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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<title>
CSC2431HF — Topics in Computational Biology: Artificial Intelligence in
Medicine
</title>
<meta name="description" content="CSC2431HF — Topics in Computational Biology:
Artificial Intelligence in Medicine">
<meta name="keywords" content="CSC2431, AI, medicine, deep learning, UofT, UCU, KMA, NaUKMA, Ukraine, health, Michael, Brudno, Brokoslaw, Laschowski">
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<nav class="navbar text-center align-items-center
justify-content-center">
<div class="collapse navbar-collapse show" id="navbarCollapse">
<div class="about-avatar mb-5">
<div class="about-avatar-details">
<h1>CSC2431HF</h1>
</div>
</div>
<ul class="navbar-nav mx-auto">
<li class="nav-item">
<a class="nav-link ripple active" href="#home">
<i class="lni-home"></i>
<span>Home</span>
</a>
</li>
<li class="nav-item">
<a class="nav-link ripple active" href="#about">
<i class="lni-information"></i>
<span>Course Details</span>
</a>
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<i class="lni-calendar"></i>
<span>Schedule</span>
</a>
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<i class="bi bi-people-fill"></i>
<span>Teams</span>
</a>
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<a class="nav-link ripple" href="#rubric">
<i class="lni-offer"></i>
<span>Grading Rubric</span>
</a>
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<i class="lni-briefcase"></i>
<span>Resources</span>
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<!-- START: HOME -->
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<div class="hero-img-wrap mb-5">
<!-- <img class="hero-img img-fluid" src="assets/images/uoft.png" alt="About Picture"> -->
<img class="hero-img img-fluid" src="assets/images/ucu.png" alt="About Picture">
<img class="hero-img img-fluid" src="assets/images/uoft.png" alt="About Picture">
<img class="hero-img img-fluid" src="assets/images/kma.png" alt="About Picture">
<!-- <span class="img-fluid"> -->
<!-- <h1>CSC</h1> -->
<!-- <h2>2431HF</h2> -->
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</div>
<div class="hero-right mt-5 mt-md-0 text-center" data-wow-delay="300ms">
<h5 class="font-weight-light">Topics in Computational Biology</h5>
<h3 class="font-weight-bold mt-2">
CSC2431 : Artificial Intelligence in Medicine
</h3>
<div class="hero-right--btns my-4">
<div class="row d-flex align-items-center">
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Schedule
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</a>
<a href="#resources" class="btn m-2 ripple">Project Proposals</a>
</div>
</div>
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<div class="col-12">
<a
href="https://forms.gle/F7xqVfwgUnHXGYcB6"
class="btn ripple mt-2"
target="_blank"
rel="noopener noreferrer"
>Document Submission Form</a>
</div>
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<!-- END: HOME -->
<!-- START: ABOUT -->
<section class="section section-light section-about in" id="about">
<div class="container">
<div class="section-head text-center">
<h2>About the course</h2>
</div>
<div class="section-inner text-center justify-content-center align-items-center">
<p class="mt-4 text-justify">
This graduate course will offer computer science
students at the University of Toronto (UofT) a unique opportunity
to develop their leadership and communication skills through an
international research collaboration. This course will function as
a “global classroom” between UofT and two of the leading
universities in Ukraine for computer science - the National
University of Kyiv-Mohyla Academy (NaUKMA) and the Ukrainian Catholic
University (UCU). This course is intended for senior PhD graduate
students (~15 students) at UofT who have an active research project
with an emphasis on the development and/or application of
artificial intelligence (AI) in medicine. For students at NaUKMA/UCU,
this course is intended for senior undergraduate or junior graduate
students (30-40 students). The course will follow a non-standard
schedule. The first few weeks of the course will feature 20-minute
talks by each UofT student about their thesis research. We expect
to hold these meetings early morning Toronto time (9:30 or 10 am
EST) during the weeks of October 3rd and October 10th. These
presentations will serve as “pitches” to the students from Ukraine,
who will write a paper summary and evaluate the talks.
</p>
</div>
<div class="row align-items-center">
<div class="col-md-5">
<p class="mt-4 text-justify">
The NaUKMA/UCU students will then form teams and
complete a small research project in collaboration with and under
the mentorship of the UofT students on a topic complementing their
thesis research. Team meetings will be scheduled at mutually
convenient times throughout the semester. The UofT students will be
evaluated based on their team management. The NaUKMA/UCU students will
be evaluated based on their research output and teamwork. There
will be no formal class meetings until December. The course will
conclude with one or two long meetings mid-December where each team
will give a seminar talk. There is an opportunity for selected
NaUKMA/UCU students to participate in an in-person research internship
next summer in Toronto. These summer projects can serve as their
undergraduate thesis research, co-supervised by the supervisor of
the UofT graduate student and a professor from Ukraine. Overall,
this student-centered course will provide a unique learning
opportunity in computer science through a Canada-Ukraine research
collaboration.
</p>
</div>
<div class="col-md-7 align-items-center">
<img src="assets\images\learn2.png" alt="">
</div>
</div>
</div>
</section>
<!-- END: ABOUT -->
<!-- START: RESUME -->
<section class="section section-dark" id="schedule">
<div class="container">
<div class="section-head">
<h2 class="text-center">Schedule / Deadlines</h2>
</div>
<div class="section-inner p-0 p-md-5">
<div class="section-resume-wrap">
<div class="section-experience mb-5">
<div class="row">
<div class="col-9 mx-auto">
<div class="ExperienceList pb-3">
<div class="resume-list b-box p-4">
<div class="row align-items-center">
<div class="col-md-9 pb-2 pb-md-0 text-center text-md-left">
<h5 class="pb-1">Organizational Meeting</h5>
<h6 class="pb-1">Please note that this session is for students of UofT only.</h6>
</div>
<div class="col-md-3 text-center text-md-left pt-1 pb-md-0">
<div class="badge badge-primary text-wrap custom-dim-box">
<h6 class="font-weight-bold pb-1 pt-3">Sep 13</h6>
<h6 class="font-weight-light pb-1">2pm EDT</h6>
</div>
</div>
</div>
</div>
<div class="resume-list b-box p-4">
<div class="row align-items-center">
<div class="col-md-9 pb-2 pb-md-0 text-center text-md-left">
<h5 class="pb-1">Project Proposal</h5>
<h6 class="pb-1">For UofT Students only. Please submit your proposals by Sep 23 (Friday) if you would like comments on it. The deadline for the project proposal is Sep 28 (Wednesday).</h6>
</div>
<div class="col-md-3 text-center text-md-left pt-1 pb-md-0">
<div class="badge badge-primary custom-dim-box">
<h6 class="pt-4 pb-2 font-weight-bold">Sep 23 / Sep 28</h6>
</div>
</div>
</div>
</div>
<div class="resume-list b-box p-4">
<div class="row align-items-center">
<div class="col-md-9 pb-2 pb-md-0 text-center text-md-left">
<h5 class="pb-1">Presentations</h5>
<h6 class="pb-1">Monday, Wednesday, Friday</h6>
</div>
<div class="col-md-3 text-center text-md-left pt-1 pb-md-0">
<div class="badge badge-primary text-wrap custom-dim-box">
<h6 class="font-weight-bold pb-1 pt-2">Oct 3, 5 & 7</h6>
<h6 class="font-weight-light pb-1">9 am - 11 am EDT</h6>
<h6 class="font-weight-light pb-1">4 pm - 6 pm EEST</h6>
</div>
</div>
</div>
</div>
<div class="resume-list b-box p-4">
<div class="row align-items-center">
<div class="col-md-9 pb-2 pb-md-0 text-center text-md-left">
<h5 class="pb-1">Presentations</h5>
<h6 class="pb-1">Wednesday, Friday</h6>
</div>
<div class="col-md-3 text-center text-md-left pt-1 pb-md-0">
<div class="badge badge-primary text-wrap custom-dim-box">
<h6 class="font-weight-bold pb-1 pt-2">Oct 12 & 14</h6>
<h6 class="font-weight-light pb-1">9 am - 11 am EDT</h6>
<h6 class="font-weight-light pb-1">4 pm - 6 pm EEST</h6>
</div>
</div>
</div>
</div>
<div class="resume-list b-box p-4">
<div class="row align-items-center">
<div class="col-md-9 pb-2 pb-md-0 text-center text-md-left">
<h5 class="pb-1">Team Formation Deadline</h5>
<h6 class="pb-1">Monday</h6>
</div>
<div class="col-md-3 text-center text-md-left pt-1 pb-md-0">
<div class="badge badge-primary custom-dim-box">
<h6 class="pt-4 pb-2 font-weight-bold">Oct 17</h6>
</div>
</div>
</div>
</div>
<div class="resume-list b-box p-4">
<div class="row align-items-center">
<div class="col-md-9 pb-2pb-md-0 text-center text-md-left">
<h5 class="pb-1">Class Symposium</h5>
<h6 class="pb-1">Monday & Wednesday</h6>
</div>
<div class="col-md-3 text-center text-md-left pt-1 pb-md-0">
<div class="badge badge-primary text-wrap custom-dim-box">
<h6 class="font-weight-bold pb-1 pt-2">Dec 19 & 21</h6>
<h6 class="font-weight-light pb-1">9 am - 12 pm EDT</h6>
<h6 class="font-weight-light pb-1">4 - 7 pm EEST</h6>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<h5 class="text-center">
Here is a
<a href="https://24timezones.com/difference/edt/kyiv" target="blank">handy little tool</a>
to manage the time conversions for the classes and in person meetings.
</h5>
</div>
</section>
<!-- END: RESUME -->
<!-- TEAMS -->
<section class="section section-light" id="teams">
<div class="container">
<div class="section-head text-center">
<!-- <span>Kind Words</span> -->
<h2>Project Teams</h2>
</div>
<div class="row">
<table class="table table-hover table-condensed">
<thead>
<tr>
<th title="Field #1">Project</th>
<th title="Field #2">Instructor in Charge</th>
<th title="Field #3">Team Lead</th>
<th title="Field #4">Student 1</th>
<th title="Field #5">Student 2</th>
<th title="Field #6">Student 3</th>
</tr>
</thead>
<tbody>
<tr>
<td>Continual Learning in Medical Imaging</td>
<td>Brokoslaw Laschowski / Bogdan Ivanyuk</td>
<td>Nikita Dhawan</td>
<td>Yur-Liubomysl Dekhtiar</td>
<td>Bohdan-Yarema Dekhtiar</td>
<td></td>
</tr>
<tr>
<td>Continuous Monitoring of COPD Using Multi-modal Physiological Data Collected from Smartwatches in the Wild</td>
<td>Dmytro Kuzmenko</td>
<td>Sejal Bhalla</td>
<td>Mykhailo Petrenko</td>
<td>Dmytro Miedviediev</td>
<td></td>
</tr>
<tr>
<td>Coreset Selection of CT Scans for Traumatic Brain Injury: Do All Images Deserve to Be Annotated?</td>
<td>Brokoslaw Laschowski / Bogdan Ivanyuk</td>
<td>Atsuhiro Hibi</td>
<td>Oleksandr Reshetar</td>
<td>Ihor Tkhoruk</td>
<td></td>
</tr>
<tr>
<td>Disease gene classification through biological network integration</td>
<td>Michael Brudno</td>
<td>Duncan Forster</td>
<td>Dmytro Ivashchenko</td>
<td>Oleh Datskiv</td>
<td></td>
</tr>
<tr>
<td>Examining the sociodemographic determinants of health in the US using explainable machine learning</td>
<td>Brokoslaw Laschowski</td>
<td>Harshit Gujral</td>
<td>Oleksandra Konopatska</td>
<td>Andrii Stadnik</td>
<td></td>
</tr>
<tr>
<td>Hyperspectral Reconstruction of Retina from RGB Fundus Images</td>
<td>Dmytro Kuzmenko</td>
<td>Dhruv Verma</td>
<td>Danylo Ustymenko</td>
<td>Mariia Shpir</td>
<td></td>
</tr>
<tr>
<td>Interpretable State Detection from Human Activity Data</td>
<td>Bohdan Petryshak</td>
<td>Sujay Nagaraj</td>
<td>Oleksandra Stasiuk</td>
<td>Yana Muliarska</td>
<td></td>
</tr>
<tr>
<td>Multi-modal and uncertainty-aware integration of single-cell sequencing data</td>
<td>Michael Brudno</td>
<td>Hassaan Maan</td>
<td>Dmytro Kalitin</td>
<td>Roman Ferenets</td>
<td></td>
</tr>
<tr>
<td>Neural Radiance Fields for Depth Estimation in Surgical Scenes</td>
<td>Brokoslaw Laschowski</td>
<td>Michael Cooper</td>
<td>Maxym Kuzyshyn</td>
<td>Dmytro Lutchyn</td>
<td></td>
</tr>
<tr>
<td>Percussion Hero: Helping Caregivers Safely and Effectively Perform Chest Physical Therapy</td>
<td>Brokoslaw Laschowski / Bogdan Ivanyuk</td>
<td>Book Sadprasid</td>
<td>Volodymyr Barannik</td>
<td>Danylo Vanin</td>
<td></td>
</tr>
<tr>
<td>Predicting Drug Effects on Single Cell State</td>
<td>Dmytro Kuzmenko / Brokoslaw Laschowski</td>
<td>Zeinab Navidi</td>
<td>Pavlo Bilinskyi</td>
<td>Danyil Orel</td>
<td></td>
</tr>
<tr>
<td>Predicting metastatic processes from cancer genomes</td>
<td>Michael Brudno / Bogdan Ivanyuk</td>
<td>Cait Harrigan</td>
<td>Fedir Zhydok</td>
<td>Bogdan Romanchuk</td>
<td></td>
</tr>
<tr>
<td>Predicting the binding affinity of HLA-peptide</td>
<td>Michael Brudno</td>
<td>Xuezhi Xie</td>
<td>Oleksandr Kukhar</td>
<td>Roman Mishchenko</td>
<td></td>
</tr>
<tr>
<td>Self-supervised learning for protein engineering</td>
<td>Bohdan Petryshak</td>
<td>Jerry Ji</td>
<td>Marta Nahorniuk</td>
<td>Alina Voronina</td>
<td>Olesia Nedopas</td>
</tr>
<tr>
<td>Targeted Pose Tracking for Walking Gait Analysis of Older Adults</td>
<td>Dmytro Kuzmenko</td>
<td>Caroline Malin-Mayor</td>
<td>Yurii Kuzmenko</td>
<td>Vladyslav Shpihanovych</td>
<td></td>
</tr>
<tr>
<td>Using Brain MRIs to Predict Residual Cognition in Alzheimer's Disease</td>
<td>Bohdan Petryshak</td>
<td>Mica Consens</td>
<td>Daria Omelkina</td>
<td>Halyna Koziak</td>
<td></td>
</tr>
<tr>
<td>Vision-based kinematic gait assessment system using physics-based human motion estimation from monocular video</td>
<td>Bohdan Petryshak</td>
<td>Vida Adeli</td>
<td>Yaroslav Prytula</td>
<td>Bohdan Mahometa</td>
<td></td>
</tr>
</tbody>
</table>
</div>
</div>
</section>
<!-- START: TESTIMONY -->
<section class="section section-dark" id="rubric">
<div class="container">
<div class="section-head text-center">
<!-- <span>Kind Words</span> -->
<h2>Grading Rubric</h2>
</div>
<div class="row">
<div class="col-md-6 text-wrap">
<div>
<h5 class="text-center mt-5 mt-md-0">
<b>UofT Students</b>
</h5>
<hr>
<p class="text-wrap">
<span class="badge badge-danger d-inline-block my-3 mr-3">10%</span>
<span>
Prep work for presentation
</span>
</p>
<p class="text-wrap">
<span class="badge badge-danger d-inline-block my-3 mr-3">20%</span>
<span>
Class presentation
</span>
</p>
<p class="text-wrap">
<span class="badge badge-danger d-inline-block my-3 mr-3">50%</span>
<span>
Supporting students of NaUKMA/UCU
</span>
</p>
<p class="text-wrap">
<p>
<span class="badge badge-danger d-inline-block my-3 mr-3">20%</span>
Evaluation of the student report/project and presentation
</p>
</p>
</div>
<!-- <div class="resume-list b-box"> -->
<!-- </div> -->
</div>
<div class="col-md-6">
<!-- <div class="resume-list b-box p-6 mb-6 " > -->
<div>
<h5 class="text-center mt-5 mt-md-0">
<b>NaUKMA / UCU Students</b>
</h5>
<hr>
<p class="text-wrap">
<span class="badge badge-danger d-inline-block my-3 mr-3">30%</span>
<span>
Evaluation
of UofT presentations
</span>
</p>
<p class="text-wrap">
<span class="badge badge-danger d-inline-block my-3 mr-3">20%</span>
<span>
Weekly project progress reports
</span>
</p>
<p class="text-wrap">
<span class="badge badge-danger d-inline-block my-3 mr-3">20%</span>
<span>
Final
presentation
</span>
</p>
<p class="text-wrap">
<span class="badge badge-danger d-inline-block my-3 mr-3">30%</span>
<span>
Final
report
</span>
</p>
</div>
<!-- </div> -->
</div>
</div>
</div>
</section>
<!-- END: TESTIMONY -->
<!-- START: PORTFOLIO -->
<section class="section section-light" id="resources">
<div class="container">
<div class="row">
<div class="col-md-4">
<div class="section-head">
<h2>Resources</h2>
<p class="text-wrap mt-2 text-danger">To access the slides : right-click and open in new tab.</p>
</div>
</div>
<div class="col-md-8">
<ul id="filter" class="filter mt-4">
<li class=" active" data-group="all">All</li>
<li class="" data-group="class">Class Presentations</li>
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<li class="" data-group="report">Final Reports</li>
</ul>
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<div class="section-inner p-0 p-md-5">
<div class="list-items-container row my-gallery">
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<a href="https://docs.google.com/presentation/d/17hhiE1Y-U6E5BY1jG-B6gNVVjHk08ye0B156PSt3sSk/edit?usp=sharing#" class="img-thumbnail sqr ratio-1x1 p-5">
<h5 class="text-center align-middle m-5">
Slides on Class Logistics
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<a href="https://docs.google.com/presentation/d/1eixgqMq4Wwzpgxmw1EzIsPPv8u9dtNMeYpBcvxFGPb8/edit?usp=sharing#" class="img-thumbnail sqr ratio-1x1">
<h5 class="text-center align-middle m-4">
Presentation Slides : Using Brain MRIs to Predict Residual Cognition in Alzheimer's Disease
</h5>
</a>
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<a href="https://docs.google.com/presentation/d/1orcYM2fepXAbkR1doScgicgsxKErhUQF1Pnt--xmeJ8/edit?usp=sharing" class="img-thumbnail sqr ratio-1x1">
<h5 class="text-center align-middle m-4">
Presentation Slides : Multi-modal and uncertainty-aware integration of single-cell sequencing data
</h5>
</a>
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<a href="https://drive.google.com/file/d/1pssrrMpSPA8M0Mk2J5LgxLCHmN64Yw-6/view?usp=sharing" class="img-thumbnail sqr ratio-1x1">
<h5 class="text-center align-middle m-4">
Presentation Slides : Coreset Selection of CT Scans for Traumatic Brain Injury: Do All Images Deserve to Be Annotated?
</h5>
</a>
</div>
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<a href="https://www.canva.com/design/DAFOGtPMubk/efa0FjXO2z5zn35zPeAlSw/view?utm_content=DAFOGtPMubk&utm_campaign=designshare&utm_medium=link2&utm_source=sharebutton" class="img-thumbnail sqr ratio-1x1">
<h5 class="text-center align-middle m-4">
Presentation Slides : Interpretable State Detection from Human Activity Data
</h5>
</a>
</div>
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<a href="https://drive.google.com/file/d/1Y2j68RWYGbzZasgowYNdp3rATGwONw8S/view?usp=sharing" class="img-thumbnail sqr ratio-1x1">
<h5 class="text-center align-middle m-4">
Presentation Slides : Disease gene classification through biological network integration
</h5>
</a>
</div>
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<a href="https://docs.google.com/presentation/d/1ZBEnxtQdFoa7At57hxLI62ArJY5S1QXXvkBunmmfRg4/edit?usp=sharing" class="img-thumbnail sqr ratio-1x1">
<h5 class="text-center text-weight align-middle m-4 ">
Presentation Slides : Targeted Pose Tracking for Walking Gait Analysis of Older Adults
</h5>
</a>
</div>
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<a href="https://drive.google.com/file/d/1YLXvVX3DuoqQpkqhAO3U4NZT9JFuPfR4/view?usp=sharing" class="img-thumbnail sqr ratio-1x1">
<h5 class="text-center text-weight align-middle m-4 ">
Presentation Slides : Predicting the Binding Affinity of HLA-peptide
</h5>
</a>
</div>
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<a href="https://drive.google.com/file/d/1TLrLNHlRwPzoA3slGS415eMy_c9gyr1a/view?usp=sharing" class="img-thumbnail sqr ratio-1x1">
<h5 class="text-center text-weight align-middle m-4 ">
Presentation Slides : Continual Learning in Medical Imaging
</h5>
</a>
</div>
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<a href="https://docs.google.com/presentation/d/1Lfh5btZ9sd5RElhkOFDGu_vzZZdlEy6kUjvitKECXcI/edit?usp=sharing" class="img-thumbnail sqr ratio-1x1">
<h5 class="text-center text-weight align-middle m-4 ">
Presentation Slides : Self-supervised learning for protein engineering
</h5>
</a>
</div>
<!-- ---- -->
<div class="col-md-4 list-item" data-itemprop="associatedMedia" data-groups="all class">
<a href="https://docs.google.com/presentation/d/1vgddaZziv812iHB5qtjgjHWjwAsnelrX5JXrzMLtib0/edit?usp=drivesdk" class="img-thumbnail sqr ratio-1x1">
<h5 class="text-center text-weight align-middle m-4 ">
Presentation Slides : Predicting metastatic processes from cancer genomes
</h5>
</a>
</div>
<div class="col-md-4 list-item" data-itemprop="associatedMedia" data-groups="all class">
<a href="https://drive.google.com/file/d/1mv7iLqYYKW7n7pwByNafkSQh7gBmb4qZ/view?usp=sharing" class="img-thumbnail sqr ratio-1x1">
<h5 class="text-center text-weight align-middle m-4 ">
Presentation Slides : Neural Radiance Fields for Depth Estimation in Surgical Scenes
</h5>
</a>
</div>
<div class="col-md-4 list-item" data-itemprop="associatedMedia" data-groups="all class">
<a href="https://docs.google.com/presentation/d/1wQMrAIpaKZrhK4JCk7VkBlNoYEJNfJwN/edit?usp=sharing&ouid=104545997866794730138&rtpof=true&sd=true" class="img-thumbnail sqr ratio-1x1">
<h5 class="text-center text-weight align-middle m-4 ">
Presentation Slides : Predicting Drug Effects on Single Cell State
</h5>
</a>
</div>
<div class="col-md-4 list-item" data-itemprop="associatedMedia" data-groups="all class">
<a href="https://drive.google.com/file/d/1BLau1pJbaOBFgO6u0Psgr7Pkx5lR7rUl/view?usp=sharing" class="img-thumbnail sqr ratio-1x1">
<h5 class="text-center text-weight align-middle m-4 ">
Presentation Slides : Continuous Monitoring of COPD Using Multi-modal Physiological Data Collected from Smartwatches in the Wild
</h5>
</a>
</div>
<div class="col-md-4 list-item" data-itemprop="associatedMedia" data-groups="all class">
<a href="https://utoronto-my.sharepoint.com/:p:/g/personal/harshit_gujral_mail_utoronto_ca/EaGcoTE6sJxDg6lnBVSwoCcBsXRkiwaSGBwCle0CxGPnig?rtime=us5KH1as2kg" class="img-thumbnail sqr ratio-1x1">
<h5 class="text-center text-weight align-middle m-4 ">
Presentation Slides : Examining the sociodemographic determinants of health in the US using explainable machine learning
</h5>
</a>
</div>
<!-- -->
<div class="col-md-4 list-item" data-itemprop="associatedMedia" data-groups="all class">
<a href="https://www.figma.com/proto/Megnfuhu5x85pPysfy2lTu/CSC2431-%7C-Percussion-Hero?page-id=0%3A1&node-id=1%3A46&viewport=3827%2C677%2C0.31&scaling=contain&starting-point-node-id=1%3A46" class="img-thumbnail sqr ratio-1x1">
<h5 class="text-center text-weight align-middle m-4 ">
Presentation Slides : Percussion Hero: Helping Caregivers Safely and Effectively Perform Chest Physical Therapy
</h5>
</a>
</div>
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<a href="https://utoronto-my.sharepoint.com/:p:/g/personal/vida_adeli_mail_utoronto_ca/Ebf9S_0Rbj9Gq7WGev2jBU4BgxzzM4y1eTZu0u0k0ocsYg?e=CwwQFJ" class="img-thumbnail sqr ratio-1x1">
<h5 class="text-center text-weight align-middle m-4 ">
Presentation Slides : Vision-based kinematic gait assessment system using physics-based human motion estimation from monocular video
</h5>
</a>
</div>
<div class="col-md-4 list-item" data-itemprop="associatedMedia" data-groups="all class">
<a href="https://drive.google.com/file/d/1EVEuCSUAgmZ4953hFWW_IdbQ1mDu7fyN/view?usp=sharing" class="img-thumbnail sqr ratio-1x1">
<h5 class="text-center text-weight align-middle m-4 ">
Presentation Slides : Hyperspectral Reconstruction of Retina from RGB Fundus Images
</h5>
</a>
</div>
<!-- -------- Proposals --------- -->
<div class="col-md-4 list-item" data-itemprop="associatedMedia" data-groups="all proposal">
<a href="https://drive.google.com/open?id=10wFAoaK7bdhQlKr-gl9ox5N1nflnNY83" class="img-thumbnail bg-proposal">
<h5 class="text-center text-weight align-middle m-4 ">
Project Proposal : Using Brain MRIs to Predict Residual Cognition in Alzheimer's Disease
</h5>
</a>
</div>
<div class="col-md-4 list-item" data-itemprop="associatedMedia" data-groups="all proposal">
<a href="https://drive.google.com/open?id=16WcPXvU5kVSaPgYDIkrqaSQNiKhrYtiY" class="img-thumbnail bg-proposal">
<h5 class="text-center text-weight align-middle m-4 ">
Project Proposal : Examining the sociodemographic determinants of health in the US using explainable machine learning
</h5>
</a>
</div>
<div class="col-md-4 list-item" data-itemprop="associatedMedia" data-groups="all proposal">
<a href="https://drive.google.com/open?id=1MrQoT7uoAO5K5kbiGsC2TzkNdFeN7ngi" class="img-thumbnail bg-proposal">
<h5 class="text-center text-weight align-middle m-4 ">
Project Proposal : Multi-modal and uncertainty-aware integration of single-cell sequencing data
</h5>
</a>
</div>
<div class="col-md-4 list-item" data-itemprop="associatedMedia" data-groups="all proposal">
<a href="https://drive.google.com/open?id=1iy2aah7LTEdwehZ63Kk2LUbj3s6sMzPG" class="img-thumbnail bg-proposal">
<h5 class="text-center text-weight align-middle m-4 ">
Project Proposal : Coreset Selection of CT Scans for Traumatic Brain Injury: Do All Images Deserve to Be Annotated?
</h5>
</a>
</div>
<div class="col-md-4 list-item" data-itemprop="associatedMedia" data-groups="all proposal">
<a href="https://drive.google.com/open?id=1EToCqAkjho4DhQa1eRD8xmxC3RqFkl3_" class="img-thumbnail bg-proposal">
<h5 class="text-center text-weight align-middle m-4 ">
Project Proposal : Interpretable State Detection from Human Activity Data
</h5>
</a>
</div>
<div class="col-md-4 list-item" data-itemprop="associatedMedia" data-groups="all proposal">
<a href="https://drive.google.com/open?id=1npP8azqutzBvZO-3lvM31AWmWn3BGYhQ" class="img-thumbnail bg-proposal">
<h5 class="text-center text-weight align-middle m-4 ">
Project Proposal : Disease gene classification through biological network integration
</h5>
</a>
</div>
<div class="col-md-4 list-item" data-itemprop="associatedMedia" data-groups="all proposal">
<a href="https://drive.google.com/open?id=1pFCA2rSxePWo4G3bd3188l9f5B99M66H" class="img-thumbnail bg-proposal">
<h5 class="text-center text-weight align-middle m-4 ">
Project Proposal : Targeted Pose Tracking for Walking Gait Analysis of Older Adults
</h5>
</a>
</div>
<div class="col-md-4 list-item" data-itemprop="associatedMedia" data-groups="all proposal">
<a href="https://drive.google.com/open?id=1euQyF-FCGrgtUi06FxQh4pIysT8nYvEZ" class="img-thumbnail bg-proposal">
<h5 class="text-center text-weight align-middle m-4 ">
Project Proposal : Predicting the binding affinity of HLA-peptide
</h5>
</a>
</div>
<div class="col-md-4 list-item" data-itemprop="associatedMedia" data-groups="all proposal">
<a href="https://drive.google.com/open?id=1S6iDMLi9o89T2mp5Y1b9qoByfLlt1O5e" class="img-thumbnail bg-proposal">
<h5 class="text-center text-weight align-middle m-4 ">
Project Proposal : Continual Learning in Medical Imaging
</h5>
</a>
</div>
<div class="col-md-4 list-item" data-itemprop="associatedMedia" data-groups="all proposal">
<a href="https://drive.google.com/open?id=1mdyMWwhXuWH7wgPtpTJzfFqPhD3iNu_e" class="img-thumbnail bg-proposal">
<h5 class="text-center text-weight align-middle m-4 ">
Project Proposal : Self-supervised learning for protein engineering
</h5>
</a>
</div>
<div class="col-md-4 list-item" data-itemprop="associatedMedia" data-groups="all proposal">
<a href="https://drive.google.com/open?id=1iBJ_cYhgAHYqEDN1oVL43Qq0DNEWqp0L" class="img-thumbnail bg-proposal">
<h5 class="text-center text-weight align-middle m-4 ">
Project Proposal : Predicting metastasis from cancer genomes
</h5>
</a>
</div>
<div class="col-md-4 list-item" data-itemprop="associatedMedia" data-groups="all proposal">
<a href="https://drive.google.com/open?id=1qrPJ92mVMvJFiB_Ck-Mj5TTbIii0AYAT" class="img-thumbnail bg-proposal">
<h5 class="text-center text-weight align-middle m-4 ">
Project Proposal : Neural Radiance Fields for Depth Estimation in Surgical Scenes
</h5>
</a>
</div>
<div class="col-md-4 list-item" data-itemprop="associatedMedia" data-groups="all proposal">
<a href="https://drive.google.com/open?id=1-Jd0PyHR0FlqnABhC_c_cPWsITSKjV3k" class="img-thumbnail bg-proposal">
<h5 class="text-center text-weight align-middle m-4 ">
Project Proposal : Predicting Drug Effects on Single Cell State
</h5>
</a>
</div>
<div class="col-md-4 list-item" data-itemprop="associatedMedia" data-groups="all proposal">
<a href="https://drive.google.com/open?id=1CWUQ7neE6emrQTCQFbhM7MvvmLThMKcU" class="img-thumbnail bg-proposal">
<h5 class="text-center text-weight align-middle m-4 ">
Project Proposal : Continuous Monitoring of COPD Using Multi-modal Physiological Data Collected from Smartwatches in the Wild
</h5>
</a>
</div>
<div class="col-md-4 list-item" data-itemprop="associatedMedia" data-groups="all proposal">
<a href="https://drive.google.com/open?id=1YB5YJrMaAHQrcv5ptAGnI-niB8V6pz0a" class="img-thumbnail bg-proposal">
<h5 class="text-center text-weight align-middle m-4 ">
Project Proposal : Percussion Hero: Helping Caregivers Safely and Effectively Perform Chest Physical Therapy
</h5>
</a>
</div>
<div class="col-md-4 list-item" data-itemprop="associatedMedia" data-groups="all proposal">
<a href="https://drive.google.com/open?id=1FMvWdjo1CA2bsk1DMLoCPa7dd6vYnbJ0" class="img-thumbnail bg-proposal">
<h5 class="text-center text-weight align-middle m-4 ">
Project Proposal : Vision-based kinematic gait assessment system using physics-based human motion estimation from monocular video
</h5>
</a>
</div>
<div class="col-md-4 list-item" data-itemprop="associatedMedia" data-groups="all proposal">
<a href="https://drive.google.com/open?id=18rzNdo2P9gOOHxKb3ApGpAiBxGNV4fFD" class="img-thumbnail bg-proposal">
<h5 class="text-center text-weight align-middle m-4 ">
Project Proposal : Hyperspectral Reconstruction of Retina from RGB Fundus Images
</h5>
</a>
</div>
<div class="col-md-4 list-item" data-itemprop="associatedMedia" data-groups="all proposal">
<a href="https://drive.google.com/open?id=1_hZx6Y66eenJBUW8marSSuotm2qqe5Bq" class="img-thumbnail bg-proposal">
<h5 class="text-center text-weight align-middle m-4 ">
Project Proposal : Predicting original protein expressions resulting from segmentation-error cells for highly multiplexed imaging via denoising autoencoders
</h5>
</a>
</div>
</div>
<!-- .projects-container -->
</div>
</div>
</section>
<!-- END: PORTFOLIO -->
<!-- START: CONTACT -->
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<!-- <span>say Hello</span> -->
<h2 class="mb-2">How to get in touch</h2>
<p class="">
You may email your queries to the course instructors.
<br>
Please keep CSC2431-Fall-2022 in the subject line so that it is easier for them to find your emails.
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<!-- <h6>
<p style="color:red;">Additional details of office hours. Plus instructions to get in touch.</p>
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<!-- <h5 class="section-subHead mb-4"> Get in Touch</h5> -->
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<div class="col-sm-4 col-lg-4">
<div class="contact-details--panel p-4 b-box text-center
mb-4">
<div>
<img src="assets/images/brudno.jpg" class="img-fluid">
</div>
<h4 class="mt-3">Dr. Michael Brudno</h4>
<span>
<a href="https://brudno.uhndata.io/">
<i class="ml-1 mr-1 bi bi-file-earmark-person"></i>
</a>
<a href="https://www.linkedin.com/in/michael-brudno-b1227112/">
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</a>
<a href="https://twitter.com/mikebrudno">
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</a>
<a href="mailto:[email protected]">
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</a>
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<div>
<p class="mt-2">Course Instructor</p>
</div>
</div>
</div>
<div class="col-sm-4 col-lg-4">
<div class="contact-details--panel p-4 b-box text-center
mb-4 ">
<div>
<img src="assets/images/brock1.jpg" class="img-fluid">
</div>
<h4 class="mt-3">Dr. Brokoslaw Laschowski</h4>
<span>
<a href="https://tcairem.utoronto.ca/news/member-spotlight-brokoslaw-laschowski">
<i class="ml-1 mr-1 bi bi-file-earmark-person"></i>
</a>
<a href="https://www.linkedin.com/in/brokoslaw-laschowski/">
<i class="ml-1 mr-1 bi bi-linkedin"></i>
</a>
<a href="https://twitter.com/drlaschowski">
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</a>
<a href="mailto:[email protected]">
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</a>
</span>
<div>
<p class="mt-2">Course Instructor</p>
</div>
</div>
</div>
<div class="col-sm-4 col-lg-4">
<div class="contact-details--panel p-4 b-box text-center
mb-4 ">
<div>
<img src="assets/images/M1.jpg" class="img-fluid">
</div>
<h4 class="mt-3">Mr. Dmytro Kuzmenko</h4>
<span>
<a href="https://righteousronin.github.io/">
<i class="ml-1 mr-1 bi bi-file-earmark-person"></i>
</a>
<a href="https://www.linkedin.com/in/dmytrookuzmenko/">
<i class="ml-1 mr-1 bi bi-linkedin"></i>
</a>
<a href="https://twitter.com/kuzmenko_dmytro">
<i class="ml-1 mr-1 bi bi-twitter"></i>
</a>