diff --git a/DSD/qrs/presentation/presentation.typ b/DSD/qrs/presentation/presentation.typ
index 290600e..40c666b 100644
--- a/DSD/qrs/presentation/presentation.typ
+++ b/DSD/qrs/presentation/presentation.typ
@@ -2,7 +2,7 @@
 #import themes.metropolis: *
 
 #show: metropolis-theme.with(
-  footer: [Custom footer]
+  footer: [CC BY-SA 4.0 Arthur Grisel-Davy]
 )
 
 #set text(font: "Fira Sans", weight: "light", size: 20pt)
@@ -11,32 +11,54 @@
 #set par(justify: true)
 
 #title-slide(
-  author: [Authors],
-  title: "Title",
-  subtitle: "Subtitle",
-  date: "Date",
-  extra: "Extra"
+  author: [Arthur Grisel-Davy, Sebastian Fischmeister],
+  title: "MAD: One-Shot Machine Activity Detector for Physics-Based Cyber Security",
+  subtitle: "",
+  date: "University of Waterloo",
+  extra: "agriseld@uwaterloo.ca"
 )
 
-#slide(title: "Table of contents")[
-  #metropolis-outline
+//#slide(title: "Table of contents")[
+//  #metropolis-outline
+//]
+
+#slide(title: "Introduction")[
+
 ]
 
-#slide(title: "Slide title")[
-  A slide with some maths:
-  $ x_(n+1) = (x_n + a/x_n) / 2 $
 
-  #lorem(200)
+#slide(title: "Problem Statement")[
+#align(center)[Given a #text(fill: blue, weight:400 )[discretized time series $t$] and a #text(fill: red, weight:400)[set of patterns $P=\{P_1, dots.h, P_n\}$], identify a mapping $m: NN arrow.r P union lambda$ such that every sample $t[i]$ maps to a pattern in $P union lambda$ with the condition that the sample #text(fill: purple, weight: 400)[matches] an occurrence of the pattern in $t$.]
 ]
 
-#new-section-slide("First section")
-
-#slide[
-  A slide without a title but with #alert[important] infos
+#slide(title: "Proposed Approach")[
 ]
 
-#new-section-slide([Second section])
-
-#focus-slide[
-  Wake up!
+#slide(title: "Proposed Approach - 2D Interpretation")[
 ]
+
+#slide(title: "Parameter")[]
+
+#slide(title: "Case Study 1")[]
+#slide(title: "Case Study 1 - Results")[]
+
+
+#slide(title: "Case Study 2")[]
+#slide(title: "Case Study 2 - Results")[]
+
+#slide(title: "Futur Work")[]
+
+#slide(title: "Conclusion")[
+]
+
+
+#focus-slide()[
+#align(center)[Thank you for your attention.]
+]
+
+
+//#new-section-slide([Second section])
+//
+//#focus-slide[
+//  Wake up!
+//]