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- .gitattributes +52 -0
- README.md +0 -22
- artifacts/data_validation/status.txt +1 -0
- artifacts/feature_engineering/preprocessor.pkl +0 -0
- artifacts/logs/predictions/.gitkeep +0 -0
- artifacts/logs/training/.gitkeep +0 -0
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- artifacts/model_trainer/model/models/LightGBMXT_BAG_L1/S1F2/model.pkl +3 -0
.gitattributes
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@@ -50,3 +50,55 @@ models/production/model/models/XGBoost_BAG_L2/S1F3/xgb.ubj filter=lfs diff=lfs m
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models/production/model/models/XGBoost_BAG_L2/S1F4/xgb.ubj filter=lfs diff=lfs merge=lfs -text
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models/production/model/models/XGBoost_BAG_L2/S1F4/xgb.ubj filter=lfs diff=lfs merge=lfs -text
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models/production/model/models/XGBoost_BAG_L2/S1F5/xgb.ubj filter=lfs diff=lfs merge=lfs -text
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models/production/model/models/XGBoost_BAG_L2/utils/oof.pkl filter=lfs diff=lfs merge=lfs -text
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artifacts/model_trainer/model/models/CatBoost_BAG_L1/S1F1/model.pkl filter=lfs diff=lfs merge=lfs -text
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artifacts/model_trainer/model/models/CatBoost_BAG_L1/S1F3/model.pkl filter=lfs diff=lfs merge=lfs -text
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artifacts/model_trainer/model/models/CatBoost_BAG_L1/S1F4/model.pkl filter=lfs diff=lfs merge=lfs -text
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artifacts/model_trainer/model/models/CatBoost_BAG_L1/S1F5/model.pkl filter=lfs diff=lfs merge=lfs -text
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artifacts/model_trainer/model/models/XGBoost_BAG_L1/S1F5/xgb.ubj filter=lfs diff=lfs merge=lfs -text
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README.md
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└── requirements.txt # Python dependencies
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```
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## 🤝 Contributing
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Contributions welcome! Please open an issue or submit a PR.
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## 📄 License
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MIT License - see [LICENSE](LICENSE) file
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## 🔗 Links
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- **GitHub**: https://github.com/Abeshith/AutoML-MLOps-PipeLine
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- **HuggingFace Space**: https://huggingface.co/spaces/Abeshith/AutoML_MLOps_PipeLine
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- **MLflow Tracking**: https://dagshub.com/abheshith7/AutoML-MLOps-PipeLine.mlflow
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## 👤 Author
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**Abeshith**
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- GitHub: [@Abeshith](https://github.com/Abeshith)
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- HuggingFace: [@Abeshith](https://huggingface.co/Abeshith)
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---
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⭐ Star this repo if you find it helpful!
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└── requirements.txt # Python dependencies
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```
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⭐ Star this repo if you find it helpful!
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artifacts/data_validation/status.txt
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Validation passed
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artifacts/feature_engineering/preprocessor.pkl
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artifacts/logs/predictions/.gitkeep
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artifacts/model_evaluation/metrics.json
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{
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"test_accuracy": 0.8868015873015873,
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"test_f1_score": 0.8867795300321413,
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"test_precision": 0.8867633828292247,
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"test_recall": 0.8868015873015873,
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"test_roc_auc": 0.9548228787393194
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}
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artifacts/model_pusher/push_metadata.json
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{
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"pushed_at": "2026-02-12T09:40:51.954055",
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"source_path": "artifacts\\model_trainer\\model",
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"destination_path": "models\\production\\model",
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"status": "success"
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}
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{
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"importance": {
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"Thallium": 0.047560000000000005,
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"Number of vessels fluro": 0.017279999999999962,
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"Exercise angina": 0.011239999999999962,
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artifacts/model_trainer/leaderboard.csv
ADDED
|
@@ -0,0 +1,13 @@
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|
| 1 |
+
model,score_val,eval_metric,pred_time_val,fit_time,pred_time_val_marginal,fit_time_marginal,stack_level,can_infer,fit_order
|
| 2 |
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WeightedEnsemble_L3,0.8884166666666666,accuracy,6.368147373199463,185.18996047973633,0.0362851619720459,13.78397822380066,3,True,12
|
| 3 |
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XGBoost_BAG_L2,0.8883333333333333,accuracy,4.772806644439697,117.99682998657227,0.7316691875457764,19.488352060317993,2,True,10
|
| 4 |
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LightGBM_BAG_L2,0.8882916666666667,accuracy,4.236595630645752,108.94257974624634,0.19545817375183105,10.434101819992065,2,True,8
|
| 5 |
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LightGBMLarge_BAG_L2,0.8882896825396825,accuracy,4.524163246154785,121.30039930343628,0.48302578926086426,22.791921377182007,2,True,11
|
| 6 |
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LightGBMXT_BAG_L2,0.8881607142857143,accuracy,4.921709060668945,118.6916069984436,0.8805716037750244,20.18312907218933,2,True,7
|
| 7 |
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WeightedEnsemble_L2,0.888140873015873,accuracy,3.4903199672698975,91.3477520942688,0.029932737350463867,4.999566316604614,2,True,6
|
| 8 |
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CatBoost_BAG_L2,0.8880694444444445,accuracy,4.092148065567017,129.36256766319275,0.0510106086730957,30.854089736938477,2,True,9
|
| 9 |
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CatBoost_BAG_L1,0.8711408730158731,accuracy,0.05260515213012695,2.6617836952209473,0.05260515213012695,2.6617836952209473,1,True,3
|
| 10 |
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XGBoost_BAG_L1,0.8563115079365079,accuracy,1.0044958591461182,38.38530468940735,1.0044958591461182,38.38530468940735,1,True,4
|
| 11 |
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LightGBM_BAG_L1,0.8209186507936508,accuracy,1.5950639247894287,26.91775679588318,1.5950639247894287,26.91775679588318,1,True,2
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| 12 |
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LightGBMXT_BAG_L1,0.6850019841269841,accuracy,0.5807502269744873,12.160292148590088,0.5807502269744873,12.160292148590088,1,True,1
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| 13 |
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LightGBMLarge_BAG_L1,0.6837380952380953,accuracy,0.8082222938537598,18.38334059715271,0.8082222938537598,18.38334059715271,1,True,5
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artifacts/model_trainer/model/learner.pkl
ADDED
|
Binary file (8.26 kB). View file
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|
artifacts/model_trainer/model/metadata.json
ADDED
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@@ -0,0 +1,279 @@
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|
| 1 |
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{
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