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Scientific ML Workshop: Physics-Informed Neural Networks and Neural Operators

Od 25 listopada 2023 do 9 grudnia 2023
Faculty of Physics, Ludwika Pasteura 5, 02-093 Warszawa, University of Warsaw
Europe/Warsaw strefa czasowa

Grzegorz Gruszczynski

Lista wkładów

Wyświetlono 2 spośród 2
  1. 1. Day 2 (main session)
    2.12.2023, 10:00

    10:00 - 10:45 Short lecture (Grzegorz Gruszczyński):
    - Introduction to Physics-Informed Neural Networks (PINNs)
    - The physics-informed loss function

    10:45-11:00 break

    11:00-11:45 Hands-on exercises (Grzegorz Gruszczyński):
    - Training a PINN to solve a simple ODE (mass-spring-damper)

    11:45-12:45 lunch break

    12:45-15:00 Hands-on exercise (Marek Bukowicki):
    - Training a PINN for...

    Go to contribution page
  2. 2. Day 3 (main session)
    9.12.2023, 10:00

    10:00-10:45 Short Lecture (Grzegorz Gruszczyński)
    - Introduction to the concept of Neural Operators
    - Architectures: DeepONet, Fourier Neural Operator, ViTO (Vision Transformer Operator)

    10:45-11:00 break

    11:00-11:45 Hands-on exercises (Szymon Nowakowski):
    - Training a Fourier Neural Operator to learn a function-to-function mapping

    11:45-12:45 lunch break

    12:45-13:30 Hands-on...

    Go to contribution page

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