gradient_boosting/README.md

---
license: mit
tags:
- pectin
- chemical-engineering
- machine-learning
- regression
---

# Gradient Boosting - Pectin Production Model

Gradient Boosting model - best performance for multi-target regression

## Usage

```python
from huggingface_hub import hf_hub_download
import joblib

model_path = hf_hub_download(
    repo_id="arabovs-ai-lab/PectinProductionModels",
    filename="gradient_boosting/model.pkl",
    repo_type="model"
)

model = joblib.load(model_path)
```

## Model Details

- **Type**: Gradient Boosting
- **Training Data**: 1000 experimental records
- **Features**: 6
- **Targets**: 4