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Fix image centering
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AnesBenmerzoug committed Dec 11, 2023
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Expand Up @@ -38,9 +38,10 @@ performance or outcome of some model trained on it. Some concepts of
value depend on a specific model of interest, while others are model-agnostic.
pyDVL focuses on model-dependent methods.

<figure style="display: inline-block;">
<div style="text-align: center;">
<figure>
<img
style="vertical-align: top; margin: auto;"
width="90%"
src="docs/value/img/mclc-best-removal-10k-natural.svg"
alt="best sample removal"
/>
Expand All @@ -49,15 +50,17 @@ pyDVL focuses on model-dependent methods.
<br> on best sample removal.
</figcaption>
</figure>
</div>

The **Influence Function** is an infinitesimal measure of the effect that single
training points have over the parameters of a model, or any function thereof.
In particular, in machine learning they are also used to compute the effect
of training samples over individual test points.

<figure style="display: inline-block;">
<div style="text-align: center;">
<figure>
<img
style="vertical-align: top; margin: auto;"
width="80%"
src="docs/assets/influence_functions_example.png"
alt="best sample removal"
/>
Expand All @@ -66,6 +69,7 @@ of training samples over individual test points.
<br>Highlighted points have flipped labels.
</figcaption>
</figure>
</div>

# Installation

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