Agriculture and Artificial Intelligence are coming together to solve real-world problems! In this project, I built a Plant Disease Detection System using Deep Learning (CNN) that can identify plant diseases from leaf images and provide actionable insights like treatment and fertilizer recommendations.
š What This Project Does
The workflow is simple and effective:
Upload a plant leaf image ā Get disease prediction ā Receive treatment guidance
This makes it highly useful for farmers, agricultural professionals, and even researchers looking for quick and reliable plant health analysis.
šÆ Key Features
- š Real-time Disease Detection using Convolutional Neural Networks
- šÆ 81ā84% Accuracy across 38 plant disease classes
- š Treatment & Prevention Recommendations tailored to predictions
- š Prediction History Tracking with timestamps
- š± Responsive Design (Desktop, Tablet, Mobile)
- š REST API Support for integration with mobile apps
- š Security Focused (CSRF protection, file validation, input sanitization)
š¾ Supported Plants & Diseases
The model currently supports 38 disease classes across multiple crops:
- š Tomato ā 10 disease classes
- š„ Potato ā 3 disease classes
- š½ Corn ā 4 disease classes
- š¶ļø Pepper ā 2 disease classes
- š Other crops also included
š ļø Tech Stack
- Backend: Django
- Machine Learning: TensorFlow, CNN
- Languages: Python
- Frontend: HTML, CSS
- API: RESTful services
šÆ Goal of This Project
The main goal is to empower farmers with AI-driven tools that can:
- Improve crop health
- Reduce agricultural losses
- Provide quick decision support
- Promote smart farming practices
š GitHub Repository
Check out the full project here:
š https://github.com/buildwithsomnath/Plant-Disease-Detection/tree/main
šø Screenshot
š¬ Final Thoughts
This project reflects my passion for Data Science, Machine Learning, and Full Stack Development, and how these skills can be used to build impactful real-world solutions.
If you found this interesting or have suggestions, feel free to share your thoughts. Iād love to collaborate and improve this further!
š·ļø Tags
#AI #MachineLearning #DeepLearning #ComputerVision #Django #TensorFlow #DataScience #AgricultureTech
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