diff --git a/machines/kcnhub/nvidia.nix b/machines/kcnhub/nvidia.nix
index e890645..7b105c5 100644
--- a/machines/kcnhub/nvidia.nix
+++ b/machines/kcnhub/nvidia.nix
@@ -1,5 +1,4 @@
 { config, lib, pkgs, ...}: {
-  config = {
   # Make sure opengl is enabled
   hardware.opengl = {
     enable = true;
@@ -21,7 +20,8 @@
 
     # Use the open source version of the kernel module
     # Only available on driver 515.43.04+
-    open = true;
+    # Seems to cause some issues with Tensorflow/CUDA/PyTorch
+    open = false;
 
     # Enable the nvidia settings menu
     nvidiaSettings = true;
@@ -32,15 +32,15 @@
 
   # Allow Unfree, Nvidia, CUDA, and derived packages.
   nixpkgs.config.allowUnfree = true;
+  nixpkgs.config.cudaSupport = true;
 
   # Use Prebuilt Cached Versions of CUDA Packages
   nix.settings = {
-    trusted-substituters = [
+    substituters = [
       "https://cuda-maintainers.cachix.org"
     ];
     trusted-public-keys = [
       "cuda-maintainers.cachix.org-1:0dq3bujKpuEPMCX6U4WylrUDZ9JyUG0VpVZa7CNfq5E="
     ];
   };
-};
 }
diff --git a/machines/kcnhub/servers/jupyterhub.nix b/machines/kcnhub/servers/jupyterhub.nix
index 542eccf..e4de74b 100644
--- a/machines/kcnhub/servers/jupyterhub.nix
+++ b/machines/kcnhub/servers/jupyterhub.nix
@@ -7,12 +7,14 @@
     extraConfig = ''
       c.SystemdSpawner.mem_limit = '2G'
       c.SystemdSpawner.cpu_limit = 1.0
-      c.SystemdSpawner.extra_paths = ['${pkgs.buildEnv {
-                                     name = "jupyterhub-system-spawner-env";
-                                     paths = with pkgs; [
-                                       gcc
-                                     ];
-                                   }}/bin']
+      c.SystemdSpawner.isolate_devices = False
+      c.SystemdSpawner.extra_paths = [
+        '${pkgs.buildEnv {
+          name = "jupyterhub-system-spawner-env";
+          paths = with pkgs; [
+            gcc
+          ];
+        }}/bin']
     '';
     # Extra Paths used to add gcc et al for packages like Brian2
     # https://github.com/jupyterhub/systemdspawner#extra_paths
@@ -70,7 +72,25 @@
             withMpi = false;
           })
           brian2
-        ]));
+
+          # Machine learning toolkits:
+          tensorflow
+          tensorboard
+          keras
+          edward
+          transformers
+          tflearn
+          torch
+          torchvision
+          torchsde
+          torchmetrics
+          torchio
+          torchdiffeq
+          botorch
+          lion-pytorch
+        ])).override (args: { ignoreCollisions = true; });
+        # Odd collision between tensorboard of torch & tensorflow
+        # need to resolve later
       in {
         displayName = "Python 3 for Computational Neuroscience";
         argv = [