Nov 7, 2025

Ai crop recommandation for farmer

ai revolutioninfarming deeplearing ml farmer

๐ŸŒพ Crop AI - Intelligent Agricultural Recommendation System

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.

๐ŸŽฏ Features

Three AI Models

  • ๐ŸŒฑ Crop Recommender - LightGBM classifier recommending optimal crops based on soil & weather
  • ๐Ÿงช Fertilizer Recommender - Hybrid ML + lookup system for precise fertilizer suggestions
  • ๐Ÿ’ฐ Profit Estimator - LightGBM regressor predicting yield and profitability

Explainable AI

  • 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

Production Ready

  • 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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Give a star to encourage!Discussion
choudharyayush118336

great work bro....

Anmol Mishra
Anmol Mishra6 months ago

Yup! Brother

Avi Singh (As1229)
Avi Singh (As1229)6 months ago

for your future journey, your step is in good way.

Avi Singh (As1229)
Avi Singh (As1229)6 months ago

hello bro this is very good project

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