diff --git a/k8s/apps/immich/deployments.yaml b/k8s/apps/immich/deployments.yaml
index 7ed3195..63d01cf 100644
--- a/k8s/apps/immich/deployments.yaml
+++ b/k8s/apps/immich/deployments.yaml
@@ -61,7 +61,7 @@ kind: Deployment
 metadata:
   name: immich-machine-learning
 spec:
-  replicas: 1
+  replicas: 2
   selector:
     matchLabels:
       app: immich-ml
@@ -70,6 +70,23 @@ spec:
       labels:
         app: immich-ml
     spec:
+      affinity:
+        nodeAffinity:
+          requiredDuringSchedulingIgnoredDuringExecution:
+            nodeSelectorTerms:
+              - matchExpressions:
+                  - key: kubernetes.io/hostname
+                    operator: In
+                    values:
+                      - nas.homenet
+                      - home.homenet
+      topologySpreadConstraints:
+        - maxSkew: 1
+          topologyKey: kubernetes.io/hostname
+          whenUnsatisfiable: DoNotSchedule
+          labelSelector:
+            matchLabels:
+              app: immich-ml
       containers:
         - name: immich-ml
           image: ghcr.io/immich-app/immich-machine-learning:release
@@ -80,11 +97,10 @@ spec:
           volumeMounts:
             - mountPath: /cache
               name: model-cache
-      nodeSelector:
-        kubernetes.io/hostname: nas.homenet
       volumes:
         - name: model-cache
           emptyDir: {}
+
 ---
 apiVersion: apps/v1
 kind: Deployment