CREEDS-AI: CREEDS Workshop on AI Research Experience for Teachers
June-July, 2023
Computer Science Department, UT El Paso
What is CREEDS and CREEDS-AI?
CREEDS is Cybersecurity Research Experience for Educators through Data Science. For more information about the program, please see CREEDS websiteCREEDS-AI workshop aims to introduce the participants to the state-of-the-art AI and ML algorithms in developing data-driven software solutions. After introducing the basic concepts of AI-Driven software solution, we overview unqiue challenges that stem from the data-driven nature of computation. In particular, we overview the core values of responsible AI and outlines notorious challenges such as fairness, accountability, and transparency. We then introduce the participants to the state-of-the-art testing, debugging, and repair techniques to address the challenges of AI-Driven software solutions. Finally, we overview open problems in developing responsibel AI-driven software solutions.
Workshop Components
Topics: |
Links: |
|---|---|
| Introduction To Research Agenda for AI-Driven Software Solutions (June 3, 2023) | Slides |
| Introduction to AI and Fairness in AI-Driven Software (June 13, 2023) | Slides |
| Overviewe of COMPAS project (June 16, 2023) | Machine Bias |
Resources
Name: |
Link: |
|---|---|
| Machine Bias Article | Link |
| Machine Bias Dataset (Bias in COMPAS Software) | Link |
| Article about Adult Census Dataset | Link |
| Adult Census Dataset (1996) | Link |
| Adult Census Dataset (2014-2018) | Link |
| Home Credit Default Risk Dataset | Link |
| Neighborhood Atlas Article | Link |
| Neighborhood Atlas Dataset | Link |
Workshop Presenter and Mentor
- Saeid Tizpaz-Niari (CS, University of Texas at El Paso)
CREEDS Leaderships
- Deepak Tosh (CS, University of Texas at El Paso)
- Martine Ceberio (CS, University of Texas at El Paso)
- William Robertson (Teacher Education, University of Texas at El Paso)