Shuai Guo, PhD – Medium

Shuai Guo, PhD

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Physics-Informed Neural Networks: An Application-Centric Guide

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

Feb 9, 2024

Physics-Informed Neural Networks: An Application-Centric Guide

Feb 9, 2024

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Unraveling the Design Pattern of Physics-Informed Neural Networks: Series 01

Optimizing the residual point distribution to boost PINN training efficiency and accuracy

May 15, 2023

Design pattern of physics-informed neural network

May 15, 2023

The lastest development in physics-informed learning

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Operator Learning via Physics-Informed DeepONet: Let’s Implement It From Scratch

A deep dive into the DeepONets, physics-informed neural networks, and physics-informed DeepONets

Jul 7, 2023

Operator Learning via Physics-Informed DeepONet: Let’s Implement It From Scratch

Jul 7, 2023

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Uncertainty Quantification Explained

A practice for making reliable model-based predictions

Jul 20, 2020

Uncertainty Quantification Explained

Jul 20, 2020

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The Reality of Physics-Informed Neural Networks: Challenges, Alternatives, and Promising Use Cases

Why PINNs aren’t always the answer and when they truly shine

5d ago

The Reality of Physics-Informed Neural Networks: Challenges, Alternatives, and Promising Use Cases

5d ago

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Multi-Agent System Powered by Large Language Models: An Innovation Guide

What is it, how to innovate with it, and what hidden pitfalls to avoid

Feb 13

Multi-Agent System Powered by Large Language Models: An Innovation Guide

Feb 13

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Supercharging Physics-Informed Neural Networks Development with DeepSeek-R1

Leveraging reasoning LLMs as a problem-solving partner for PINN development.

Feb 6

Supercharging Physics-Informed Neural Networks Development with DeepSeek-R1

Feb 6

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Modeling Dynamical Systems With Neural ODE: A Hands-on Guide

Concepts, case studies, step-by-step implementations

Jan 12, 2024

Modeling Dynamical Systems With Neural ODE: A Hands-on Guide

Jan 12, 2024

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Building An Expert GPT in Physics-Informed Neural Networks, with GPTs

A customized copilot for streamlining PINN research and development

Nov 18, 2023

Building An Expert GPT in Physics-Informed Neural Networks, with GPTs

Nov 18, 2023

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When AutoML Meets Large Language Model

Leveraging the power of LLMs to guide hyperparameter searches

Oct 5, 2023

When AutoML Meets Large Language Model

Oct 5, 2023

Shuai Guo, PhD

Shuai Guo, PhD

Industrial AI research scientist, passionate about innovative solutions that enhance efficiency, intelligence, and security in complex systems.

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