Ai crop recommandation for farmer
Link to open source: https://github.com/AhqafCoder/AICropRecommendation
Link to Live Project: https://hackbhoomi2025.vercel.app/
A comprehensive AI-powered crop recommendation system that combines machine learning with agricultural domain expertise to provide farmers with optimal crop selection, fertilizer recommendations, and profitability estimates.
- ๐ฑ Crop Recommender - LightGBM classifier recommending optimal crops based on soil & weather
- ๐งช Fertilizer Recommender - Hybrid ML + lookup system for precise fertilizer suggestions
- ๐ฐ Profit Estimator - LightGBM regressor predicting yield and profitability
- SHAP Integration - Feature importance explanations for trained models
- Rule-based Fallback - Agricultural domain rules when models aren't trained
- Human-friendly Insights - Plain English explanations for all recommendations
- Unified API - Single function combining all three models
- Input Validation - Robust error handling and data validation
- CLI Interface - Easy command-line usage with JSON I/O
This build was uploaded as a hackathon project

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