diff --git a/slides/figures/model-deployment/outputs/drawing-v00.png b/slides/figures/model-deployment/outputs/drawing-v00.png
index 6ce6892..d8cbc04 100644
Binary files a/slides/figures/model-deployment/outputs/drawing-v00.png and b/slides/figures/model-deployment/outputs/drawing-v00.png differ
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index 0d8719f..0b523cc 100644
--- a/slides/figures/model-deployment/vectors/drawing-v00.svg
+++ b/slides/figures/model-deployment/vectors/drawing-v00.svg
@@ -205,13 +205,13 @@
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@@ -366,7 +366,7 @@
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-         id="tspan269">Software problem resolution (Clause 9) processes following IEC 62304</tspan><tspan
+         id="tspan269">Software problem resolution following Clause 9 of IEC 62304</tspan><tspan
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diff --git a/slides/work-achieved/index.html b/slides/work-achieved/index.html
index 1638330..48e46e5 100644
--- a/slides/work-achieved/index.html
+++ b/slides/work-achieved/index.html
@@ -316,7 +316,7 @@ <h2 class="title">
 
 <!-- New slide -->
 <section id="model-comparison" class="slide level2">
-  <h2>📊 Model comparision </h2>
+  <h2>♻️📊 Model training & comparison </h2>
     
   <a href="https://github.com/SciKit-Surgery/cmicHACKS2/">
     <img src = "../figures/model-comparison/outputs/drawing-v00.png" style="max-width: 110%;" ></img>
@@ -343,7 +343,7 @@ <h2>🚀 Real-time AI Workflow for Surgery</h2>
 
 <!-- New slide -->
 <section id="model-deployment" class="slide level2">
-  <h2>🔁🏥 Model deployment using IEC 62304</h2>
+  <h2>🔁🏥 Model deployment (IEC 62304)</h2>
     
   <a href="https://github.com/SciKit-Surgery/cmicHACKS2/">
     <img src = "../figures/model-deployment/outputs/drawing-v00.png" style="max-width: 110%;" ></img>
@@ -370,7 +370,7 @@ <h2>🌐 Automatic deployment of gh-pages</h2>
 
 <!-- New slide -->
 <section id="takeaways" class="slide level2">
-  <h2> Takeaways</h2>
+  <h2>📢 Takeaways</h2>
 
   <ul class="roman">