Explainable AI for Crop Yield Prediction
Integrating Machine Learning and XAI for Sustainable Agriculture
Explainable AI
Understand Your Crop Yield Predictions
Our platform uses advanced ML models with LIME and SHAP explanations to help you understand what factors influence your crop yields.
Quick Start
Upload your farm data to get started
1
Upload Excel Data
Upload your farm data in Excel format
2
Select ML Model
Choose the prediction model to use
3
Analyze Results
View predictions and explanations
LIME & SHAP Explanations
Understand which features impact your crop yield predictions with local interpretable model-agnostic explanations.
Heat Maps
Visualize correlations between different farm variables and identify patterns in your agricultural data.
Cluster Analysis
Group similar farms or fields together to identify common characteristics and optimize growing strategies.