diff --git a/projects/forex_algo_trading.md b/projects/forex_algo_trading.md
index bdfe35d..2779c26 100644
--- a/projects/forex_algo_trading.md
+++ b/projects/forex_algo_trading.md
@@ -4,22 +4,44 @@ To set up a virtual environment for your forex trading analysis project, you'll
 
 Here's a suggested structure to keep your project organized:
 
-```
-forex_project/
+```plaintext
+forex_analysis_project/
 │
-├── data/                    # Folder to store CSV files and other data
+├── data/                        # Store raw and processed forex data
+│   ├── raw/
+│   └── processed/
 │
-├── notebooks/               # Jupyter notebooks for analysis and exploration
+├── notebooks/                   # Jupyter notebooks for exploration and analysis
 │
-├── src/                     # Source code for fetching and processing data
-│   ├── __init__.py          # Makes Python treat the directories as containing packages
-│   └── data_fetcher.py      # Example script to fetch data from Oanda
+├── src/                         # Source code for the project
+│   ├── data_retrieval/          # Scripts for fetching and preprocessing data
+│   │   ├── __init__.py
+│   │   └── fetch_forex_data.py
+│   │
+│   ├── feature_engineering/     # Generate features from forex data
+│   │   ├── __init__.py
+│   │   └── features.py
+│   │
+│   ├── models/                  # Machine learning and deep learning models
+│   │   ├── __init__.py
+│   │   ├── lstm_model.py        # LSTM for time series prediction
+│   │   └── rag_model.py         # RAG model integration
+│   │
+│   ├── inference/               # Inference logic for making predictions
+│   │   ├── __init__.py
+│   │   └── predict.py
+│   │
+│   └── utils/                   # Utility functions and classes
+│       ├── __init__.py
+│       └── utils.py
 │
-├── tests/                   # Unit tests
+├── tests/                       # Unit and integration tests
 │   ├── __init__.py
-│   └── test_data_fetcher.py # Example test file
+│   └── test_fetch_forex_data.py
 │
-└── requirements.txt         # Project dependencies
+├── requirements.txt             # Project dependencies
+│
+└── Dockerfile                   # Containerize your project (optional)
 ```
 
 ### Setting Up a Virtual Environment