PinnedShuai GuoinTowards Data SciencePhysics-Informed Neural Networks: An Application-Centric GuideA comprehensive overview of PINN’s real-world success stories·36 min read·Feb 9, 2024--6--6
PinnedShuai GuoinTowards Data ScienceUnraveling the Design Pattern of Physics-Informed Neural Networks: Series 01Optimizing the residual point distribution to boost PINN training efficiency and accuracy·9 min read·May 15, 2023--3--3
PinnedShuai GuoinTowards Data ScienceOperator Learning via Physics-Informed DeepONet: Let’s Implement It From ScratchA deep dive into the DeepONets, physics-informed neural networks, and physics-informed DeepONets·23 min read·Jul 7, 2023--3--3
PinnedShuai GuoinTowards Data ScienceUncertainty Quantification ExplainedA practice for making reliable model-based predictions·12 min read·Jul 20, 2020--2--2
Shuai GuoinTowards Data ScienceModeling Dynamical Systems With Neural ODE: A Hands-on GuideConcepts, case studies, step-by-step implementations·22 min read·Jan 12, 2024--1--1
Shuai GuoinTowards Data ScienceBuilding An Expert GPT in Physics-Informed Neural Networks, with GPTsA customized copilot for streamlining PINN research and development·14 min read·Nov 18, 2023--2--2
Shuai GuoinTowards Data ScienceWhen AutoML Meets Large Language ModelLeveraging the power of LLMs to guide hyperparameter searches·23 min read·Oct 5, 2023--4--4
Shuai GuoinTowards Data ScienceTraining Soft Skills in Data Science with Real-Life Simulations: A Role-Playing Dual-Chatbot…A complete LLM project walk-through with code implementation·22 min read·Sep 4, 2023--2--2
Shuai GuoinTowards Data ScienceDeveloping an Autonomous Dual-Chatbot System for Research Paper DigestingA project walk-through for the concept, implementation, and demonstration·28 min read·Aug 14, 2023--6--6
Shuai GuoinTowards Data ScienceDiscovering Differential Equations with Physics-Informed Neural Networks and Symbolic RegressionA case study with step-by-step code implementation·25 min read·Jul 28, 2023--5--5
