kamal3501/gemma-4-agriculture-qa
Gemma 4 Agriculture Assistant
A domain-specific instruction-tuned version of Google Gemma 4 E4B Instruct, fine-tuned using QLoRA for agriculture, livestock, veterinary, and dairy farming question answering.
Model Details
Model Description
This model is built on google/gemma-4-E4B-it and fine-tuned for agricultural question answering using supervised instruction tuning.
It is designed to assist with:
- 🌾 Crop management
- 🐄 Livestock health
- 💉 Animal vaccination
- 🌱 Soil health
- 💧 Irrigation
- 🐃 Dairy farming
- 🐐 Goat & sheep farming
- 🦆 Poultry management
- 🌿 Pest and disease management
Developed by
Kamal Jaiswal
Model Type
Instruction-tuned Causal Language Model
Base Model
google/gemma-4-E4B-it
Fine-tuned From
google/gemma-4-E4B-it
Languages
- English
License
Gemma License
Training Details
Fine-tuning Method
- QLoRA
- LoRA Adapters
- 4-bit Quantization
- Supervised Fine-Tuning (SFT)
Training Metrics
Evaluation
The model was evaluated on a held-out validation dataset after one epoch of supervised fine-tuning.
Evaluation Metrics
Results
The model successfully learned domain-specific agricultural knowledge while maintaining stable validation performance.
Key observations:
- Validation Loss: 0.9112
- Perplexity: 2.49, indicating the model predicts validation tokens with relatively high confidence.
- Mean Token Accuracy: 79.73%, showing strong token-level prediction performance.
- The model completed one epoch of QLoRA fine-tuning without signs of instability.
Training Summary
Notes
These metrics represent an initial proof-of-concept fine-tuning run. Future versions of the model will be evaluated on domain-specific agriculture and livestock question-answering benchmarks, multilingual datasets (English and Hindi), and expert human evaluations.
Intended Uses
This model is suitable for:
- Agriculture assistants
- Livestock advisory
- Veterinary Q&A
- Dairy farming support
- Educational applications
- AI-powered agricultural chatbots
Future Roadmap
- ✅ Agriculture instruction tuning
- 🔄 Hindi fine-tuning
- 🔄 Hinglish support
- 🔄 Multilingual agriculture assistant
- 🔄 Image-based crop disease diagnosis
- 🔄 Livestock image analysis
- 🔄 RAG with government agriculture and veterinary knowledge