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Add SBI conclusion
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kazewong committed Jul 18, 2023
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27 changes: 26 additions & 1 deletion slides/amaldi2023/SBI.html
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Expand Up @@ -25,5 +25,30 @@ <h4 class="header">Population inference</h4>
</section>

<section>
<h4 class="header">Lesson from two SBI scenarios</h4>
<h3 class="header">Lesson from two SBI scenarios</h4>
<div class="column">
<div class="row" style="justify-content: space-between;">
<div class="column" style="color: skyblue;">
<h4 class="fragment" style="color: skyblue;">Perks of SBI</h4>
<ol>
<li class="fragment">Fast inference</li>
<li class="fragment">Low retuning human effort</li>
<li class="fragment">Flexible assumptions</li>
</ol>
</div>
<div class="column" style="color: tomato;">
<h4 class="fragment" style="color: tomato;">Dangers of SBI</h4>
<ol>
<li class="fragment">"Why is my mass negative"</li>
<li class="fragment">Are we really winning?</li>
<li class="fragment">Retraining cost</li>
</ol>
</div>
</div>
<div class="column" style="margin-top: 30px;">
<p class="fragment" style="margin: 3px; color: skyblue;">Fixed model, changing data -> Good </p>
<p class="fragment" style="margin: 3px; color: tomato;">Fixed data, change model -> Bad </p>
</div>
</div>

</section>
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26 changes: 26 additions & 0 deletions slides/amaldi2023/model.html
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Expand Up @@ -6,4 +6,30 @@ <h2 class="header">Model design</h2>

<!-- Symbolic regression -->

<section>
<div class="row">
<h4 style="margin-left:27%"> Symbolic regression </h4>
<img data-src="../scma8/images/PySR.png" style="margin-top: 0; margin-left: 20px;" height="50px">
</div>

<div class="row">
<blockquote class="twitter-tweet tw-align-center">
<p lang="en" dir="ltr">Three years ago, I started working on an easy-to-use tool for interpretable machine learning in science. I wanted it to do for symbolic regression what Theano did for deep learning.<br><br>Today, I am beyond excited to share with you the paper describing it!<a href="https://t.co/be2cVdukPy">https://t.co/be2cVdukPy</a><br><br>1. <a href="https://t.co/9Cld0LL29u">pic.twitter.com/9Cld0LL29u</a></p>&mdash; Miles Cranmer (@MilesCranmer) <a href="https://twitter.com/MilesCranmer/status/1654169022852894721?ref_src=twsrc%5Etfw">May 4, 2023</a>
</blockquote>
<script async src="https://platform.twitter.com/widgets.js" charset="utf-8"></script>
</div>
</section>


<section>
<h4 class="header"> Closing the loop</h4>
<div class="column">
<img class="row" data-src="../scma8/images/Miles_ICML.png">
</div>
</section>

<!-- Learning likelihood from data -->

<section>

</section>

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