diff --git a/Presentations/amld_2025/amld_2025.html b/Presentations/amld_2025/amld_2025.html
index dd0a69b..2d84599 100644
--- a/Presentations/amld_2025/amld_2025.html
+++ b/Presentations/amld_2025/amld_2025.html
@@ -391,41 +391,33 @@ <h2>Attribution Decomposition</h2>
 <h2>Return on Ad Spend (ROAS)</h2>
 
 <img data-src="amld_2025_files/static/images/roas_posterior.png" class="quarto-figure quarto-figure-center r-stretch" width="1000"></section>
-<section id="out-of-sample-forecasting" class="slide level2 smaller">
+<section id="out-of-sample-forecasting" class="slide level2">
 <h2>Out-of-sample Forecasting</h2>
-<div class="columns">
-<div class="column" style="width:50%;">
+<div style="text-align:center;">
+<div>
+
+</div>
+<div class="quarto-layout-panel" data-layout="[[50,50]]">
+<div class="quarto-layout-row quarto-layout-valign-bottom">
+<div class="quarto-layout-cell" style="flex-basis: 50.0%;justify-content: flex-start;">
 <div class="quarto-figure quarto-figure-center">
 <figure>
-<p><img data-src="amld_2025_files/static/images/tscv.png" class="quarto-figure quarto-figure-center" width="500"></p>
+<p><img data-src="amld_2025_files/static/images/tscv.png" width="500"></p>
+<figcaption>Prediction accuracy (CRPS)</figcaption>
 </figure>
 </div>
-</div><div class="column" style="width:50%;">
-<div title="Model Evaluation Framework">
-<div class="callout callout-tip callout-titled callout-style-default">
-<div class="callout-body">
-<div class="callout-title">
-<div class="callout-icon-container">
-<i class="callout-icon"></i>
-</div>
-<p><strong>Model Evaluation Framework</strong></p>
 </div>
-<div class="callout-content">
-<p>Evaluate the model on the holdout set:</p>
-<ul>
-<li>Prediction accuracy (CRPS)</li>
-<li>Parameter Stability</li>
-</ul>
+<div class="quarto-layout-cell" style="flex-basis: 50.0%;justify-content: flex-start;">
+<div class="quarto-figure quarto-figure-center">
+<figure>
+<p><img data-src="amld_2025_files/static/images/tscv_alpha.png" width="500"></p>
+<figcaption>Parameter Stability</figcaption>
+</figure>
 </div>
 </div>
 </div>
 </div>
-<div class="quarto-figure quarto-figure-center">
-<figure>
-<p><img data-src="amld_2025_files/static/images/tscv_alpha.png" class="quarto-figure quarto-figure-center" width="900"></p>
-</figure>
 </div>
-</div></div>
 </section>
 <section id="time-varying-parameters" class="slide level2">
 <h2>Time-varying Parameters</h2>
diff --git a/Presentations/amld_2025/amld_2025.pdf b/Presentations/amld_2025/amld_2025.pdf
index f010f15..ce4cec7 100644
Binary files a/Presentations/amld_2025/amld_2025.pdf and b/Presentations/amld_2025/amld_2025.pdf differ
diff --git a/Presentations/amld_2025/amld_2025.qmd b/Presentations/amld_2025/amld_2025.qmd
index f79a939..1dc8038 100644
--- a/Presentations/amld_2025/amld_2025.qmd
+++ b/Presentations/amld_2025/amld_2025.qmd
@@ -207,29 +207,15 @@ mmm.plot_components_contributions(original_scale=True);
 
 ![](amld_2025_files/static/images/roas_posterior.png){fig-align="center" width="1000"}
 
-## Out-of-sample Forecasting {.smaller}
+## Out-of-sample Forecasting
 
-::: {.columns}
-
-::: {.column width="50%"}
-
-![](amld_2025_files/static/images/tscv.png){fig-align="center" width="500"}
-
-:::
+::: {style="text-align:center;"}
 
+::: {layout=[[50,50]] layout-valign="bottom"}
 
-::: {.column width="50%"}
-
-::: {.callout-tip title="Model Evaluation Framework"}
-
-Evaluate the model on the holdout set:
-
-- Prediction accuracy (CRPS)
-- Parameter Stability
-
-:::
+![Prediction accuracy (CRPS)](amld_2025_files/static/images/tscv.png){fig-align="center" width="500"}
 
-![](amld_2025_files/static/images/tscv_alpha.png){fig-align="center" width="900"}
+![Parameter Stability](amld_2025_files/static/images/tscv_alpha.png){fig-align="center" width="500" }
 
 :::
 
diff --git a/Presentations/amld_2025/amld_2025_files/static/images/tscv.png b/Presentations/amld_2025/amld_2025_files/static/images/tscv.png
index fbdbb64..89739de 100644
Binary files a/Presentations/amld_2025/amld_2025_files/static/images/tscv.png and b/Presentations/amld_2025/amld_2025_files/static/images/tscv.png differ