Physics-Informed Neural Networks: An Application-Centric Guide

A comprehensive overview of PINN’s real-world success stories

Shuai Guo
Towards Data Science
36 min readFeb 9, 2024

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When it comes to applying machine learning to physical system modeling, it is more and more common to see practitioners moving away from a pure data-driven strategy, and starting to embrace a hybrid mindset, where rich prior physical knowledge (e.g…

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Data scientist, specialized in statistical modeling and uncertainty analysis for reliable system design.