Shuai Guo (@ShuaiGuo16)
github

ShuaiGuo16

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Top repositories

1

Surrogate_Optimization

A step-by-step guide for surrogate optimization using Gaussian Process surrogate model
Jupyter Notebook
29
star
2

Gaussian-Process

Implementing a Gaussian Process regression model from scratch
Jupyter Notebook
22
star
3

PI-DeepONet

Implementing a physics-informed DeepONet from scratch
Jupyter Notebook
21
star
4

language_learning_app

A dual-chatbot system for learning languages based on LangChain
Python
15
star
5

Data-driven-High-dimensional-UQ-Analysis

Project source code and data for uncertainty quantification on combustion instability prediction using a machine-learning-enhanced strategy
MATLAB
9
star
6

research_paper_digesting_with_dual_chatbot

Using role-playing dual-chatbot system to digest scientifc research papers
Jupyter Notebook
9
star
7

Forward_UQ

A step-by-step tutorial to perform forward uncertainty quantification analysis using Monte Carlo method
Jupyter Notebook
8
star
8

PINN_symbolic_regression

Discovering Differential Equations with Physics-Informed Neural Networks and Symbolic Regression
Jupyter Notebook
7
star
9

Gaussian-Process-Package

A Gaussian Process package to train and exploit Gaussian Process models
Jupyter Notebook
7
star
10

LLM-guided-AutoML

LLM-guided hyperparameter tuning
Jupyter Notebook
7
star
11

Multi-Fidelity-ML

Project source code and data for multi-fidelity machine learning strategy for flame model identification
MATLAB
6
star
12

data_science_soft_skills_simulation

Training soft skills in data science with role-playing dual-chatbot simulations
Jupyter Notebook
4
star
13

neuralODE

Implementing the Neural ODE approach for system identification and parameter estimation.
Jupyter Notebook
4
star
14

Hypothetical_Outcome_Plots

A collection of notebooks to illustrates the hypothetical outcome plots for uncertainty visualization.
Jupyter Notebook
3
star
15

Active_Learning

A walk through of applying an active learning strategy to efficiently train a Gaussian Process model.
Jupyter Notebook
2
star
16

AutoML_LLM_Agent

HTML
1
star
17

General-Risk-Analysis-Framework

Project source code and data for ML-enhanced risk analysis framework for combustion instability prediction
MATLAB
1
star
18

Matplotllib_Animation_Tutorial

A hands-on tutorial of making animations using Matplotlib and Celluloid.
Jupyter Notebook
1
star
19

Explainable-UQ-Analysis

Project source code and data for explainable machine-learning-based dimensionality reduction for fast uncertainty quantification.
MATLAB
1
star