diff --git a/.github/workflows/markdowns.yml b/.github/workflows/markdowns.yml
index 0cfec054..5fa77165 100644
--- a/.github/workflows/markdowns.yml
+++ b/.github/workflows/markdowns.yml
@@ -44,7 +44,7 @@ jobs:
             echo "#"
             echo "#    python scripts/generate_markdowns.py --index index.toml --output markdowns --notebooks ..."
             echo "#"
-            echo "# or see https://github.com/deepset-ai/haystack-tutorials/blob/main/CONTRIBUTING.md for help."
+            echo "# or see https://github.com/deepset-ai/haystack-tutorials/blob/main/Contributing.md for help."
             echo "#"
             echo "# If you have further problems, please open an issue: https://github.com/deepset-ai/haystack-tutorials/issues"
             echo "#"
diff --git a/markdowns/04_FAQ_style_QA.md b/markdowns/04_FAQ_style_QA.md
index dcb44ca4..012ef3d5 100644
--- a/markdowns/04_FAQ_style_QA.md
+++ b/markdowns/04_FAQ_style_QA.md
@@ -3,7 +3,7 @@ layout: tutorial
 colab: https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/04_FAQ_style_QA.ipynb
 toc: True
 title: "Utilizing Existing FAQs for Question Answering"
-last_updated: 2022-11-24
+last_updated: 2022-12-08
 level: "beginner"
 weight: 20
 description: Create a smarter way to answer new questions using your existing FAQ documents.
@@ -92,7 +92,7 @@ If Docker is not readily available in your environment (e.g. in Colab notebooks)
 wget https://artifacts.elastic.co/downloads/elasticsearch/elasticsearch-7.9.2-linux-x86_64.tar.gz -q
 tar -xzf elasticsearch-7.9.2-linux-x86_64.tar.gz
 chown -R daemon:daemon elasticsearch-7.9.2
-sudo -u daemon -- elasticsearch-7.9.2/bin/elasticsearch -d
+
 ```
 
 
diff --git a/markdowns/11_Pipelines.md b/markdowns/11_Pipelines.md
index e30462bc..a8e6ca9e 100644
--- a/markdowns/11_Pipelines.md
+++ b/markdowns/11_Pipelines.md
@@ -3,7 +3,7 @@ layout: tutorial
 colab: https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/11_Pipelines.ipynb
 toc: True
 title: "How to Use Pipelines"
-last_updated: 2022-11-24
+last_updated: 2022-12-08
 level: "intermediate"
 weight: 65
 description: Learn about the many ways which you can route queries through the nodes in a pipeline.
@@ -85,7 +85,7 @@ If Docker is not readily available in your environment (e.g. in Colab notebooks)
 wget https://artifacts.elastic.co/downloads/elasticsearch/elasticsearch-7.9.2-linux-x86_64.tar.gz -q
 tar -xzf elasticsearch-7.9.2-linux-x86_64.tar.gz
 chown -R daemon:daemon elasticsearch-7.9.2
-sudo -u daemon -- elasticsearch-7.9.2/bin/elasticsearch -d
+
 ```
 
 
diff --git a/markdowns/15_TableQA.md b/markdowns/15_TableQA.md
index 131dcfbc..ad702986 100644
--- a/markdowns/15_TableQA.md
+++ b/markdowns/15_TableQA.md
@@ -3,7 +3,7 @@ layout: tutorial
 colab: https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/15_TableQA.ipynb
 toc: True
 title: "Open-Domain QA on Tables"
-last_updated: 2022-11-24
+last_updated: 2022-12-08
 level: "advanced"
 weight: 130
 description: Perform question answering on tabular data.
@@ -99,7 +99,7 @@ If Docker is not readily available in your environment (e.g. in Colab notebooks)
 wget https://artifacts.elastic.co/downloads/elasticsearch/elasticsearch-7.9.2-linux-x86_64.tar.gz -q
 tar -xzf elasticsearch-7.9.2-linux-x86_64.tar.gz
 chown -R daemon:daemon elasticsearch-7.9.2
-sudo -u daemon -- elasticsearch-7.9.2/bin/elasticsearch -d
+
 ```
 
 
diff --git a/markdowns/16_Document_Classifier_at_Index_Time.md b/markdowns/16_Document_Classifier_at_Index_Time.md
index 6f8d5d24..8df6fcba 100644
--- a/markdowns/16_Document_Classifier_at_Index_Time.md
+++ b/markdowns/16_Document_Classifier_at_Index_Time.md
@@ -3,7 +3,7 @@ layout: tutorial
 colab: https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/16_Document_Classifier_at_Index_Time.ipynb
 toc: True
 title: "Document Classification at Index Time"
-last_updated: 2022-11-24
+last_updated: 2022-12-08
 level: "intermediate"
 weight: 85
 description: Generate and attach classification labels to your Documents when indexing.
@@ -151,7 +151,7 @@ If Docker is not readily available in your environment (e.g. in Colab notebooks)
 wget https://artifacts.elastic.co/downloads/elasticsearch/elasticsearch-7.9.2-linux-x86_64.tar.gz -q
 tar -xzf elasticsearch-7.9.2-linux-x86_64.tar.gz
 chown -R daemon:daemon elasticsearch-7.9.2
-sudo -u daemon -- elasticsearch-7.9.2/bin/elasticsearch -d
+
 ```
 
 
diff --git a/markdowns/17_Audio.md b/markdowns/17_Audio.md
index 55d93e87..ff57c7b1 100644
--- a/markdowns/17_Audio.md
+++ b/markdowns/17_Audio.md
@@ -3,7 +3,7 @@ layout: tutorial
 colab: https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/17_Audio.ipynb
 toc: True
 title: "Make Your QA Pipelines Talk!"
-last_updated: 2022-11-24
+last_updated: 2022-12-08
 level: "intermediate"
 weight: 90
 description: Convert text Answers into speech.
@@ -84,7 +84,7 @@ If Docker is not readily available in your environment (e.g. in Colab notebooks)
 wget https://artifacts.elastic.co/downloads/elasticsearch/elasticsearch-7.9.2-linux-x86_64.tar.gz -q
 tar -xzf elasticsearch-7.9.2-linux-x86_64.tar.gz
 chown -R daemon:daemon elasticsearch-7.9.2
-sudo -u daemon -- elasticsearch-7.9.2/bin/elasticsearch -d
+
 ```
 
 
diff --git a/tutorials/04_FAQ_style_QA.ipynb b/tutorials/04_FAQ_style_QA.ipynb
index c3bcc845..a92af09a 100644
--- a/tutorials/04_FAQ_style_QA.ipynb
+++ b/tutorials/04_FAQ_style_QA.ipynb
@@ -157,8 +157,7 @@
     "\n",
     "wget https://artifacts.elastic.co/downloads/elasticsearch/elasticsearch-7.9.2-linux-x86_64.tar.gz -q\n",
     "tar -xzf elasticsearch-7.9.2-linux-x86_64.tar.gz\n",
-    "chown -R daemon:daemon elasticsearch-7.9.2\n",
-    "sudo -u daemon -- elasticsearch-7.9.2/bin/elasticsearch -d"
+    "chown -R daemon:daemon elasticsearch-7.9.2\n"
    ]
   },
   {
diff --git a/tutorials/11_Pipelines.ipynb b/tutorials/11_Pipelines.ipynb
index 204f8158..b9406566 100644
--- a/tutorials/11_Pipelines.ipynb
+++ b/tutorials/11_Pipelines.ipynb
@@ -166,8 +166,7 @@
     "\n",
     "wget https://artifacts.elastic.co/downloads/elasticsearch/elasticsearch-7.9.2-linux-x86_64.tar.gz -q\n",
     "tar -xzf elasticsearch-7.9.2-linux-x86_64.tar.gz\n",
-    "chown -R daemon:daemon elasticsearch-7.9.2\n",
-    "sudo -u daemon -- elasticsearch-7.9.2/bin/elasticsearch -d"
+    "chown -R daemon:daemon elasticsearch-7.9.2\n"
    ]
   },
   {
diff --git a/tutorials/15_TableQA.ipynb b/tutorials/15_TableQA.ipynb
index 54acd803..e623677d 100644
--- a/tutorials/15_TableQA.ipynb
+++ b/tutorials/15_TableQA.ipynb
@@ -179,8 +179,7 @@
     "\n",
     "wget https://artifacts.elastic.co/downloads/elasticsearch/elasticsearch-7.9.2-linux-x86_64.tar.gz -q\n",
     "tar -xzf elasticsearch-7.9.2-linux-x86_64.tar.gz\n",
-    "chown -R daemon:daemon elasticsearch-7.9.2\n",
-    "sudo -u daemon -- elasticsearch-7.9.2/bin/elasticsearch -d"
+    "chown -R daemon:daemon elasticsearch-7.9.2\n"
    ]
   },
   {
diff --git a/tutorials/16_Document_Classifier_at_Index_Time.ipynb b/tutorials/16_Document_Classifier_at_Index_Time.ipynb
index 5d943828..0a1c8d01 100644
--- a/tutorials/16_Document_Classifier_at_Index_Time.ipynb
+++ b/tutorials/16_Document_Classifier_at_Index_Time.ipynb
@@ -268,8 +268,7 @@
     "\n",
     "wget https://artifacts.elastic.co/downloads/elasticsearch/elasticsearch-7.9.2-linux-x86_64.tar.gz -q\n",
     "tar -xzf elasticsearch-7.9.2-linux-x86_64.tar.gz\n",
-    "chown -R daemon:daemon elasticsearch-7.9.2\n",
-    "sudo -u daemon -- elasticsearch-7.9.2/bin/elasticsearch -d"
+    "chown -R daemon:daemon elasticsearch-7.9.2\n"
    ]
   },
   {
diff --git a/tutorials/17_Audio.ipynb b/tutorials/17_Audio.ipynb
index 7bc5fd10..d15bfe94 100644
--- a/tutorials/17_Audio.ipynb
+++ b/tutorials/17_Audio.ipynb
@@ -153,8 +153,7 @@
     "\n",
     "wget https://artifacts.elastic.co/downloads/elasticsearch/elasticsearch-7.9.2-linux-x86_64.tar.gz -q\n",
     "tar -xzf elasticsearch-7.9.2-linux-x86_64.tar.gz\n",
-    "chown -R daemon:daemon elasticsearch-7.9.2\n",
-    "sudo -u daemon -- elasticsearch-7.9.2/bin/elasticsearch -d"
+    "chown -R daemon:daemon elasticsearch-7.9.2\n"
    ]
   },
   {