PINN workshop notebook

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Andrzej Dulny
2025-04-07 11:08:24 +02:00
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secondary-color: "#d7eaff"
id: 5
external_speaker_idx: 6
description: |
Lecture: Solving Differential Equations with Neural Networks <br><br>
This session provides a comprehensive introduction to differential equations and explores
how neural networks, particularly Physics-Informed Neural Networks (PINNs),
can be used as a powerful tool for solving them.
Designed for both beginners and those with some prior exposure to machine
learning or differential equations, the lecture combines theory with hands-on
practice using modern tools. <br><br>
Access the materials on <a href="https://github.com/CeciliaCoelho/PINNsTutorialMAGNET4Cardiac7T">GitHub</a>
- title: "Lunch Break"
start_time: "12:30"
end_time: "14:00"
@@ -90,6 +101,19 @@ days:
secondary-color: "#fff3ce"
external_speaker_idx: 6
id: 7
description: |
Tutorial: Solving Differential Equations with Neural Networks <br><br>
This session provides a practical introduction to differential equations and explores
how neural networks, particularly Physics-Informed Neural Networks (PINNs),
can be used as a powerful tool for solving them.
Designed for both beginners and those with some prior exposure to machine
learning or differential equations, the lecture combines theory with hands-on
practice using modern tools. <br><br>
Access the materials on <a href="https://github.com/CeciliaCoelho/PINNsTutorialMAGNET4Cardiac7T">GitHub</a><br><br>
<p>Exercise Sheet:</p>
Get the exercise sheet <a href="https://github.com/CeciliaCoelho/PINNsTutorialMAGNET4Cardiac7T/blob/main/resources/PINNs_tutorial_MAGNET4Cardiac7T.pdf">here</a>
- title: "Coffee Break"
start_time: "16:00"
end_time: "16:30"