. Rajesh Rao and Dr. Bing Brunton. During my PhD, I was honored
to be an NSF Graduate Research Fellow, which provided invaluable support and resources for my
research. My dissertation, titled
<a href="https://www.proquest.com/openview/38ac44c78787e11a4ae1502e2abaabff/1?pq-origsite=gscholar&cbl=18750&diss=y">
“BCIs for Everyone, Everyday: Generalized Machine Learning Models for Decoding Human Brain Data,”</a>
primarily focused on developing sophisticated machine learning models
to interpret naturalistic ECoG data. This work is a testament to my passion for making
cutting-edge BCI technology more universally applicable. </p>
<p>I also spent six months interning at Meta during my PhD, an experience
that fueled my enthusiasm for blending research with product development,
particularly in creating customer-facing solutions that leverage advanced technologies.</p>
<p>Before my PhD, I worked as an undergraduate research assistant with Dr. Margaret Burnett,
focusing on HCI research related to gender biases in software. This work culminated in my honors
undergraduate thesis on "best practices" and design guidelines for gender-inclusive software.
This experience ignited my fascination with the interplay between technology and human behavior,
as well as the research process itself. During my undergraduate studies, I also participated in
a summer Research Experiences for Undergraduates (REU) program with Dr. Andrea Stocco,
where I explored different cognitive models using fMRI data. This experience sparked my passion
for neural engineering and the brain, ultimately leading me to pursue my PhD work
and my current research position at OpenBCI.</p>
<p>At OpenBCI, I am committed to pushing the boundaries of what is possible with neurotechnology,
striving to develop innovations that enhance human-computer interaction and elevate BCIs
to new heights. Let's <a href="https://www.linkedin.com/in/zoe-steine-hanson/">connect</a> and explore how we can advance the future of neurotechnology together!</p>
<div class="w3-row">
<div class="w3-col m6 w3-center w3-padding-large">
<p><b><i class="fa fa-user w3-margin-right"></i><a href="https://www.linkedin.com/in/zoe-steine-hanson/">Zoe
Steine-Hanson</a></b></p><br>
<img src="images/me.jpg" class="w3-round w3-image"
alt="Photo of me in a blue-green shirt and brown blazer standing in front of a brick wall" width="500"
height="333">
</div>
<div>
<p>You can find a copy of my CV <a href="zoeis52.github.io/documents/ZSH_CV_Aug292023.pdf" target="_blank">
here</a></p>
</div>
<div class="container">
<iframe class="responsive-iframe" src="zoeis52.github.io/documents/ZSH_CV_Aug292023.pdf"> </iframe>
</div>
</div>
<p class="w3-large w3-center w3-padding-16">My Skills:</p>
<p class="w3-large"><i class="fa fa-bar-chart"></i>Data Analysis (python)</p>
<div class="w3-light-grey">
<div class="w3-container w3-padding-small w3-dark-grey w3-center" style="width:85%">85%</div>
</div>
<p class="w3-large"><i class="fa fa-pie-chart"></i>Data Visualization (matplotlib, altair)</p>
<div class="w3-light-grey">
<div class="w3-container w3-padding-small w3-dark-grey w3-center" style="width:85%">85%</div>
</div>
<p class="w3-large"><i class="fa fa-code-fork"></i><i class="fas fa-network-wired"></i>Deep Learning (tensorflow, pytorch)
</p>
<div class="w3-light-grey">
<div class="w3-container w3-padding-small w3-dark-grey w3-center" style="width:80%">80%</div>
</div>
<p class="w3-large"><i class="fa fa-edit"></i>Writing</p>
<div class="w3-light-grey">
<div class="w3-container w3-padding-small w3-dark-grey w3-center" style="width:90%">90%</div>
</div>
</div>
<!-- Second Parallax Image with Portfolio Text -->
<div class="bgimg-2 w3-display-container w3-opacity-min">
<div class="w3-display-middle">
<span class="w3-xxlarge w3-text-white w3-wide">RESEARCH</span>
</div>
</div>
<!-- Container (Portfolio Section) -->
<div class="w3-content-projects w3-container w3-padding-64" id="portfolio">
<h3 class="w3-center">MY WORK</h3>
<p class="w3-center"><em>Here are some of my projects, in chronological order from most to least recent.</em></p>
<br>
<div class="w3-row-padding w3-center">
<div class="project_container"></div>
<div class="w3-col m3">
<p> <b>Dissertation - BCIs for Everyone, Everyday: Generalized Machine Learning Models for Decoding Human Brain Data: </b>
My final PhD dissertation containing 8 chapters covering research ranging from deep learning
models that better generalize across participants to uncovering gender biases that
exist in popular BCI tasks. You can get a copy of the <a href="zoeis52.github.io/documents/ZSH_dissertation_BCIs_for_everyone_everyday.pdf">PDF here.</a>
</p>
</div>
<iframe src="zoeis52.github.io/documents/ZSH_dissertation_BCIs_for_everyone_everyday.pdf" width="75%" height="500px"> </iframe>
</div>
<div class="project_container">
<div class="w3-col m3">
<p> <b>COSYNE 2023 Poster:</b>
To better understand neural activity during naturalistic movements, we explored neural manifolds
of ECOG data from 12 patients with epilepsy. I presented this work at COSYNE 2023, and you can
check out the poster <a
href="https://www.world-wide.org/cosyne-23/neural-manifolds-underlying-naturalistic-f760d5be/"> here </a>
and hear a brief summary from me
<a href="zoeis52.github.io/documents/CosynePosterAudio.m4a"> here.</a>
</p>
</div>
<iframe src="zoeis52.github.io/documents/Cosyne2023poster_final.pdf" width="75%" height="500px"> </iframe>
</div>
<div class="project_container">
<div class="w3-col m3">
<p> <b>Brain Bytes Podcast:</b>
In collaboration with <a href="https://www.linkedin.com/in/maneeshika-madduri/">Maneeshika Madduri</a> and
<a href="https://sites.uw.edu/neurotec/author/neurotec/">NeuroTEC</a>,
we created a new podcast highlighting the
computational neuroscience and neuroengineering research going on at the University of Washington, and also
demystifying the path to graduate school.
You can listen to the podcast <a href="https://anchor.fm/neurotec"> here.</a>
</p>
</div>
<img
src="https://s3-us-west-2.amazonaws.com/anchor-generated-image-bank/production/podcast_uploaded400/17803110/17803110-1632261022548-641bc7ceb91df.jpg"
style="width:40%"
alt="Brain Bytes logo. Pink brain with headphones and a microphone, with Brain Bytes text overlaid.">
</div>
<div class="project_container">
<div class="w3-col m3">
<p> <b>Exploring Brain Activity During Movement:</b>
For CSE 512 - Data Visualization, I created a notebook to explore how brain activity from
electrocorticography (ECoG)
signals varies during different movement behaviors.
Through this exploration, I found that brain signals during hand movements with upwards trajectories were
the cleanest (see figure on right).
You can explore the whole
<a href='Exploring Brain Activity During Movement.html'> jupyter notebook here. </a>
</p>
</div>
<img src="images/movement_dir_power_annotated.png" style="width:60%"
alt="Spectrograms for different movement directions show that upward movements have best signal.">
</div>
<div class="project_container">
<div class="w3-col m3">
<p> <b>Transfer Learning with ECoG:</b>
My first project as a graduate student improved brain decoders for ECoG signals through the use of transfer
learning.
We found that models pretrained on a pool of subjects and then fine-tuned to the target subject had
comparable performance to models trained on all the target subject's data.
Slides on our findings can be seen <a href="zoeis52.github.io/documents/HTNetShort_CNT_template.pdf"
target="_blank"> here</a>,
and links to <a href="https://www.biorxiv.org/content/10.1101/2020.10.30.362558v1?rss=1"> the paper </a>
and <a
href="https://github.com/BruntonUWBio/HTNet_generalized_decoding/tree/e178167122e0c1ce56fb5dfea6f02eb84d17181b">github
repo </a>
</p>
</div>
<img src="images/fig_finetune_results.png" style="width:60%"
alt="Fine-tuning HTNet improves performance, even when few training events are available.">
</div>
<div class="project_container">
<div class="w3-col m3">
<p> <b>NSF GRPF Winning Application:</b>
During my first year of grad school (2019-2020), I won a competitive National Science Foundation fellowship.
If you are in the process of applying, or are just curious about what the essay materials are like, feel
free to check out my winning essays. <br>
<a href="zoeis52.github.io/documents/SENT_NSF_PS_102119.pdf">Personal Statement</a> and <a
href="zoeis52.github.io/documents/SENT_NSF_RS_102219.pdf">Research Statement</a>
</p>
</div>
<iframe src="zoeis52.github.io/documents/SENT_NSF_PS_102119.pdf" width="75%" height="500px"> </iframe>
</div>
<div class="project_container">
<div class="w3-col m3">
<p> <b>Deep -Um- Discourse:</b>
I was the team lead for my senior capstone project which developed a machine learning tool to detect filler
words in speech.
Using Mozilla Deepspeech, we were able to adapt the network to a small dataset we collected containing
filler words in speech.
</p>
</div>
<div>
<iframe width="560" height="315" src="https://www.youtube.com/embed/-AhpGatHHD4" frameborder="0"
allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
</div>
</div>
<div class="project_container">
<div class="w3-col m3">
<p> <b>Common Model of Cognition:</b>
I spent a summer with Andrea Stocco at the University of Washington investigating the efficacy of the Common
Model of Cognition (CMC) for human brain data.
Using publicly available fMRI data from the Human Connectome Project, I was able to determine that the CMC
most accurately explains brain activity over other possible models.
See my<a href="zoeis52.github.io/documents/REUPoster.pdf" target="_blank"> poster</a> from the summer and my
5 minute talk for more details.
</p>
</div>
<iframe src="zoeis52.github.io/documents/REUPoster.pdf" width="75%" height="500px"> </iframe>
<!-- use this empty div to create space -->
<div class="w3-col m3">
<p> </p>
</div>
<iframe width="560" height="315" src="https://www.youtube.com/embed/YMyKKKn4Dfc" frameborder="0"
allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
</div>
<div class="project_container">
<div class="w3-col m3">
<p> <b>GenderMag:</b>
I investigated possible design solutions for two cognitive styles (information processing and learning),
which was the focus of my undergrad <a
href="https://ir.library.oregonstate.edu/concern/honors_college_theses/1n79h977c"> honors thesis</a>.
The video here shows these two styles in action, and how they influence the way users interact with
software.
Visit the <a href="https://gendermag.org/index.php"> GenderMag website </a> for more details. </p>
</div>
<iframe width="560" height="315" src="https://www.youtube.com/embed/YQwElUH1Wvs" frameborder="0"
allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
</div>
</div>
<!-- Responsive Grid. Four columns on tablets, laptops and desktops. Will stack on mobile devices/small screens (100% width) -->
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<div class="w3-col m3">
<img src="/w3images/p1.jpg" style="width:100%" onclick="onClick(this)" class="w3-hover-opacity" alt="The mist over the mountains">
</div>
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<img src="/w3images/p2.jpg" style="width:100%" onclick="onClick(this)" class="w3-hover-opacity" alt="Coffee beans">
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<div class="w3-col m3">
<img src="/w3images/p5.jpg" style="width:100%" onclick="onClick(this)" class="w3-hover-opacity" alt="The mist">
</div>
<div class="w3-col m3">
<img src="/w3images/p6.jpg" style="width:100%" onclick="onClick(this)" class="w3-hover-opacity" alt="My beloved typewriter">
</div>
<div class="w3-col m3">
<img src="/w3images/p7.jpg" style="width:100%" onclick="onClick(this)" class="w3-hover-opacity" alt="Empty ghost train">
</div>
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</div> -->
<!-- <button class="w3-button w3-padding-large w3-light-grey" style="margin-top:64px">LOAD MORE</button> -->
</div>
</div>
<!-- Modal for full size images on click-->
<div id="modal01" class="w3-modal w3-black" onclick="this.style.display='none'">
<span class="w3-button w3-large w3-black w3-display-topright" title="Close Modal Image"><i
class="fa fa-remove"></i></span>
<div class="w3-modal-content w3-animate-zoom w3-center w3-transparent w3-padding-64">
<img id="img01" class="w3-image">
<p id="caption" class="w3-opacity w3-large"></p>
</div>
</div>
<!-- Third Parallax Image with Portfolio Text -->
<div class="bgimg-3 w3-display-container w3-opacity-min">
<div class="w3-display-middle">
<span class="w3-xxlarge w3-text-white w3-wide">CONTACT</span>
</div>
</div>
<!-- Container (Contact Section) -->
<div class="w3-content w3-container w3-padding-64" id="contact">
<h3 class="w3-center">HAVE QUESTIONS?</h3>
<div class="w3-row w3-padding-32 w3-section">
<div class="w3-col m4 w3-container">
<img src="images/UW_campus_blossoms.jpg" class="w3-image w3-round" style="width:100%">
</div>
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