Posts by Shuai Guo

[ad_1] A comprehensive overview of PINN’s real-world success storiesImage generated by DALL-E.When it comes to applying machine learning to physical system modeling, it is more and more common to see…

[ad_1] A complete LLM project walk-through with code implementationPhoto by Headway on UnsplashWhen I was learning data science and machine learning at university, the curriculum was geared heavily towards algorithms…

[ad_1] 2.1 Problem 🎯In the application of Physics-Informed Neural Networks (PINNs), it comes as no surprise that the neural network hyperparameters, such as network depth, width, the choice of activation…

[ad_1] 2.1 ProblemPhysics-Informed Neural Networks (PINNs) offer a distinct advantage over conventional neural networks by explicitly integrating known governing ordinary or partial differential equations (ODEs/PDEs) of physical processes. The enforcement…