Tech to Teaching Certificate (08/2020)
By Georgia Tech Center for Teaching and Learning
CIRTL Associate Level Certificate (05/2020)
By Center for the Integration of Research, Teaching, and Learning
<Syllabus> [PDF]
<Office Hour> Instructor's [Zoom link] at 10:15 am Weds; TA's [Zoom link] at 10:15 am Mons.
<Textbook> Computational Statistics, Second edition (2012), by Givens and Hoeting [Website]
Module 1: Numerical Linear Algebra [Handout 1]
Module 2: Regression Analysis [Handout 2.1] [Handout 2.2] [Homework]
Module 3: Numerical Optimization [Handout 3.1] [Handout 3.2] [Handout 3.3] [Handout 3.4]
<Midterm 1>
Module 4: Numerical Integration [Handout 4.1] [Handout 4.2]
Module 5: Sampling and MCMC [Handout 5.1] [Handout 5.2]
<Midterm 2>
Lecture 6: Advanced Topics
<Project>
<Syllabus> [PDF]
<Office Hour> Instructor's @ Mondays 8pm [BlueJeans]; TA's @ Thursdays 8pm [BlueJeans]
Lecture 1: Introduction to Quality Control and Improvement [Slides] [Video1] [Video2] [Video3]
Lecture 2: Modeling Process Quality [Slides] [Video1] [Video2] [Video3] [Homework1 (Solution)]
Lecture 3: Inference About Process Quality [Slides] [Video1] [Video2] [Video3] [Homework2 (Solution)]
Lecture 4: Methods and Philosophies [Slides] [Video1] [Video2]
Lecture 5: Charting Variables [Slides] [Video1] [Video2] [Homework3; Data1; Data2; (Solution)]
<Midterm 1> [Questions; Data21; Data22; Data4t; Data4x] [Solution; Q3code] [Video1] [Video2]
Lecture 7: CUSUM and EWMA [Slides] [Video1] [Video2] [Homework4 (due 07/06)]
Lecture 8: Process Capability Analysis [Slides] [Video1] [Video2]
Lecture 9: Factorial and Fractional Factorial Design [Slides] [Video1] [Video2] [Homework5 (due 07/14)]
Review Section for Midterm 2: Wed 07/15 [BlueJeans]
<Midterm 2> [Questions; Data11, Data12, Data21, Data22] [Solution]
<Project> Presentation Video (~15min + slides) and Written Report (<7 pages) due 07/29
Guest Lecture I: Examples of COMSOL Multiphysics [slides] [tutorials]
Guest Lecture II: Multi-Fidelity Modeling and Model Calibration [slides]
Guest Lecture III: Machine Learning and Its Application to Advance Manufacturing [slides]
Lab Section: Vacuum Assisted Resin Transfer Molding in Composite Manufacturing [reading materials] [safety]
Guest lecture: Function-on-function Kriging [slides]