aai-institute
diff --git a/‎notebooks/exercise_only_nb_01_0_intro_anomaly_detection.ipynb
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diff --git a/‎notebooks/exercise_only_nb_02_anomaly_detection_via_density_estimation.ipynb
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diff --git a/‎notebooks/exercise_only_nb_03_anomaly_detection_via_isolation.ipynb
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diff --git a/‎notebooks/exercise_only_nb_04_anomaly_detection_via_reconstruction.ipynb
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diff --git a/‎notebooks/exercise_only_nb_05_anomaly_detection_on_time_series.ipynb
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diff --git a/‎notebooks/exercise_only_nb_06_extreme_value_theory_for_anomaly_detection.ipynb
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diff --git a/‎notebooks/nb_01_0_intro_anomaly_detection.ipynb
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diff --git a/‎notebooks/nb_01_1_intro_and_ad_taxonomy.ipynb
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diff --git a/‎notebooks/nb_02_anomaly_detection_via_density_estimation.ipynb
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diff --git a/‎notebooks/nb_03_anomaly_detection_via_isolation.ipynb
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@@ -288,7 +288,7 @@
    },
    "source": [
     "# Anomaly Detection via Density Estimation\n",
-    "<img src=\"_static/images/aai_presentation_first_slide.svg\" alt=\"Snow\" style=\"width:100%;\">"
+    "<img src=\"_static/images/aai-institute-cover.png\" alt=\"Snow\" style=\"width:100%;\">"
    ]
   },
   {
@@ -8153,7 +8153,7 @@
     }
    },
    "source": [
-    "<img src=\"_static/images/aai_presentation_last_slide.svg\" alt=\"Snow\" style=\"width:100%;\">"
+    "<img src=\"_static/images/aai-institute-cover.png\" alt=\"Snow\" style=\"width:100%;\">"
    ]
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  ],
 
@@ -284,7 +284,7 @@
    "source": [
     "\n",
     "# Introduction to Anomaly Detection\n",
-    "<img src=\"_static/images/aai_presentation_first_slide.svg\" alt=\"Snow\" style=\"width:100%;\">"
+    "<img src=\"_static/images/aai-institute-cover.png\" alt=\"Snow\" style=\"width:100%;\">"
    ]
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   {
@@ -1002,7 +1002,8 @@
     }
    },
    "source": [
-    "<img src=\"_static/images/aai_presentation_last_slide.svg\" alt=\"Snow\" style=\"width:100%;\">"
+    "<img src=\"_static/images/aai-institute-cover.png\" alt=\"Snow\"\n",
+    "style=\"width:100%;\">"
    ]
   }
  ],
 
@@ -120,7 +120,7 @@
    "metadata": {},
    "source": [
     "# Taxonomy of Anomaly Detection Approaches\n",
-    "<img src=\"_static/images/aai_presentation_first_slide.svg\" alt=\"Snow\" style=\"width:100%;\">\n"
+    "<img src=\"_static/images/aai-institute-cover.png\" alt=\"Snow\" style=\"width:100%;\">\n"
    ]
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   {
@@ -393,7 +393,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<img src=\"_static/images/aai_presentation_last_slide.svg\" alt=\"Snow\" style=\"width:100%;\">"
+    "<img src=\"_static/images/aai-institute-cover.png\" alt=\"Snow\" style=\"width:100%;\">"
    ]
   }
  ],
 
@@ -288,7 +288,7 @@
    },
    "source": [
     "# Anomaly Detection via Density Estimation\n",
-    "<img src=\"_static/images/aai_presentation_first_slide.svg\" alt=\"Snow\" style=\"width:100%;\">"
+    "<img src=\"_static/images/aai-institute-cover.png\" alt=\"Snow\" style=\"width:100%;\">"
    ]
   },
   {
@@ -1306,7 +1306,7 @@
     }
    },
    "source": [
-    "<img src=\"_static/images/aai_presentation_last_slide.svg\" alt=\"Snow\" style=\"width:100%;\">"
+    "<img src=\"_static/images/aai-institute-cover.png\" alt=\"Snow\" style=\"width:100%;\">"
    ]
   },
   {
 
@@ -288,7 +288,7 @@
    },
    "source": [
     "# Anomaly Detection via Isolation\n",
-    "<img src=\"_static/images/aai_presentation_first_slide.svg\" alt=\"Snow\" style=\"width:100%;\">"
+    "<img src=\"_static/images/aai-institute-cover.png\" alt=\"Snow\" style=\"width:100%;\">"
    ]
   },
   {
@@ -845,7 +845,7 @@
     }
    },
    "source": [
-    "<img src=\"_static/images/aai_presentation_last_slide.svg\" alt=\"Snow\" style=\"width:100%;\">"
+    "<img src=\"_static/images/aai-institute-cover.png\" alt=\"Snow\" style=\"width:100%;\">"
    ]
   },
   {
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`@@ -288,7 +288,7 @@`
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`289`	`289`	`"source": [`
`290`	`290`	`"# Anomaly Detection via Density Estimation\n",`
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`@@ -284,7 +284,7 @@`
`284`	`284`	`"source": [`
`285`	`285`	`"\n",`
`286`	`286`	`"# Introduction to Anomaly Detection\n",`
`287`		`- "<img src=\"_static/images/aai_presentation_first_slide.svg\" alt=\"Snow\" style=\"width:100%;\">"`
	`287`	`+ "<img src=\"_static/images/aai-institute-cover.png\" alt=\"Snow\" style=\"width:100%;\">"`
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`@@ -1002,7 +1002,8 @@`
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`1006`	`1007`	`]`
`1007`	`1008`	`}`
`1008`	`1009`	`],`
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`@@ -120,7 +120,7 @@`
`120`	`120`	`"metadata": {},`
`121`	`121`	`"source": [`
`122`	`122`	`"# Taxonomy of Anomaly Detection Approaches\n",`
`123`		`- "<img src=\"_static/images/aai_presentation_first_slide.svg\" alt=\"Snow\" style=\"width:100%;\">\n"`
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`@@ -393,7 +393,7 @@`
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