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---

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