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index 422446d..c12927f 100644
--- a/PhD/seminar/images/wein.svg
+++ b/PhD/seminar/images/wein.svg
@@ -23,15 +23,16 @@
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diff --git a/PhD/seminar/images/wein_2.svg b/PhD/seminar/images/wein_2.svg
index 62d1cf5..fc062f4 100644
--- a/PhD/seminar/images/wein_2.svg
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@@ -25,7 +25,7 @@
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diff --git a/PhD/seminar/images/wein_3.svg b/PhD/seminar/images/wein_3.svg
index e85c10b..0ec49bf 100644
--- a/PhD/seminar/images/wein_3.svg
+++ b/PhD/seminar/images/wein_3.svg
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diff --git a/PhD/seminar/seminar.typ b/PhD/seminar/seminar.typ
index 9e43b9c..ef2446c 100644
--- a/PhD/seminar/seminar.typ
+++ b/PhD/seminar/seminar.typ
@@ -12,7 +12,7 @@
 
 #title-slide(
   author: [Arthur Grisel-Davy],
-  title: "Process List Verification with Power Analysis",
+  title: "Process List Verification With Power Analysis",
   subtitle: "",
   date: "September 2024",
   extra: ""
@@ -119,7 +119,7 @@ Power is:
 #only(3)[#align(center)[#image("images/equation_3.svg", width:100%)]]
 ]
 
-#slide(title:"Proposed Approach - model")[
+#slide(title:"Proposed Approach - Model")[
 #only(1)[#align(center)[#image("images/model_1.svg", width:100%)]]
 #only(2)[#align(center)[#image("images/model_2.svg", width:100%)]]
 #only(3)[#align(center)[#image("images/model_3.svg", width:100%)]]
@@ -169,8 +169,8 @@ Power is:
 #text(weight:"bold")[Next Steps:]
  - Collect more and better data
  - Try methods on other devices
- - Developp a benchmark for attack detection
- - Decomposition Approach
+ - Develop a benchmark for attack detection
+ - Decomposition approach
    - Extract process information from decomposed abnormal time series
    - Benchmark against MLP approach
 ]