Update README.md

README.md

@@ -35,11 +35,11 @@ This project integrates a robust **TensorFlow/Keras** backend with a lightweight
 
 ##  Key Features
 
-* ** Instant Analysis:** Upload an image and get results in milliseconds.
-* ** Deep Learning Accuracy:** Powered by a custom-trained CNN model (`plant_disease_model_final.h5`).
-* ** Responsive Interface:** A clean, user-friendly web UI built with HTML5/CSS3.
-* ** Containerized:** Fully Dockerized for consistent performance across any environment.
-* ** Secure & Private:** Images are processed securely within the session.
+* **Instant Analysis:** Upload an image and get results in milliseconds.
+* **Deep Learning Accuracy:** Powered by a custom-trained CNN model (`plant_disease_model_final.h5`).
+* **Responsive Interface:** A clean, user-friendly web UI built with HTML5/CSS3.
+* **Containerized:** Fully Dockerized for consistent performance across any environment.
+* **Secure & Private:** Images are processed securely within the session.
 
 ---
 
@@ -74,4 +74,39 @@ cd Plantoi
 docker build -t plantoi-app .
 
 # 3. Run the container
-docker run -p 7860:7860 plantoi-app
+docker run -p 7860:7860 plantoi-app
+```
+### Method 2: Manual Python Setup
+```bash
+# 1. Create a virtual environment
+python -m venv venv
+source venv/bin/activate  # On Windows: venv\Scripts\activate
+
+# 2. Install dependencies
+pip install -r requirements.txt
+
+# 3. Run the application
+python app.py
+```
+## Project Structure
+```text
+Plantoi/
+├── model/
+│   └── plant_disease_model_final.h5  # The trained AI model
+├── static/
+│   ├── css/          # Stylesheets
+│   ├── js/           # Frontend scripts
+│   └── images/       # Assets
+├── templates/
+│   └── index.html    # Main user interface
+├── app.py            # Main Flask application entry point
+├── disease_data.py   # Disease info and treatment dictionary
+├── Dockerfile        # Container configuration
+└── requirements.txt  # Python dependencies
+```
+## Disclaimer
+This tool is intended for educational and assistive purposes. While the AI model strives for high accuracy, it should not replace professional agricultural advice. Always consult with a plant pathologist for critical crop management decisions.
+
+<div align="center">
+Developed by Ali Abdullah <br> BS Artificial Intelligence Student at SZABIST Islamabad
+</div>