Instructions to use saranka85/predictive-maintenance-random-forest with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Scikit-learn
How to use saranka85/predictive-maintenance-random-forest with Scikit-learn:
from huggingface_hub import hf_hub_download import joblib model = joblib.load( hf_hub_download("saranka85/predictive-maintenance-random-forest", "sklearn_model.joblib") ) # only load pickle files from sources you trust # read more about it here https://skops.readthedocs.io/en/stable/persistence.html - Notebooks
- Google Colab
- Kaggle
Publish portable CSV and JSON experiment tracking evidence
Browse files- README.md +1 -1
- experiment_summary.json +5 -3
- mlflow_runs.csv +34 -34
README.md
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- `confusion_matrix.png`: held-out test confusion matrix
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- `experiment_summary.json`: experiment configuration and best-result summary
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## Usage
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- `confusion_matrix.png`: held-out test confusion matrix
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- `experiment_summary.json`: experiment configuration and best-result summary
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Reviewers do not need the local MLflow database; all run parameters, metrics, tags, statuses, and timestamps are provided in portable CSV and JSON files.
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## Usage
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experiment_summary.json
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{
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"experiment_name": "predictive-maintenance-random-forest",
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"mlflow_parent_run_id": "27ff9f64af684cb6a7abc757d9afe136",
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"tracking_backend": "MLflow with local SQLite",
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"exported_run_count": 33,
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"parameter_combinations": 32,
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"cross_validation_folds": 5,
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"test_recall": 0.8363784003248071,
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"test_f1": 0.7584683357879234,
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"test_roc_auc": 0.6889620117348952
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}
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{
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"experiment_name": "predictive-maintenance-random-forest",
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"mlflow_parent_run_id": "27ff9f64af684cb6a7abc757d9afe136",
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"exported_run_count": 33,
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"parameter_combinations": 32,
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"cross_validation_folds": 5,
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"test_recall": 0.8363784003248071,
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"test_f1": 0.7584683357879234,
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"test_roc_auc": 0.6889620117348952
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},
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"tracking_system": "MLflow",
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"reviewer_tracking_format": "CSV and JSON",
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"reviewer_requires_database": false
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}
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mlflow_runs.csv
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