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Advanced Scientific Machine Learning

Modern Machine Learning Software
Uncertainty Propagation through Scientific Models
High-dimensional Uncertainty Propagation
- Functional Inputs to Scientific Models
- Operator Learning
Inverse Problems in Deterministic Scientific Models
Physics-informed Neural Networks (PINNs)
Inverse Problems in Stochastic Scientific Models
Homework Problems

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Inverse Problems in Stochastic Scientific Models

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Objective

Inverse Problems in Stochastic Scientific Models#

Objective#

Formulate and solve inverse problems involving stochastic scientific models.

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Example - Bayesian PINNs

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Stochastic Differential Equations

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By Ilias Bilionis

© Copyright Copyright © 2023 Ilias Bilionis/Purdue University.