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[Enhancement] Add crop yield prediction with ML model #1686

Description

@magic-peach

Description

Implement machine learning model for predicting crop yields based on historical data.

What Should Be Added

  1. ML Model

    • Train on historical yield data
    • Consider soil, weather, irrigation factors
    • Cross-validation for accuracy
    • Model versioning
  2. Prediction Features

    • Yield estimates per acre
    • Best crop suggestions
    • Risk assessment
    • Comparison with past years
  3. API Integration

    • REST endpoints for predictions
    • Batch processing
    • Result caching
    • Error handling

Why This Is Important

  • Helps farmers plan
  • Improves decision making
  • Data-driven agriculture
  • Modern farming solution

Expected Outcome

Accurate yield predictions using machine learning.


Labels: ECWoC26, enhancement, ml, ai

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