diff --git a/course/module-4/Makefile b/course/module-4/Makefile
index 0f3723a..d3111d6 100644
--- a/course/module-4/Makefile
+++ b/course/module-4/Makefile
@@ -21,7 +21,7 @@ help:
 
 list: help
 
-install:
+install: # Install the project dependencies.
 	@echo "Installing ..."
 	
 	PYTHON_KEYRING_BACKEND=keyring.backends.null.Keyring poetry install
diff --git a/course/module-4/finetuning/settings.py b/course/module-4/finetuning/settings.py
index 4a8d9c0..1abdd6f 100644
--- a/course/module-4/finetuning/settings.py
+++ b/course/module-4/finetuning/settings.py
@@ -12,7 +12,7 @@ class AppSettings(BaseSettings):
     COMET_PROJECT: str = ""
     
     DATASET_ARTIFACT_NAME: str = "posts-instruct-dataset"
-    FINE_TUNED_LLM_TWIN_MODEL_TYPE: str = "decodingml/llm-twin:1.1.0"
+    FINE_TUNED_LLM_TWIN_MODEL_TYPE: str = "decodingml/llm-twin:1.0.0"
     CONFIG_FILE: str = "./finetuning/config.yaml"
     
     MODEL_SAVE_DIR: str = "./training_pipeline_output"
diff --git a/course/module-5/Makefile b/course/module-5/Makefile
index 9bab734..1f9a318 100644
--- a/course/module-5/Makefile
+++ b/course/module-5/Makefile
@@ -1,11 +1,16 @@
 help:
 	@grep -E '^[a-zA-Z0-9 -]+:.*#'  Makefile | sort | while read -r l; do printf "\033[1;32m$$(echo $$l | cut -f 1 -d':')\033[00m:$$(echo $$l | cut -f 2- -d'#')\n"; done
 
+install: # Install the project dependencies.
+	@echo "Installing ..."
+	
+	PYTHON_KEYRING_BACKEND=keyring.backends.null.Keyring poetry install
+
 deploy-llm-microservice: # Deploy the Qwak model.
-	qwak models deploy realtime --model-id "llm_twin" --instance "gpu.a10.2xl" --timeout 50000 --replicas 2 --server-workers 2
+	poetry run qwak models deploy realtime --model-id "llm_twin" --instance "gpu.a10.2xl" --timeout 50000 --replicas 2 --server-workers 2
 
 undeploy-llm-microservice: # Deploy the Qwak model.
-	qwak models undeploy --model-id "llm_twin"
+	poetry run qwak models undeploy --model-id "llm_twin"
 
 call-inference-pipeline: # Call the inference pipeline.
 	poetry run python main.py