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Classification Helper
ASecurityQuick classifier training with automatic model selection, hyperparameter tuning, and comprehensive evaluation metrics.
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- Added February 7, 2026
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[](https://www.skillsdirectory.com/skills/dkyazzentwatwa-classification-helper)---
name: classification-helper
description: Quick classifier training with automatic model selection, hyperparameter tuning, and comprehensive evaluation metrics.
---
# Classification Helper
Train and evaluate classification models with automatic model selection.
## Features
- **Auto Model Selection**: Compare multiple classifiers
- **Hyperparameter Tuning**: Grid/random search
- **Evaluation Metrics**: Accuracy, precision, recall, F1, ROC-AUC
- **Cross-Validation**: K-fold validation
- **Confusion Matrix**: Detailed error analysis
- **Feature Importance**: Top predictive features
- **Model Export**: Save trained models
## CLI Usage
```bash
python classification_helper.py --data train.csv --target class --test test.csv --output model.pkl
```
## Dependencies
- scikit-learn>=1.3.0
- pandas>=2.0.0
- numpy>=1.24.0
- matplotlib>=3.7.0
- seaborn>=0.12.0
Files in this skill
- SKILL.md
- scripts/classification_helper.py
- scripts/requirements.txt
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