Henry S Yuchi

Henry S Yuchi

PhD Student in Machine Learning

Georigia Institute of Technology

About Me

Henry Shaowu Yuchi is a PhD student in Machine Learning at H. Milton Stewart School of Industrial & Systems Engineering of Georgia Institute of Technology. His research interests are computer experiments and engineering statistics, including design of experiment, multi-fidelity modeling, and spatio-temporal point process.

Download my CV.

Interests
  • Statistics
  • Data Science
Education

  • PhD in Machine Learning, 2023 (Expected)

    Georgia Institute of Technology

  • MEng in Information Engineering, 2018

    University of Cambridge

  • BA in Engineering, 2018

    University of Cambridge

Updates

03/29/2023 PhD Thesis Defense Passed
I am glad to announce that my PhD Thesis defense on New Gaussian Process Modeling for Low-Rank and Simulated Data has been successful.
Last updated on Mar 30, 2023 1 min read
02/22/2022 Paper Accepted to ASME Journal of Mechanical Design
Our paper on Design and Analysis of Multi-fidelity Finite Element Simulations has been accepted to ASME Journal of Mechanical Design and has been recently published.
Last updated on Feb 22, 2023 1 min read
12/09/2022 Thesis Proposal Presentation
I am glad to have passed the thesis proposal today with the titile “New Gaussian Process Modeling for Low-Rank and Simulated Data”.
Last updated on Dec 10, 2022 1 min read
12/02/2022 Poster Presentation at NeurIPS 2022 AI for Accelerated Materials Design Workshop
I am glad that our team has been able to present our receont work on Information Recovery via Matrix Completion for Piezoresponse Force Microscopy Data as a poster presentation at the AI for Accelerated Materials Design Workshop at NeurIPS this year in New Orleans, LA.
Last updated on Dec 13, 2022 1 min read
10/16/2022 INFORMS Annual Meeting QSR Section Student Paper Competition
I am glad to have been able to present our recent work on Design and Analysis of Multi-fidelity Finite Element Simulations at the QSR best student paper competition, which received the finalist award.
Last updated on Oct 21, 2022 1 min read
See all posts

Publications

Quickly discover relevant content by filtering publications.
Henry Yuchi, V. Roshan Joseph, C. F. Jeff Wu (2023). Design and Analysis of Multi-Fidelity Finite Element Simulations. Journal of Mechanical Design.

Cite DOI

Yi Ji, Henry Shaowu Yuchi, Derek Soeder, J.-F. Paquet, Steffen A. Bass, V. Roshan Joseph, C. F. Jeff Wu, Simon Mak (2022). Multi-Stage Multi-Fidelity Gaussian Process Modeling, with Application to Heavy-Ion Collisions.

PDF Cite

Josh Kacher, Yao Xie, Sven P. Voigt, Shixiang Zhu, Henry Yuchi, Jordan Key, Surya R. Kalidindi (2021). Signal Processing Challenges and Examples for in-situ Transmission Electron Microscopy. Special Issue of IEEE.

PDF Cite

Henry Shaowu Yuchi, Simon Mak, Yao Xie (2021). Bayesian Uncertainty Quantification for Low-rank Matrix Completion. Bayesian Analysis.

PDF Cite

Simon Mak, Henry Shaowu Yuchi, Yao Xie (2021). Information-Guided Sampling for Low-Rank Matrix Completion. ICML-21 Workshop on Information-Theoretic Methods for Rigorous, Responsible, and Reliable Machine Learning.

PDF Cite

See all publications

Experience

 
 
 
 
 
Graduate Research Assistant
Georgia Tech
Jun 2019 – May 2022 Atlanta
 
 
 
 
 
Graduate Teaching Assistant
Georgia Tech
Aug 2018 – May 2019 Atlanta

Responsibilities include:

  • Teaching Assistant for ISYE 6416 Computational Statistics in Spring 2019.
  • Teaching Assistant for ISYE 2028 Basic Statistical Maths in Fall 2018.
  • Gave 6 lectures in total, in addition to tutorial sessions and office hours.
 
 
 
 
 
Product Engineering Intern
Reveal Media
Sep 2015 – Oct 2015 London
Software and hardware testing for police body camera products and supporting devices. Product quality control and durability tests for camera products and batteries.
 
 
 
 
 
Engineering Intern
Rolls-Royce
Jul 2015 – Sep 2015 Derby
Perform and analyze computer experiments on structural impact analysis of multiple aircraft engine fan CAD designs using Finite Elements Analysis software.
 
 
 
 
 
Intern
Granta Design
Jul 2014 – Sep 2014 Cambridge
Develop and publish supporting educational documents for learning material science and engineering topics. Compose introductory documents for the material engineering software designed for university students.

Awards

  • 2022 INFORMS Annual Meeting QSR Best Student Paper Competition Finalist Award
  • 2021 American Statistical Association SPES and Q&P Student Paper Award
  • 2020 Georgia Tech IDEaS-TRIAD Research Scholarship
  • 2018 Magdalene College Christopherson Prize for Engineering
  • 2017 Magdalene College Lewins Prize for Engineering
  • 2014-2018 Cambridge International Trust Scholarship

Contact