diff --git a/projects/forex_algo_trading.md b/projects/forex_algo_trading.md
index f5a1e56..b9ea415 100644
--- a/projects/forex_algo_trading.md
+++ b/projects/forex_algo_trading.md
@@ -24,6 +24,60 @@ graph TD
 
 ## Folder Structure
 
+```mermaid
+graph TD
+    style graph fill:#222222, color:#ffffff
+    A("/mean-reversion-trading") --> B("/data")
+    A --> C("/models")
+    A --> D("/strategies")
+    A --> E("/backtesting")
+    A --> F("/trading")
+    A --> G("/utils")
+    A --> H("Dockerfile")
+    A --> I("requirements.txt")
+    A --> J("README.md")
+
+    B --> B1("/raw")
+    B --> B2("/processed")
+
+    C --> C1("/trained")
+    C --> C2("model_training.py")
+
+    D --> D1("mean_reversion_strategy.py")
+
+    E --> E1("backtest.py")
+
+    F --> F1("live_trade.py")
+
+    G --> G1("data_fetcher.py")
+    G --> G2("feature_engineering.py")
+    G --> G3("indicators.py")
+
+    %% Styling
+    style A fill:#334155,stroke:#CBD5E1,stroke-width:2px
+    style B fill:#475569,stroke:#CBD5E1,stroke-width:1px
+    style C fill:#475569,stroke:#CBD5E1,stroke-width:1px
+    style D fill:#475569,stroke:#CBD5E1,stroke-width:1px
+    style E fill:#475569,stroke:#CBD5E1,stroke-width:1px
+    style F fill:#475569,stroke:#CBD5E1,stroke-width:1px
+    style G fill:#475569,stroke:#CBD5E1,stroke-width:1px
+    style H fill:#64748B,stroke:#CBD5E1,stroke-width:1px
+    style I fill:#64748B,stroke:#CBD5E1,stroke-width:1px
+    style J fill:#64748B,stroke:#CBD5E1,stroke-width:1px
+    style B1 fill:#64748B,stroke:#CBD5E1,stroke-width:1px
+    style B2 fill:#64748B,stroke:#CBD5E1,stroke-width:1px
+    style C1 fill:#64748B,stroke:#CBD5E1,stroke-width:1px
+    style C2 fill:#64748B,stroke:#CBD5E1,stroke-width:1px
+    style D1 fill:#64748B,stroke:#CBD5E1,stroke-width:1px
+    style E1 fill:#64748B,stroke:#CBD5E1,stroke-width:1px
+    style F1 fill:#64748B,stroke:#CBD5E1,stroke-width:1px
+    style G1 fill:#64748B,stroke:#CBD5E1,stroke-width:1px
+    style G2 fill:#64748B,stroke:#CBD5E1,stroke-width:1px
+    style G3 fill:#64748B,stroke:#CBD5E1,stroke-width:1px
+```
+
+---
+
 ```plaintext
 /mean-reversion-trading
 |-- /data