diff --git a/cluster/apps/immich/immich-ml.yml b/cluster/apps/immich/immich-ml.yml
new file mode 100644
index 0000000..83ab67c
--- /dev/null
+++ b/cluster/apps/immich/immich-ml.yml
@@ -0,0 +1,43 @@
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: immich-ml
+  namespace: default
+spec:
+  strategy:
+    type: Recreate
+  replicas: 1
+  selector:
+    matchLabels:
+      app: immich-ml
+  template:
+    metadata:
+      labels:
+        app: immich-ml
+    spec:
+      runtimeClassName: nvidia
+      containers:
+      - name: immich-machine-learning
+        image: ghcr.io/immich-app/immich-machine-learning:v1.139.2-cuda
+        ports:
+        - containerPort: 3003
+        env:
+        - name: REDIS_HOSTNAME
+          value: "immich-redis-service"
+        - name: NVIDIA_VISIBLE_DEVICES
+          value: "all"
+        - name: MACHINE_LEARNING_DEVICE_IDS
+          value: "0"
+        volumeMounts:
+        - name: model-cache
+          mountPath: /cache
+        resources:
+          requests:
+            nvidia.com/gpu: "1"
+          limits:
+            nvidia.com/gpu: "1"
+      volumes:
+      - name: model-cache
+        persistentVolumeClaim:
+          claimName: immich-cache-ceph
diff --git a/cluster/apps/immich/immich-svc.yml b/cluster/apps/immich/immich-svc.yml
index ffd293f..08098f4 100644
--- a/cluster/apps/immich/immich-svc.yml
+++ b/cluster/apps/immich/immich-svc.yml
@@ -21,7 +21,7 @@ metadata:
 spec:
   type: LoadBalancer
   selector:
-    app: immich-app
+    app: immich-ml
   ports:
   - port: 3333
     targetPort: 3003
diff --git a/cluster/apps/immich/immich.yml b/cluster/apps/immich/immich.yml
index 1095ddb..205be97 100644
--- a/cluster/apps/immich/immich.yml
+++ b/cluster/apps/immich/immich.yml
@@ -16,7 +16,6 @@ spec:
       labels:
         app: immich-app
     spec:
-      runtimeClassName: nvidia
       initContainers:
       - name: wait-for-redis
         image: busybox
@@ -62,29 +61,7 @@ spec:
         volumeMounts:
         - mountPath: /usr/src/app/upload
           name: pictures
-      - name: immich-machine-learning
-        image: ghcr.io/immich-app/immich-machine-learning:v1.139.2-cuda
-        ports:
-        - containerPort: 3003
-        env:
-        - name: REDIS_HOSTNAME
-          value: "immich-redis-service"
-        - name: NVIDIA_VISIBLE_DEVICES
-          value: "all"
-        - name: MACHINE_LEARNING_DEVICE_IDS
-          value: "0"
-        volumeMounts:
-        - name: model-cache
-          mountPath: /cache
-        resources:
-          requests:
-            nvidia.com/gpu: 1
-          limits:
-            nvidia.com/gpu: 1
       volumes:
       - name: pictures
         persistentVolumeClaim:
           claimName: immich-pictures-pvc
-      - name: model-cache
-        persistentVolumeClaim:
-          claimName: immich-cache-ceph