diff --git a/compose.yaml b/compose.yaml
new file mode 100644
index 0000000..8ea1f37
--- /dev/null
+++ b/compose.yaml
@@ -0,0 +1,17 @@
+services:
+  fastapi:
+    image: docker.io/raghavanb/fastapi:dev
+    build:
+      context: "./"
+      dockerfile: "Dockerfile"
+    ports:
+      - "8000:8000"
+  streamlit:
+    image: docker.io/raghavanb/streamlit:dev
+    build:
+      context: "streamlit_app/"
+      dockerfile: "Dockerfile"
+    ports:
+      - "8501:8501"
+    environment:
+      API_URL: "http://fastapi:8000"
\ No newline at end of file
diff --git a/mlflow/compose.yaml b/mlflow/compose.yaml
new file mode 100644
index 0000000..908f5cd
--- /dev/null
+++ b/mlflow/compose.yaml
@@ -0,0 +1,6 @@
+services:
+  mlflow:
+    image: ghcr.io/mlflow/mlflow:latest
+    ports: 
+      - 5555:5000
+    command: mlflow server --host 0.0.0.0
\ No newline at end of file
diff --git a/run_pipeline.sh b/run_pipeline.sh
index 2e9d66c..c3eabb0 100755
--- a/run_pipeline.sh
+++ b/run_pipeline.sh
@@ -8,7 +8,7 @@
 
 # ------------------------------- CONFIG -------------------------------------
 
-PROJECT_ROOT="house-price-predictor"
+PROJECT_ROOT="hprice-predictor"
 INPUT_RAW="data/raw/house_data.csv"
 CLEANED_DATA="data/processed/cleaned_house_data.csv"
 FEATURED_DATA="data/processed/featured_house_data.csv"
@@ -100,13 +100,6 @@ run_model_training() {
 main() {
     check_dependencies
 
-    # Ensure we are in the project root directory
-    if [[ ! -d "$PROJECT_ROOT" ]]; then
-        echo "❌ '$PROJECT_ROOT' directory not found. Please run this script from the parent directory of the project."
-        exit 1
-    fi
-    cd "$PROJECT_ROOT" || exit 1
-
     run_data_processing
     run_feature_engineering
     run_model_training