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LPA Online Seminars

Peter Battaglia, [Oxford ALP Seminar] Physical inductive biases for learning simulation and scientific discovery

Name: Peter Battaglia, [Oxford ALP Seminar] Physical inductive biases for learning simulation and scientific discovery
Start: 2021-11-08T11:30:00+00:00
End: 2021-11-08T13:00:00+00:00
Location: No location set

Montag 08.11.2021, 11:30 → 13:00 Europe/London

Beschreibung

The Oxford Atomic and Laser Physics seminar series welcomes Dr Peter Battaglia (Research Scientist at Deep Mind).

This talk will explore both how our knowledge of physics can improve our machine learning approaches, and how our machine learning tools can be used to improve our knowledge of physics. I'll describe work my collaborators and I have done using particle- and mesh-based approaches for learning simulation, how we leverage inductive biases about ODEs, Hamiltonian and Lagrangian mechanics in learned simulators, and how we can use neural networks with symbolic regression to discover physical governing equations from simulated and real data.

https://deepmind.com/

Passcode: 878908

Wähle Zeitzone

Peter Battaglia, [Oxford ALP Seminar] Physical inductive biases for learning simulation and scientific discovery