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<!DOCTYPE html> | ||
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<head> | ||
<meta charset="UTF-8"> | ||
<meta name="viewport" content="width=device-width, initial-scale=1.0"> | ||
<meta name="description" content="AI in Healthcare Resources For Startups"> | ||
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<title>AI in Healthcare Resources For Startups</title> | ||
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<!-- Bootstrap CSS --> | ||
<link href="https://stackpath.bootstrapcdn.com/bootstrap/4.5.2/css/bootstrap.min.css" rel="stylesheet"> | ||
<link href="grid.css" rel="stylesheet"> | ||
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<body> | ||
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<div class="container"> | ||
<h1 style="margin-top: 20px;">AI in Healthcare Resources For Startups</h1> | ||
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<h3>By, Evan Brociner</h3> | ||
<p style="margin-bottom: 20px;">An active collection of my favorite AI in healthcare resources.</p> | ||
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<h3 style="margin-top: 20px;">Outline</h3> | ||
<ul> | ||
<li> | ||
<a href="#101">AI 101</a> | ||
</li> | ||
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<li> | ||
<a href="#validation">Validation</a> | ||
</li> | ||
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<li> | ||
<a href="#use-cases">Use Cases</a> | ||
</li> | ||
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<li> | ||
<a href="#newsletters">Newsletters</a> | ||
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</ul> | ||
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<section id="101"> | ||
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<h3 id="101" style="margin-top: 40px;">AI 101</h3> | ||
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<table class="table mx-auto"> | ||
<thead> | ||
<tr> | ||
<th scope="col">Term</th> | ||
<th scope="col">Description</th> | ||
</tr> | ||
</thead> | ||
<tbody> | ||
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<tr> | ||
<td>Neural Network</td> | ||
<td>A type of machine learning algorithm inspired by the structure of the human brain, composed of interconnected "neurons" that process and transmit information.</td> | ||
</tr> | ||
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<tr> | ||
<td>Natural Language Processing (NLP)</td> | ||
<td>The field of AI concerned with enabling computers to understand, interpret, and generate human language. Used in healthcare for analyzing medical notes or providing conversational AI interfaces.</td> | ||
</tr> | ||
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<tr> | ||
<td>Fine-Tuning</td> | ||
<td> | ||
A process where a pre-trained machine learning model is further trained on a smaller, more specialized dataset to improve its performance on a specific task. | ||
</td> | ||
</tr> | ||
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<tr> | ||
<td>Pre-Trained</td> | ||
<td> | ||
A machine learning model that has already been trained on a large, general-purpose dataset, enabling it to have a foundational understanding of patterns and can be adapted for more specific tasks. | ||
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<img src="static/img/ML.png" class="rounded mx-auto d-block" alt="..." width="1100" height="600"> | ||
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</section> | ||
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<section id="validation"> | ||
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<h3 id="validation" style="margin-top: 40px;">Validation</h3> | ||
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<table class="table mx-auto"> | ||
<thead> | ||
<tr> | ||
<th scope="col">Resource</th> | ||
<th scope="col">Description</th> | ||
</tr> | ||
</thead> | ||
<tbody> | ||
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<tr> | ||
<td> | ||
<a target="_blank" rel="noopener noreferrer" href="https://healthaipartnership.org"> | ||
health ai partnerships</a> | ||
</td> | ||
<td> | ||
HAIP empowers health care professionals to use artificial intelligence (AI) effectively, safely, and equitably. The organization includes many different healthcare institutions. | ||
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</td> | ||
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</tbody> | ||
</table> | ||
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</section> | ||
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<section id="newsletters"> | ||
<h3 id="newsletters" style="margin-top: 40px;">Newsletters</h3> | ||
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<table class="table mx-auto"> | ||
<thead> | ||
<tr> | ||
<th scope="col">Resource</th> | ||
<th scope="col">Description</th> | ||
</tr> | ||
</thead> | ||
<tbody> | ||
<tr> | ||
<td> | ||
<a target="_blank" rel="noopener noreferrer" href="https://bensbites.beehiiv.com">Ben's Bites</a> | ||
</td> | ||
<td> Newsletter with quick insights on AI in all fields</td> | ||
</tr> | ||
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<tr> | ||
<td> | ||
<a target="_blank" rel="noopener noreferrer" href="https://www.nejm.org/ai">AI NEJM</a> | ||
</td> | ||
<td> Resources on AI in medicine from the New England Journal of Medicine</td> | ||
</tr> | ||
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<tr> | ||
<td> | ||
<a target="_blank" rel="noopener noreferrer" href="https://jamanetwork.com/journals/jama/jama-artificial-intelligence">JAMA AI</a> | ||
</td> | ||
<td> Journal focused on AI in healthcare</td> | ||
</tr> | ||
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<tr> | ||
<td> | ||
<a target="_blank" rel="noopener noreferrer" href="https://paperswithcode.com/">Papers With Code</a> | ||
</td> | ||
<td> Latest AI research papers with code implementations </td> | ||
</tr> | ||
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<tr> | ||
<td> | ||
<a target="_blank" rel="noopener noreferrer" href="https://doctorpenguin.com/index">Doctor Penguin</a> | ||
</td> | ||
<td> Latest AI in healthcare papers</td> | ||
</tr> | ||
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</tbody> | ||
</table> | ||
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</section> | ||
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</body> | ||
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<footer class="footer mt-auto py-3 "> | ||
<div class="container d-flex justify-content-between"> | ||
<span class="text-muted">Contact me: [email protected]</span> | ||
<a href="https://www.linkedin.com/in/evan-brociner/" target="_blank" rel="noopener noreferrer"> | ||
</a> | ||
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</div> | ||
</footer> | ||
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<!-- Bootstrap JS, Popper.js, and jQuery --> | ||
<script src="https://code.jquery.com/jquery-3.5.1.slim.min.js"></script> | ||
<script src="https://stackpath.bootstrapcdn.com/bootstrap/4.5.2/js/bootstrap.min.js"></script> | ||
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</body> | ||
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</html> |
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