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progress with unsw slides, part 1
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gavryushkin committed Sep 10, 2024
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Expand Up @@ -93,12 +93,16 @@ <h3>The epistasis model</h3>
$$e = f(00) + f(11) - \Big(f(01) + f(10)\Big)$$

<aside class="notes">
Mention shapes
Mention shapes, higher-order interaction detection, TCS, etc.
</aside>
</section>

<section>
<img data-src="/assets/fitlands_outline.png" width=60%>

<aside class="notes">
This is SotA pre AI in Bio revolution -- AF(1) came out in 2018.
</aside>
</section>

<section>
Expand All @@ -109,6 +113,11 @@ <h4>State of the art in 2018</h4>
Kieran Elmes et al. Learning epistatic gene interactions from perturbation screens. 2021
</a>
</font>

<aside class="notes">
AF was published in 2018 (1), 2020 (2), 2024 (3).<br>
Conclusion: Glinternet is in, xyz is out.
</aside>
</section>

<section>
Expand All @@ -132,7 +141,7 @@ <h4>Problem #2: Scalability</h4>

<section>
<font size="6">
Hierarchy and scalability are largely solved (until you sequence more)
Hierarchy and scalability are largely solved (for now)
</font>
<img data-src="/assets/pint_summary.svg"><br>
<font size="3">
Expand Down Expand Up @@ -161,9 +170,13 @@ <h3>Model assumptions</h3>
</section>

<section>
<h4>Why don't you just do AI?</h4>
<h4>Why don't you just use AI?</h4>
<img data-src="/assets/linformer_model_selection.png" width=60%><br>
What AI?

<aside class="notes">
Transformer 2017, Linformer 2020
</aside>
</section>

<section>
Expand All @@ -174,6 +187,10 @@ <h3>SNVformer</h3>
Kieran Elmes et al. SNVformer: an attention-based deep neural network for GWAS data. 2022
</a>
</font>

<aside>
Move technical details down under this slide for if we have time.
</aside>
</section>

<section>
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