Class | Topic | Reading | Action Items |
08/21/2023 | Introduction to Uncertainty Quantification | materials | |
08/23/2023 | Validation & Verfication | materials | |
08/28/2023 | Intro to Probability Theory (1) | materials | |
08/30/2023 | Intro to Probability Theory (2) | materials | |
09/04/2023 | Intro to Probability Theory (3) | materials | |
09/11/2023 | Intro to Probability Theory (4) | materials | |
09/13/2023 | Sensitivity Analysis (1): Intro | materials | |
09/18/2023 | Sensitivity Analysis (2): Local Sensitivity | materials | |
09/20/2023 | Sensitivity Analysis (3): Numerical Differentiation | materials | |
09/20/2023 | Sensitivity Analysis (4): Adjoint State Method | materials | |
10/02/2023 | Sensitivity Analysis (5): Global Sensitivity Analysis | materials | |
10/09/2023 | Sensitivity Analysis (6): Variance-based Method | materials | |
10/11/2023 | Monte Carlo Approach (1): Intro | materials | |
10/16/2023 | Monte Carlo Approach (2): Uncertainty | materials | |
10/18/2023 | Monte Carlo Approach (3): Important Sampling | materials | |
10/23/2023 | Monte Carlo Approach (4): Latin Hypercube Sampling | | |
10/25/2023 | Forward UQ (1): Introduction | | |
10/30/2023 | Forward UQ (2): Perturbation Method | | |
11/01/2023 | Forward UQ (3): Laplace Approximation | | |
11/06/2023 | Forward UQ (4): Polynomial Chaos (1) | | |
11/08/2023 | Forward UQ (5): Polynomial Chaos (2) | | |
11/13/2023 | Forward UQ (6): Polynomial Chaos (3) | | |
11/15/2023 | Gaussian Process (1) | | |
11/20/2023 | Gaussian Process (2) | | |
11/22/2023 | Gaussian Process (3) | | |
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