Physics-Informed Neural Networks with MATLAB - Conor Daly | Deep Dive Session 5 @JousefM
Physics-Informed Neural Networks with MATLAB - Conor Daly | Deep Dive Session 5  @JousefM
Uploaded August 2024 | Updated September 2026, 1 week ago
🌎 GitHub Repository: github.com/matlab-deep-learning/physics-informed-neural-networks-with-matlab-live-coding-session

Relevant Material:
🌎 mathworks.com/help/deeplearning/ug/solve-odes-using-a-neural-network.html
🌎 mathworks.com/help/deeplearning/ug/solve-partial-differential-equations-with-lbfgs-method-and-deep-learning.html
🌎 mathworks.com/help/pde/ug/solve-poisson-equation-on-unit-disk-using-pinn.html
🌎 github.com/matlab-deep-learning/Inverse-Problems-using-Physics-Informed-Neural-Networks-PINNs

πŸ‘‰ Connect with Conor Daly: linkedin.com/in/conor-daly-4128b6a4

πŸ’» A brief introduction to building and training physics-informed neural networks in MATLAB. Physics-informed neural networks (PINNs) offer a new and versatile approach for solving scientific problems by combining deep learning with known physical laws. Such networks can simulate physical systems, invert for their underlying parameters, and even discover underlying physical laws.

In this introductory workshop and live coding session, we will cover the basic definition of a PINN, its pros and cons compared to traditional scientific techniques, and some of the state-of-the-art research in the field.

Learn how to define and train physics-informed neural networks in MATLAB, including:

πŸ‘‰ How to define loss functions including differential equations
πŸ‘‰ How to combine equation losses, boundary and initial conditions and supervised losses
πŸ‘‰ How to write neural network training loops in MATLAB
πŸ‘‰ How to define neural network architectures

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#pinns
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Jousef Murad | Deep Dive |

Physics-Informed Neural Networks with MATLAB - Conor Daly | Deep Dive Session 5

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