README.md

---
license: mit
language:
- en
metrics:
- accuracy
library_name: transformers
pipeline_tag: text-classification
tags:
- agriculture
---

# Agri-flow Classification Model

This model classifies grievances into five distinct buckets:

- **Label 0**: agricultural_scheme
- **Label 1**: agriculture
- **Label 2**: pest
- **Label 3**: seed


## Description of the Buckets

1. **agricultural_scheme**: 
   The farmer query is about schemes in Odisha

2. **agriculture**: 
   General agri queries

3. **pest**: 
   The farmer query is about pests
   
5. **seed**:
   The farmer query is about seed varieties


## Training Metrics

The following training metrics were observed over 15 epochs:

| Epoch | Loss    | Accuracy | F1 Score |
|-------|---------|----------|----------|
| 1     | 1.0574  | 0.4242   | 0.4202   |
| 2     | 0.7780  | 0.7500   | 0.6952   |
| 3     | 0.5212  | 0.8939   | 0.8825   |
| 4     | 0.3214  | 0.9773   | 0.9767   |
| 5     | 0.1612  | 1.0000   | 1.0000   |
| 6     | 0.0883  | 1.0000   | 1.0000   |
| 7     | 0.0592  | 1.0000   | 1.0000   |
| 8     | 0.0418  | 1.0000   | 1.0000   |
| 9     | 0.0321  | 1.0000   | 1.0000   |