diff --git a/k8s/apps/immich/deployments.yaml b/k8s/apps/immich/deployments.yaml
index d0e9f11..ac6a112 100644
--- a/k8s/apps/immich/deployments.yaml
+++ b/k8s/apps/immich/deployments.yaml
@@ -78,7 +78,7 @@ kind: Deployment
 metadata:
   name: immich-machine-learning
 spec:
-  replicas: 4
+  replicas: 16
   selector:
     matchLabels:
       app: immich-ml
@@ -97,17 +97,17 @@ spec:
                 values:
                   - home.homenet
                   - master.tail2fe2d.ts.net
-                  #- nas.homenet
+                  - nas.homenet
 
           preferredDuringSchedulingIgnoredDuringExecution:
-          - weight: 3
+          - weight: 4
             preference:
               matchExpressions:
               - key: kubernetes.io/hostname
                 operator: In
                 values:
                 - home.homenet
-          - weight: 2
+          - weight: 4
             preference:
               matchExpressions:
               - key: kubernetes.io/hostname