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AI-powered platform predicting crop yields using historical data, real-time weather, soil health, and satellite imagery. Provides actionable recommendations for irrigation, fertilization, and pest control, helping farmers increase productivity with data-driven insights.

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aSh-dev-io/CROP-YEILD-PREDICTION-WITH-ML

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AI-Powered Crop Yield Prediction and Optimization 🌾

This project predicts crop yields using ML models trained on historical agricultural data, weather, and soil health.
It also provides optimization recommendations for irrigation, fertilization, and pest control to help farmers improve productivity.

Features

  • Crop yield prediction based on multiple inputs
  • Historical data comparison
  • Optimization and actionable recommendations
  • Scalable design for web/mobile integration

Tech Stack

  • Python, Pandas, NumPy, Scikit-learn
  • Matplotlib, Seaborn for visualization
  • APIs for weather & soil data
  • Optional: Streamlit/Flask for user interface

Setup

git clone <repo-url>
cd crop-yield-ml
pip install -r requirements.txt

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AI-powered platform predicting crop yields using historical data, real-time weather, soil health, and satellite imagery. Provides actionable recommendations for irrigation, fertilization, and pest control, helping farmers increase productivity with data-driven insights.

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