diff --git a/Makefile b/Makefile
index d6efb9b206..f211b795a6 100644
--- a/Makefile
+++ b/Makefile
@@ -5,7 +5,7 @@ dev-update:
 	docker-compose -f ./docker/docker-compose.dev.yml up --build -V --remove-orphans
 
 dev-scale:
-	docker-compose -f ./docker/docker-compose.dev.yml up --build -V  --scale immich_server=3 --remove-orphans
+	docker-compose -f ./docker/docker-compose.dev.yml up --build -V  --scale immich-server=3 --remove-orphans
 
 stage:
 	docker-compose -f ./docker/docker-compose.staging.yml up --build -V --remove-orphans
@@ -17,4 +17,4 @@ prod:
 	docker-compose -f ./docker/docker-compose.yml up --build -V --remove-orphans
 
 prod-scale:
-	docker-compose -f ./docker/docker-compose.yml up --build -V --scale immich_server=3 --scale immich_microservices=3 --remove-orphans
\ No newline at end of file
+	docker-compose -f ./docker/docker-compose.yml up --build -V --scale immich-server=5 --scale immich-microservices=3 --remove-orphans
\ No newline at end of file
diff --git a/README.md b/README.md
index 87088f654a..5be02110b9 100644
--- a/README.md
+++ b/README.md
@@ -259,5 +259,5 @@ You need to change the CPU type from `kvm64` to `host` under VMs hardware tab.
 `Hardware > Processors > Edit > Advanced > Type (dropdown menu) > host`
  
 Otherwise you can:
-- edit `docker-compose.yml` file and comment the whole `immich_microservices` service **which will disable machine learning features like object detection and image classification**
+- edit `docker-compose.yml` file and comment the whole `immich-machine-learning` service **which will disable machine learning features like object detection and image classification**
 - switch to a different VM/desktop with different architecture.