diff --git a/api/cogs/requests.py b/api/cogs/requests.py
index b91fe93..aea7bcb 100644
--- a/api/cogs/requests.py
+++ b/api/cogs/requests.py
@@ -99,7 +99,7 @@ async def get_player_data(label_id: int, limit: int = 5000):
 
 
 async def get_hiscore_data(label_id: int, limit: int = 5000):
-    url = f"{config.private_api}/v2/highscore/latest"
+    url = f"{config.private_api}/v3/highscore/latest"
     params = {"player_id": 1, "label_id": label_id, "many": 1, "limit": limit}
 
     # Initialize a list to store hiscore data
@@ -123,7 +123,7 @@ async def get_hiscore_data(label_id: int, limit: int = 5000):
 
 
 async def get_prediction_data(player_id: int = 0, limit: int = 0):
-    url = f"{config.private_api}/v2/highscore/latest"
+    url = f"{config.private_api}/v3/highscore/latest"
     params = {"player_id": player_id, "many": 1, "limit": limit}
 
     data = await retry_request(url=url, params=params)
diff --git a/deployment/bd-ml-deployment.yml b/deployment/bd-ml-deployment.yml
deleted file mode 100644
index 3fffc30..0000000
--- a/deployment/bd-ml-deployment.yml
+++ /dev/null
@@ -1,37 +0,0 @@
-apiVersion: apps/v1
-kind: Deployment
-metadata:
-  name: bd-ml
-spec:
-  selector:
-    matchLabels:
-      app: bd-ml
-  replicas: 1
-  template:
-    metadata:
-      name: bl-ml-app
-      labels:
-        app: bd-ml
-    spec:
-      volumes:
-        - name: nfs-volume
-          nfs:
-            server: 51.68.207.197
-            path: /cluster/models
-      containers:
-        - name: bd-ml
-          image: hub.osrsbotdetector.com/bot-detector/bd-ml:latest
-          imagePullPolicy: Always
-          resources:
-            limits:
-              memory: "3000Mi"
-              cpu: "2000m"
-            requests:
-              cpu: 500m
-          ports:
-            - containerPort: 6532
-          volumeMounts:
-            - name: nfs-volume
-              mountPath: /api/MachineLearning/models
-      imagePullSecrets:
-        - name: regcred
diff --git a/deployment/bd-ml-scaler.yml b/deployment/bd-ml-scaler.yml
deleted file mode 100644
index 987a758..0000000
--- a/deployment/bd-ml-scaler.yml
+++ /dev/null
@@ -1,12 +0,0 @@
-apiVersion: autoscaling/v1
-kind: HorizontalPodAutoscaler
-metadata:
-  name: bd-ml-hpa
-spec:
-  maxReplicas: 1 # define max replica count
-  minReplicas: 1 # define min replica count
-  scaleTargetRef:
-    apiVersion: apps/v1
-    kind: Deployment
-    name: bl-ml-app
-  targetCPUUtilizationPercentage: 80 # target CPU utilization
diff --git a/deployment/bd-ml-service.yml b/deployment/bd-ml-service.yml
deleted file mode 100644
index 6588468..0000000
--- a/deployment/bd-ml-service.yml
+++ /dev/null
@@ -1,10 +0,0 @@
-apiVersion: v1
-kind: Service
-metadata:
-  name: bd-ml-service
-spec:
-  selector:
-    app: bd-ml
-  ports:
-    - protocol: "TCP"
-      port: 6532