├── License - MIT.txt ├── Physics Informed ML Models ├── Carbon_Alloys │ ├── Bending_PI │ │ ├── BNN_MCMC_bending_PI.ipynb │ │ ├── BNN_VarInf_bending_PI.ipynb │ │ ├── DeepEnsemble_bending_PI.ipynb │ │ ├── GPR_bending_PI.ipynb │ │ ├── MCDropout_bending_PI.ipynb │ │ ├── NGB_bending_PI.ipynb │ │ ├── NN_bending_PI.ipynb │ │ └── QR_bending_PI.ipynb │ ├── Torsion_PI │ │ ├── BNN_MCMC_torsion_PI.ipynb │ │ ├── BNN_VI_torsion_PI.ipynb │ │ ├── DeepEnsemble_torsion_PI.ipynb │ │ ├── GPR_torsion_PI.ipynb │ │ ├── MCDropout_torsion_PI.ipynb │ │ ├── NGB_torsion_PI.ipynb │ │ ├── NN_torsion_PI.ipynb │ │ └── QR_torsion_PI.ipynb │ └── Uniaxial_PI │ │ ├── BNN_VarInf_uniaxial_PI.ipynb │ │ ├── DeepEnsemble_uniaxial_PI.ipynb │ │ ├── GPR_uniaxial_PI.ipynb │ │ ├── MCDropout_uniaxial_PI.ipynb │ │ ├── NGB_uniaxial_PI.ipynb │ │ ├── NN_uniaxial_PI.ipynb │ │ └── QR_uniaxial_PI.ipynb └── Titanium_Alloys │ ├── Code_PI │ ├── BNN_MCMC_TI_PI.ipynb │ ├── BNN_VarInf_TI_PI.ipynb │ ├── DeepEnsemble_TI_PI.ipynb │ ├── GPR_TI_PI.ipynb │ ├── MCDropout_TI_PI.ipynb │ ├── NGB_TI_PI.ipynb │ ├── NN_TI_PI.ipynb │ └── QR_TI_modified_PI.ipynb │ └── Data_PI │ └── Titanium_Alloy_PI.csv ├── ReadMe.md └── Uncertainty Quantification ML Models ├── Carbon_Steel_Alloys ├── Bending_Test │ ├── BNN_MCMC_UC.ipynb │ ├── BNN_VarInf_UC.ipynb │ ├── DeepEnsemble_UC.ipynb │ ├── GPR_UC.ipynb │ ├── MCDropout_UC.ipynb │ ├── NGB_UC.ipynb │ ├── NN_UC.ipynb │ └── QR_UC.ipynb ├── Torsion_Test │ ├── BNN_MCMC_UC.ipynb │ ├── BNN_VarInf_UC.ipynb │ ├── DeepEnsemble_UC.ipynb │ ├── GPR_UC.ipynb │ ├── MCDropout_UC.ipynb │ ├── NGB_UC.ipynb │ ├── NN_UC.ipynb │ └── QR_UC.ipynb └── Uniaxial_Test │ ├── BNN_MCMC_UC.ipynb │ ├── BNN_VarInf_UC.ipynb │ ├── DeepEnsemble_UC.ipynb │ ├── GPR_UC.ipynb │ ├── MCDropout_UC.ipynb │ ├── NGB_UC.ipynb │ ├── NN_UC.ipynb │ └── QR_UC.ipynb └── Titanium _Alloys ├── Codes ├── BNN_MCMC_TI_UC.ipynb ├── BNN_VarInf_TI_UC.ipynb ├── DeepEnsemble_TI_UC.ipynb ├── GPR_TI_UC.ipynb ├── MCDropout_TI_UC.ipynb ├── NGB_TI_UC.ipynb 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