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feat: upload v1 model artifacts

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  1. .gitattributes +3 -0
  2. artifacts/v1/models/classical/elasticnet.joblib +3 -0
  3. artifacts/v1/models/classical/knn_k10.joblib +3 -0
  4. artifacts/v1/models/classical/knn_k20.joblib +3 -0
  5. artifacts/v1/models/classical/knn_k5.joblib +3 -0
  6. artifacts/v1/models/classical/lasso.joblib +3 -0
  7. artifacts/v1/models/classical/lightgbm.joblib +3 -0
  8. artifacts/v1/models/classical/lightgbm_best_params.joblib +3 -0
  9. artifacts/v1/models/classical/random_forest.joblib +3 -0
  10. artifacts/v1/models/classical/rf_classifier.joblib +3 -0
  11. artifacts/v1/models/classical/ridge.joblib +3 -0
  12. artifacts/v1/models/classical/svr.joblib +3 -0
  13. artifacts/v1/models/classical/xgb_classifier.joblib +3 -0
  14. artifacts/v1/models/classical/xgboost.joblib +3 -0
  15. artifacts/v1/models/classical/xgboost_best_params.joblib +3 -0
  16. artifacts/v1/models/deep/attention_lstm.pt +3 -0
  17. artifacts/v1/models/deep/batterygpt.pt +3 -0
  18. artifacts/v1/models/deep/bidirectional_lstm.pt +3 -0
  19. artifacts/v1/models/deep/dynamic_graph_itransformer.keras +3 -0
  20. artifacts/v1/models/deep/gru.pt +3 -0
  21. artifacts/v1/models/deep/itransformer.keras +3 -0
  22. artifacts/v1/models/deep/physics_itransformer.keras +3 -0
  23. artifacts/v1/models/deep/tft.pt +3 -0
  24. artifacts/v1/models/deep/vae_lstm.pt +3 -0
  25. artifacts/v1/models/deep/vanilla_lstm.pt +3 -0
  26. artifacts/v1/results/classical_rul_results.csv +4 -0
  27. artifacts/v1/results/classical_soh_results.csv +11 -0
  28. artifacts/v1/results/dg_itransformer_results.json +9 -0
  29. artifacts/v1/results/ensemble_results.csv +9 -0
  30. artifacts/v1/results/final_rankings.csv +23 -0
  31. artifacts/v1/results/lstm_soh_results.csv +5 -0
  32. artifacts/v1/results/transformer_soh_results.csv +5 -0
  33. artifacts/v1/results/unified_results.csv +23 -0
  34. artifacts/v1/results/vae_lstm_results.json +8 -0
  35. artifacts/v1/scalers/features_minmax.joblib +3 -0
  36. artifacts/v1/scalers/features_standard.joblib +3 -0
  37. artifacts/v1/scalers/linear_scaler.joblib +3 -0
  38. artifacts/v1/scalers/sequence_scaler.joblib +3 -0
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+ Ridge,15.860549029501184,464.1921925903698,21.545119925179574,0.5185866716299998,145.65718178268125,0.0504854368932038,,
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+ iTransformer,14.544141949115827,275.09890344946007,16.58610573490535,0.2540321967199925,73.33406651321724,,0.0172413793103448,
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+ Physics iTransformer,16.41156271618159,379.65023683665015,19.48461538847124,-0.0294728537142276,97.60205959509742,,0.0,
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