diff --git a/README.md b/README.md
index 00fab23..76e0893 100644
--- a/README.md
+++ b/README.md
@@ -133,17 +133,35 @@ crypto-trading-backtesting/
     ```sh
     pip install -r requirements.txt
     ```
-4. **Run React interface**
+4. **Configure environmnet variables and configurations:**
+    ```
+    .env
+    app/config.py
+    ```
+5. **Run backend api and mlflow server:**
+    ```sh
+    mlflow server --host 127.0.0.1 --port 5050
+    python run.py
+   ```
+6. **Run frontend interface**
     ```sh
-   streamlit run src/frontend/app.py
+   cd frontend/
+   npm install
+   npm run start
    ```
-5. **Run Chronos**
+7. **Run Chronos**
     ```sh
     pip install git+https://github.com/amazon-science/chronos-forecasting.git
 
     pip install pandas numpy torch sqlalchemy psycopg2-binary matplotlib chronos
     ```
 
+#### Altenative 
+1. **Run run_project.sh file:**
+    ```
+    sh run_prject.sh
+    ```
+
 ## Usage
 1. **Provide input descriptions** of the trading strategies, including scenarios and expected outputs.
 
diff --git a/run_project.sh b/run_project.sh
index e3d13ac..28dbb43 100644
--- a/run_project.sh
+++ b/run_project.sh
@@ -1,3 +1,3 @@
  mlflow server --host 127.0.0.1 --port 5050
- python3 run.py
- 
\ No newline at end of file
+ python run.py
+ cd frontend && npm install && npm run start 
\ No newline at end of file
diff --git a/screenshots/backtest_results.png b/screenshots/backtest_results.png
new file mode 100644
index 0000000..7ce97a4
Binary files /dev/null and b/screenshots/backtest_results.png differ