Physics-Based Deep Learning (Online Book)

License: CC BY-NC-SA 4.0 · Updated 2026-02-16

This open book by Nils Thuerey, Philipp Holl and colleagues organizes the field into a clear progression: supervised baselines, physical losses, differentiable solvers, and learned turbulence closures.

Who it is for: Engineers and researchers moving from classical simulation into physics-AI; each chapter ships with executable notebooks.

Tags: TextbookDifferentiable PhysicsPINNNeural OperatorBeginner to Advanced
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