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README.md
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tags:
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- agriculture
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tags:
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- agriculture
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---
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# Agri-flow Classification Model
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This model classifies grievances into five distinct buckets:
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- **Label 0**: agricultural_scheme
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- **Label 1**: agriculture
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- **Label 2**: pest
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- **Label 3**: seed
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## Description of the Buckets
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1. **agricultural_scheme**:
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The farmer query is about schemes in Odisha
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2. **agriculture**:
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General agri queries
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3. **pest**:
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The farmer query is about pests
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5. **seed**:
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The farmer query is about seed varieties
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## Training Metrics
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The following training metrics were observed over 15 epochs:
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| Epoch | Loss | Accuracy | F1 Score |
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|-------|---------|----------|----------|
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| 1 | 1.0574 | 0.4242 | 0.4202 |
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| 2 | 0.7780 | 0.7500 | 0.6952 |
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| 3 | 0.5212 | 0.8939 | 0.8825 |
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| 4 | 0.3214 | 0.9773 | 0.9767 |
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| 5 | 0.1612 | 1.0000 | 1.0000 |
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| 6 | 0.0883 | 1.0000 | 1.0000 |
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| 7 | 0.0592 | 1.0000 | 1.0000 |
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| 8 | 0.0418 | 1.0000 | 1.0000 |
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| 9 | 0.0321 | 1.0000 | 1.0000 |
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