diff --git a/kubernetes/aks/apps/nachet/base/nachet-rcnn-model-deployment.yaml b/kubernetes/aks/apps/nachet/base/nachet-rcnn-model-deployment.yaml
index 87beb796..08de81fc 100644
--- a/kubernetes/aks/apps/nachet/base/nachet-rcnn-model-deployment.yaml
+++ b/kubernetes/aks/apps/nachet/base/nachet-rcnn-model-deployment.yaml
@@ -95,18 +95,6 @@ spec:
   resources:
     requests:
       storage: 2Gi
-# ---
-# apiVersion: v1
-# kind: PersistentVolumeClaim
-# metadata:
-#   name: nachet-tmp-pvc
-# spec:
-#   storageClassName: azurefile
-#   accessModes:
-#     - ReadWriteMany
-#   resources:
-#     requests:
-#       storage: 2Gi
 ---
 apiVersion: policy/v1
 kind: PodDisruptionBudget
@@ -118,7 +106,6 @@ spec:
   selector:
     matchLabels:
       app: nachet-rcnn-detector
-
 ---
 apiVersion: v1
 kind: Service
diff --git a/kubernetes/aks/apps/nachet/base/nachet-secrets.yaml b/kubernetes/aks/apps/nachet/base/nachet-secrets.yaml
index 6c435205..fdf2994f 100644
--- a/kubernetes/aks/apps/nachet/base/nachet-secrets.yaml
+++ b/kubernetes/aks/apps/nachet/base/nachet-secrets.yaml
@@ -45,3 +45,14 @@ metadata:
 stringData:
   NACHET_ENV: <NACHET_ENV>
   NACHET_BACKEND_SVC_URL: <NACHET_BACKEND_SVC_URL>
+---
+kind: Secret
+apiVersion: v1
+metadata:
+  name: nachet-swin-classifier-secrets
+  annotations:
+    avp.kubernetes.io/path: "kv/data/nachet"
+    avp.kubernetes.io/secret-version: "13"
+stringData:
+  NACHET_ENV: <NACHET_ENV>
+  NACHET_BACKEND_SVC_URL: <NACHET_BACKEND_SVC_URL>
diff --git a/kubernetes/aks/apps/nachet/base/nachet-swin-model-deployment.yaml b/kubernetes/aks/apps/nachet/base/nachet-swin-model-deployment.yaml
new file mode 100644
index 00000000..e7c2041c
--- /dev/null
+++ b/kubernetes/aks/apps/nachet/base/nachet-swin-model-deployment.yaml
@@ -0,0 +1,121 @@
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: nachet-swin-classifier
+  namespace: nachet
+spec:
+  replicas: 1
+  revisionHistoryLimit: 3
+  selector:
+    matchLabels:
+      app: nachet-swin-classifier
+  strategy:
+    type: RollingUpdate
+    rollingUpdate:
+      maxSurge: 1
+      maxUnavailable: 1
+  template:
+    metadata:
+      labels:
+        app: nachet-swin-classifier
+    spec:
+      affinity:
+        podAntiAffinity:
+          requiredDuringSchedulingIgnoredDuringExecution:
+            - labelSelector:
+                matchExpressions:
+                  - key: app
+                    operator: In
+                    values:
+                      - nachet-swin-classifier
+              topologyKey: "kubernetes.io/hostname"
+        nodeAffinity:
+          requiredDuringSchedulingIgnoredDuringExecution:
+            nodeSelectorTerms:
+              - matchExpressions:
+                  - key: kubernetes.io/role
+                    operator: In
+                    values:
+                      - agent
+      containers:
+        - name: nachet-swin-classifier
+          image: ghcr.io/ai-cfia/nachet-backend:29-azureml-swin-classifier
+          imagePullPolicy: Always
+          command: ["/bin/sh", "-c"]
+          args: ['./startup.sh']
+          envFrom:
+            - secretRef:
+                name: nachet-swin-classifier-secrets
+          ports:
+            - containerPort: 5001
+          volumeMounts:
+            - name: logs
+              mountPath: /app/logs
+            - name: tmp
+              mountPath: /tmp
+          livenessProbe:
+            httpGet:
+              path: /score
+              port: 5001
+            initialDelaySeconds: 60
+            periodSeconds: 10
+          resources:
+            requests:
+              cpu: "250m"
+              memory: "1Gi"
+            limits:
+              cpu: "500m"
+              memory: "2Gi"
+          securityContext:
+            runAsNonRoot: false
+            runAsUser: 1000
+            runAsGroup: 1000
+            readOnlyRootFilesystem: false
+            allowPrivilegeEscalation: false
+            capabilities:
+              drop:
+                - ALL
+      volumes:
+        - name: tmp
+          emptyDir:
+            medium: Memory
+            sizeLimit: 500Mi
+        - name: logs
+          persistentVolumeClaim:
+            claimName: nachet-logs-pvc
+---
+apiVersion: v1
+kind: PersistentVolumeClaim
+metadata:
+  name: nachet-logs-pvc
+spec:
+  storageClassName: azurefile
+  accessModes:
+    - ReadWriteMany
+  resources:
+    requests:
+      storage: 2Gi
+---
+apiVersion: policy/v1
+kind: PodDisruptionBudget
+metadata:
+  name: nachet-swin-classifier-pdb
+  namespace: nachet
+spec:
+  minAvailable: 1
+  selector:
+    matchLabels:
+      app: nachet-swin-classifier
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: nachet-swin-classifier-svc
+  namespace: nachet
+spec:
+  clusterIP: None
+  selector:
+    app: nachet-swin-classifier
+  ports:
+    - protocol: TCP
+      port: 5001