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merged software and papers
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pbiecek committed Apr 20, 2024
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Expand Up @@ -859,6 +859,45 @@ The Segment Anything Model is one of the first and most well-known foundation mo
Remote sensing applications require machine learning models that are reliable and robust, highlighting the importance of red teaming for uncovering flaws and biases. We introduce a novel red teaming approach for hyperspectral image analysis, specifically for soil parameter estimation in the Hyperview challenge. Utilizing SHAP for red teaming, we enhanced the top-performing model based on our findings. Additionally, we introduced a new visualization technique to improve model understanding in the hyperspectral domain.
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<div>
<img src="images/mini_dalex.png" align="left">
<a href="http://dalex.drwhy.ai/">DALEX</a>
<p>XAI with DALEX for R and Python</p>
</div>

<div>
<img src="images/survex.png" align="left">
<a href="https://modeloriented.github.io/survex/">survex</a>
<p>Explainable machine learning in survival analysis</p>
</div>

<div>
<img src="images/arena.png" align="left">
<a href="https://arena.drwhy.ai/docs/">Arena</a>
<p>Interactive tool for the exploration and comparison of models' explanations</p>
</div>

<div>
<img src="images/mini_fairmodels.png" align="left">
<a href="https://modeloriented.github.io/fairmodels/">fairmodels</a>
<p>Fairness with fairmodels</p>
</div>

<div>
<img src="images/mini_crs.png" align="left">
<a href="https://crs19.pl/">COVID-19</a>
<p>COVID-19 Risk Score</p>
</div>

<div>
<img src="images/mini_archivist.png" align="left">
<a href="https://github.com/pbiecek/archivist">archivist</a>
<p>Model governance with R (MLOps)</p>
</div>



<div>
<img src="images/advxai.png">
<a href="https://doi.org/10.1016/j.inffus.2024.102303">Adversarial attacks and defenses in explainable artificial intelligence: A survey</a>
Expand Down Expand Up @@ -1128,50 +1167,6 @@ Everything that exists in R is an object (Chambers 2016). This article examines
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## Software {-}

<script>
document.body.classList.add("two-columns")
document.querySelector(".page-inner section > *:first-child").classList.add("two-columns-layout")
</script>

<div>
<img src="images/mini_dalex.png" align="left">
<a href="http://dalex.drwhy.ai/">DALEX</a>
<p>XAI with DALEX for R and Python</p>
</div>

<div>
<img src="images/survex.png" align="left">
<a href="https://modeloriented.github.io/survex/">survex</a>
<p>Explainable machine learning in survival analysis</p>
</div>

<div>
<img src="images/arena.png" align="left">
<a href="https://arena.drwhy.ai/docs/">Arena</a>
<p>Interactive tool for the exploration and comparison of models' explanations</p>
</div>

<div>
<img src="images/mini_fairmodels.png" align="left">
<a href="https://modeloriented.github.io/fairmodels/">fairmodels</a>
<p>Fairness with fairmodels</p>
</div>

<div>
<img src="images/mini_crs.png" align="left">
<a href="https://crs19.pl/">COVID-19</a>
<p>COVID-19 Risk Score</p>
</div>

<div>
<img src="images/mini_archivist.png" align="left">
<a href="https://github.com/pbiecek/archivist">archivist</a>
<p>Model governance with R (MLOps)</p>
</div>


## Research grants {-}

<script>
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