diff --git a/.github/workflows/docker-jupyter-hub.yml b/.github/workflows/docker-jupyter-hub.yml
index 1313ee4..b9bb5d3 100755
--- a/.github/workflows/docker-jupyter-hub.yml
+++ b/.github/workflows/docker-jupyter-hub.yml
@@ -24,9 +24,9 @@ jobs:
         platform: [amd64, arm64]
         include:
           - platform: amd64
-            runner: ubuntu-22.04
+            runner: ubuntu-24.04
           - platform: arm64
-            runner: ubuntu-22.04
+            runner: ubuntu-24.04
   
     env:
       working-directory: ./
diff --git a/.github/workflows/docker-jupyter-singleuser-gpu.yml b/.github/workflows/docker-jupyter-singleuser-gpu.yml
index 5404ae1..2734083 100755
--- a/.github/workflows/docker-jupyter-singleuser-gpu.yml
+++ b/.github/workflows/docker-jupyter-singleuser-gpu.yml
@@ -17,7 +17,7 @@ jobs:
 
   build:
 
-    runs-on: ubuntu-22.04
+    runs-on: ubuntu-24.04
     
     env:
       working-directory: ./
diff --git a/.github/workflows/docker-jupyter-singleuser.yml b/.github/workflows/docker-jupyter-singleuser.yml
index 5b415c8..3252e74 100755
--- a/.github/workflows/docker-jupyter-singleuser.yml
+++ b/.github/workflows/docker-jupyter-singleuser.yml
@@ -24,9 +24,9 @@ jobs:
         platform: [amd64, arm64]
         include:
           - platform: amd64
-            runner: ubuntu-22.04
+            runner: ubuntu-24.04
           - platform: arm64
-            runner: ubuntu-22.04
+            runner: ubuntu-24.04
     
     env:
       working-directory: ./
diff --git a/Dockerfile_hub b/Dockerfile_hub
index 09d6f8a..a9dff01 100644
--- a/Dockerfile_hub
+++ b/Dockerfile_hub
@@ -34,25 +34,25 @@ RUN apt-add-repository multiverse && \
 # Add latest ubuntu repos to sources.list
 # add arch
 RUN if [ "${CPU_ARCHITECTURE}" = "amd64" ]; then \
-        echo "deb http://archive.ubuntu.com/ubuntu/ jammy main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb-src http://archive.ubuntu.com/ubuntu/ jammy main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb http://archive.ubuntu.com/ubuntu/ jammy-security main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb-src http://archive.ubuntu.com/ubuntu/ jammy-security main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb http://archive.ubuntu.com/ubuntu/ jammy-backports main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb-src http://archive.ubuntu.com/ubuntu/ jammy-backports main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb http://archive.canonical.com/ubuntu/ jammy partner" | tee -a /etc/apt/sources.list ; \
-        echo "deb-src http://archive.canonical.com/ubuntu/ jammy partner" | tee -a /etc/apt/sources.list ; \
+        echo "deb http://archive.ubuntu.com/ubuntu/ noble main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb-src http://archive.ubuntu.com/ubuntu/ noble main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb http://archive.ubuntu.com/ubuntu/ noble-security main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb-src http://archive.ubuntu.com/ubuntu/ noble-security main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb http://archive.ubuntu.com/ubuntu/ noble-backports main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb-src http://archive.ubuntu.com/ubuntu/ noble-backports main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb http://archive.canonical.com/ubuntu/ noble partner" | tee -a /etc/apt/sources.list ; \
+        echo "deb-src http://archive.canonical.com/ubuntu/ noble partner" | tee -a /etc/apt/sources.list ; \
     elif [ "${CPU_ARCHITECTURE}" = "arm64" ]; then \
-        echo "deb [arch=arm64] http://archive.canonical.com/ubuntu/ jammy partner" | tee -a /etc/apt/sources.list ; \
-        echo "deb-src [arch=arm64] http://archive.canonical.com/ubuntu/ jammy partner" | tee -a /etc/apt/sources.list ; \
-        echo "deb [arch=arm64] http://ports.ubuntu.com/ubuntu-ports jammy main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb [arch=arm64] http://ports.ubuntu.com/ubuntu-ports jammy-updates main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb [arch=arm64] http://ports.ubuntu.com/ubuntu-ports jammy-backports main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb [arch=arm64] http://ports.ubuntu.com/ubuntu-ports jammy-security main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb-src [arch=arm64] http://ports.ubuntu.com/ubuntu-ports jammy-security main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb-src [arch=arm64] http://ports.ubuntu.com/ubuntu-ports jammy-updates main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb-src [arch=arm64] http://ports.ubuntu.com/ubuntu-ports jammy-backports main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb-src [arch=arm64] http://ports.ubuntu.com/ubuntu-ports jammy main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb [arch=arm64] http://archive.canonical.com/ubuntu/ noble partner" | tee -a /etc/apt/sources.list ; \
+        echo "deb-src [arch=arm64] http://archive.canonical.com/ubuntu/ noble partner" | tee -a /etc/apt/sources.list ; \
+        echo "deb [arch=arm64] http://ports.ubuntu.com/ubuntu-ports noble main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb [arch=arm64] http://ports.ubuntu.com/ubuntu-ports noble-updates main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb [arch=arm64] http://ports.ubuntu.com/ubuntu-ports noble-backports main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb [arch=arm64] http://ports.ubuntu.com/ubuntu-ports noble-security main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb-src [arch=arm64] http://ports.ubuntu.com/ubuntu-ports noble-security main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb-src [arch=arm64] http://ports.ubuntu.com/ubuntu-ports noble-updates main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb-src [arch=arm64] http://ports.ubuntu.com/ubuntu-ports noble-backports main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb-src [arch=arm64] http://ports.ubuntu.com/ubuntu-ports noble main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
     else \
         echo "No valid CPU_ARCHITECTURE specified"; \
     fi
diff --git a/Dockerfile_singleuser b/Dockerfile_singleuser
index 151300f..385164d 100644
--- a/Dockerfile_singleuser
+++ b/Dockerfile_singleuser
@@ -34,25 +34,25 @@ RUN apt-add-repository multiverse && \
 # Add latest ubuntu repos to sources.list
 # add arch
 RUN if [ "${CPU_ARCHITECTURE}" = "amd64" ]; then \
-        echo "deb http://archive.ubuntu.com/ubuntu/ jammy main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb-src http://archive.ubuntu.com/ubuntu/ jammy main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb http://archive.ubuntu.com/ubuntu/ jammy-security main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb-src http://archive.ubuntu.com/ubuntu/ jammy-security main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb http://archive.ubuntu.com/ubuntu/ jammy-backports main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb-src http://archive.ubuntu.com/ubuntu/ jammy-backports main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb http://archive.canonical.com/ubuntu/ jammy partner" | tee -a /etc/apt/sources.list ; \
-        echo "deb-src http://archive.canonical.com/ubuntu/ jammy partner" | tee -a /etc/apt/sources.list ; \
+        echo "deb http://archive.ubuntu.com/ubuntu/ noble main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb-src http://archive.ubuntu.com/ubuntu/ noble main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb http://archive.ubuntu.com/ubuntu/ noble-security main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb-src http://archive.ubuntu.com/ubuntu/ noble-security main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb http://archive.ubuntu.com/ubuntu/ noble-backports main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb-src http://archive.ubuntu.com/ubuntu/ noble-backports main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb http://archive.canonical.com/ubuntu/ noble partner" | tee -a /etc/apt/sources.list ; \
+        echo "deb-src http://archive.canonical.com/ubuntu/ noble partner" | tee -a /etc/apt/sources.list ; \
     elif [ "${CPU_ARCHITECTURE}" = "arm64" ]; then \
-        echo "deb [arch=arm64] http://archive.canonical.com/ubuntu/ jammy partner" | tee -a /etc/apt/sources.list ; \
-        echo "deb-src [arch=arm64] http://archive.canonical.com/ubuntu/ jammy partner" | tee -a /etc/apt/sources.list ; \
-        echo "deb [arch=arm64] http://ports.ubuntu.com/ubuntu-ports jammy main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb [arch=arm64] http://ports.ubuntu.com/ubuntu-ports jammy-updates main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb [arch=arm64] http://ports.ubuntu.com/ubuntu-ports jammy-backports main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb [arch=arm64] http://ports.ubuntu.com/ubuntu-ports jammy-security main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb-src [arch=arm64] http://ports.ubuntu.com/ubuntu-ports jammy-security main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb-src [arch=arm64] http://ports.ubuntu.com/ubuntu-ports jammy-updates main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb-src [arch=arm64] http://ports.ubuntu.com/ubuntu-ports jammy-backports main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb-src [arch=arm64] http://ports.ubuntu.com/ubuntu-ports jammy main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb [arch=arm64] http://archive.canonical.com/ubuntu/ noble partner" | tee -a /etc/apt/sources.list ; \
+        echo "deb-src [arch=arm64] http://archive.canonical.com/ubuntu/ noble partner" | tee -a /etc/apt/sources.list ; \
+        echo "deb [arch=arm64] http://ports.ubuntu.com/ubuntu-ports noble main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb [arch=arm64] http://ports.ubuntu.com/ubuntu-ports noble-updates main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb [arch=arm64] http://ports.ubuntu.com/ubuntu-ports noble-backports main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb [arch=arm64] http://ports.ubuntu.com/ubuntu-ports noble-security main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb-src [arch=arm64] http://ports.ubuntu.com/ubuntu-ports noble-security main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb-src [arch=arm64] http://ports.ubuntu.com/ubuntu-ports noble-updates main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb-src [arch=arm64] http://ports.ubuntu.com/ubuntu-ports noble-backports main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb-src [arch=arm64] http://ports.ubuntu.com/ubuntu-ports noble main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
     else \
         echo "No valid CPU_ARCHITECTURE specified"; \
     fi
@@ -119,8 +119,8 @@ RUN apt-get update && apt-get upgrade -y
 
 # Microsoft repos
 RUN curl -fsSL https://packages.microsoft.com/keys/microsoft.asc | gpg --dearmor -o /etc/apt/trusted.gpg.d/packages.microsoft.gpg
-RUN curl https://packages.microsoft.com/config/ubuntu/22.04/prod.list >> /etc/apt/sources.list.d/mssql-release.list
-RUN echo "deb [arch=arm64] https://packages.microsoft.com/ubuntu/22.04/prod jammy main" | tee -a /etc/apt/sources.list
+RUN curl https://packages.microsoft.com/config/ubuntu/24.04/prod.list >> /etc/apt/sources.list.d/mssql-release.list
+RUN echo "deb [arch=arm64] https://packages.microsoft.com/ubuntu/24.04/prod noble main" | tee -a /etc/apt/sources.list
 
 # install remaining packages
 RUN apt-get update && apt-get upgrade -y
diff --git a/Dockerfile_singleuser_gpu b/Dockerfile_singleuser_gpu
index 983db79..b726d17 100644
--- a/Dockerfile_singleuser_gpu
+++ b/Dockerfile_singleuser_gpu
@@ -40,25 +40,25 @@ RUN apt-add-repository multiverse && \
 # Add latest ubuntu repos to sources.list
 
 RUN if [ "${CPU_ARCHITECTURE}" = "amd64" ]; then \
-        echo "deb http://archive.ubuntu.com/ubuntu/ jammy main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb-src http://archive.ubuntu.com/ubuntu/ jammy main restricted universe multiverse" | tee -a /etc/apt/sources.list  ; \
-        echo "deb http://archive.ubuntu.com/ubuntu/ jammy-security main restricted universe multiverse" | tee -a /etc/apt/sources.list  ; \
-        echo "deb-src http://archive.ubuntu.com/ubuntu/ jammy-security main restricted universe multiverse" | tee -a /etc/apt/sources.list  ; \
-        echo "deb http://archive.ubuntu.com/ubuntu/ jammy-backports main restricted universe multiverse" | tee -a /etc/apt/sources.list  ; \
-        echo "deb-src http://archive.ubuntu.com/ubuntu/ jammy-backports main restricted universe multiverse" | tee -a /etc/apt/sources.list  ; \
-        echo "deb http://archive.canonical.com/ubuntu/ jammy partner" | tee -a /etc/apt/sources.list  ; \
-        echo "deb-src http://archive.canonical.com/ubuntu/ jammy partner" | tee -a /etc/apt/sources.list  ; \
+        echo "deb http://archive.ubuntu.com/ubuntu/ noble main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb-src http://archive.ubuntu.com/ubuntu/ noble main restricted universe multiverse" | tee -a /etc/apt/sources.list  ; \
+        echo "deb http://archive.ubuntu.com/ubuntu/ noble-security main restricted universe multiverse" | tee -a /etc/apt/sources.list  ; \
+        echo "deb-src http://archive.ubuntu.com/ubuntu/ noble-security main restricted universe multiverse" | tee -a /etc/apt/sources.list  ; \
+        echo "deb http://archive.ubuntu.com/ubuntu/ noble-backports main restricted universe multiverse" | tee -a /etc/apt/sources.list  ; \
+        echo "deb-src http://archive.ubuntu.com/ubuntu/ noble-backports main restricted universe multiverse" | tee -a /etc/apt/sources.list  ; \
+        echo "deb http://archive.canonical.com/ubuntu/ noble partner" | tee -a /etc/apt/sources.list  ; \
+        echo "deb-src http://archive.canonical.com/ubuntu/ noble partner" | tee -a /etc/apt/sources.list  ; \
     elif [ "${CPU_ARCHITECTURE}" = "arm64" ]; then \
-        echo "deb [arch=arm64] http://archive.canonical.com/ubuntu/ jammy partner" | tee -a /etc/apt/sources.list ; \
-        echo "deb-src [arch=arm64] http://archive.canonical.com/ubuntu/ jammy partner" | tee -a /etc/apt/sources.list ; \
-        echo "deb [arch=arm64] http://ports.ubuntu.com/ubuntu-ports jammy main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb [arch=arm64] http://ports.ubuntu.com/ubuntu-ports jammy-updates main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb [arch=arm64] http://ports.ubuntu.com/ubuntu-ports jammy-backports main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb [arch=arm64] http://ports.ubuntu.com/ubuntu-ports jammy-security main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb-src [arch=arm64] http://ports.ubuntu.com/ubuntu-ports jammy-security main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb-src [arch=arm64] http://ports.ubuntu.com/ubuntu-ports jammy-updates main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb-src [arch=arm64] http://ports.ubuntu.com/ubuntu-ports jammy-backports main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
-        echo "deb-src [arch=arm64] http://ports.ubuntu.com/ubuntu-ports jammy main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb [arch=arm64] http://archive.canonical.com/ubuntu/ noble partner" | tee -a /etc/apt/sources.list ; \
+        echo "deb-src [arch=arm64] http://archive.canonical.com/ubuntu/ noble partner" | tee -a /etc/apt/sources.list ; \
+        echo "deb [arch=arm64] http://ports.ubuntu.com/ubuntu-ports noble main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb [arch=arm64] http://ports.ubuntu.com/ubuntu-ports noble-updates main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb [arch=arm64] http://ports.ubuntu.com/ubuntu-ports noble-backports main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb [arch=arm64] http://ports.ubuntu.com/ubuntu-ports noble-security main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb-src [arch=arm64] http://ports.ubuntu.com/ubuntu-ports noble-security main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb-src [arch=arm64] http://ports.ubuntu.com/ubuntu-ports noble-updates main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb-src [arch=arm64] http://ports.ubuntu.com/ubuntu-ports noble-backports main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
+        echo "deb-src [arch=arm64] http://ports.ubuntu.com/ubuntu-ports noble main restricted universe multiverse" | tee -a /etc/apt/sources.list ; \
     else \
         echo "No valid CPU_ARCHITECTURE specified"; \
     fi
@@ -152,8 +152,8 @@ RUN apt-get install -y nvidia-docker2 nvidia-container-toolkit
 
 # Microsoft repos
 RUN curl -fsSL https://packages.microsoft.com/keys/microsoft.asc | gpg --dearmor -o /etc/apt/trusted.gpg.d/packages.microsoft.gpg
-RUN curl https://packages.microsoft.com/config/ubuntu/22.04/prod.list >> /etc/apt/sources.list.d/mssql-release.list
-RUN echo "deb [arch=arm64] https://packages.microsoft.com/ubuntu/22.04/prod jammy main" | tee -a /etc/apt/sources.list
+RUN curl https://packages.microsoft.com/config/ubuntu/24.04/prod.list >> /etc/apt/sources.list.d/mssql-release.list
+RUN echo "deb [arch=arm64] https://packages.microsoft.com/ubuntu/24.04/prod noble main" | tee -a /etc/apt/sources.list
 
 # install remaining packages
 RUN apt-get update && apt-get upgrade -y