Teaching and Course Material

Courses Taught:

Engineering (Linear) Optimization (Undergraduate) - Graduate Student Instructor
- Recipient of CIOS Honor Roll Award for Excellence in Teaching
3D Machine Learning (Graduate) - Guest Lecturer
Cyber-Physical Security (Undergraduate and Graduate) - Guest Lecturer

3D Machine Learning

Newly developed Course Module

8 Lectures with hands-on coding exercises

Taught as a guest lecturer in graduate (Ph.D.) course at Georgia Tech:

ISyE 7204 (Spring 2023, Spring 2024)

3D_ML_Lecture1_Recording.mp4

Lecture 1

Lecture Slides

Software Tutorial

Reading Material

Topics:

Intro to 3D ML
3D Shape Representations
Software Tutorial

3D_ML_Lecture2_Recording.mp4

Lecture 2

Lecture Slides

Reading Material

Topics:

3D Shape Representations
Seminal Work

3D_ML_Lecture3_Recording.mp4

Lecture 3

Lecture Slides

Reading Material

Topic:

Case Study: ANTLER - Bayesian 3D Point Cloud Regression with varying size

3D_ML_Lecture4_Recording.mp4

Lecture 4

Lecture Slides

Reading Material

Topics:

Case Study: PLURAL - 3D Transfer Learning
Tutorial for Homework 1

3D_ML_Lecture5_Recording.mp4

Lecture 5

Lecture Slides

Software Tutorial

Reading Material

Topic:

Digital Geometry Processing
3D Segmentation
3D Object/Anomaly Detection

3D_ML_Lecture6_Recording.mp4

Lecture 6

Lecture Slides

Reading Material

Topics:

Case Study: DETONATE - 3D Nonlinear Multi modal-Time Series Modeling

3D_ML_Lecture7_Recording.mp4

Lecture 7

Lecture Slides

Software Tutorial

Reading Material

Topic:

Case Study: RETROFIT - 3D Point Cloud-based Process Control
Software Tutorial

3D_ML_Lecture8_Recording.mp4

Lecture 8

Lecture Slides

Reading Material

Topics:

Dynamic Point Cloud modeling:
- Surface Deformation
- Space Deformation
- Skeleton Skinning

Cyber-Physical Security

Newly developed Course Module

Interactive Case Study-based Concept

🏆Supported by MathWorks Microgrant and BOLD Fellowship

4 Lectures with hands-on coding exercises + Final presentations

Taught as a guest lecturer in undergraduate and graduate classes at Georgia Tech:

ISyE 3039 (Fall 2021, Spring 2022)
ISyE 6405 (Fall 2022)

Lecture 1

Case Study Milestone 1:

System Modeling

Lecture Slides

Lecture 2

Case Study Milestone 2:

Attack Generation

Lecture Slides

Lecture 3

Case Study Milestone 2:

Attack Generation

Lecture Slides

Lecture 4

Case Study Milestone 3:

Attack Detection

Lecture Slides

Recording.mp4

Project Showcase Video

Project Link

Online Course Module

Supported by Blended and Online Learning Design (BOLD) Graduate Fellowship:

The Blended and Online Learning Design (BOLD) Graduate Fellowship Program is an open education initiative supported and funded by the Provost Funds for Excellence in Graduate Studies. The program aims at enabling and empowering graduate students to become knowledge producers through designing, developing, and contributing open educational resources (OER) for blended and online learning.

Title: Cyber-Physical Security – A game theoretic case study