Agendas, Presentations, and Resources

Agenda
Agenda Track

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Daily schedule:

  • Lectures: 9-12 MT
  • Trust-a-thon: 1-4 MT

Note: All times are in Mountain Daylight Time. Please use a time zone converter if you need one. 

Monday

June 27, 2022

Welcome and Overview of Trust-A-Thon
Amy McGovern (OU) and David John Gagne (NCAR)

What does it mean to trust? An interdisciplinary perspective
Christopher Wirz (NCAR) and Ann Bostrom (UW)

Break

Insights on (meaningful) interdisciplinary work in the AI/ML development process
Christopher Wirz (NCAR) and Andrea Schumacher (CIRA)

Break

Evaluation metrics for classification and regression
Montgomery Flora (NOAA) and David John Gagne (NCAR)

XAI for traditional machine learning
Montgomery Flora (NOAA) and Amy McGovern (OU)

Lunch Break

Trust-A-Thon Starts

Tuesday

June 28, 2022

Explainability vs. Interpretability
Christopher Wirz (NCAR), Ann Bostrom (UW), and Mariana Cains (NCAR)

Break

XAI techniques for deep learning (Part 1)
Amy McGovern (OU), Imme Ebert-Uphoff (CSU), Antonios Mamalakis (CSU), and Randy Chase (OU)

Break

XAI techniques for deep learning (Part 2)
Amy McGovern (OU), Imme Ebert-Uphoff (CSU), Antonios Mamalakis (CSU), and Randy Chase (OU)

Lunch Break

Trust-A-Thon Starts

Wendesday

June 29, 2022

Trustworthiness of data and implications for workflows from collection through to designing analyses
Amy McGovern (OU), Douglas Rao (NOAA), Andrea Schumacher (CIRA), and Christopher Wirz (NCAR)

Break

The importance of case studies and tips for using them effectively
Amy McGovern (OU), Douglas Rao (NOAA), Andrea Schumacher (CIRA), and Christopher Wirz (NCAR)

Lunch Break

Trust-A-Thon Starts

Thursday

June 30, 2022

Uncertainty quantification methods (Part 1)
Imme Ebert-Uphoff (CSU), Marie McGraw (CIRA), Ryan Lagerquist (University of Alberta), and Douglas Rao (NOAA)

Break

Uncertainty quantification methods (Part 2)
Imme Ebert-Uphoff (CSU), Marie McGraw (CIRA), Ryan Lagerquist (University of Alberta), and Douglas Rao (NOAA)

Break

Communicating uncertainty: Numerical and verbal representations, visualizations, mapping
Ann Bostrom (UW) and Christopher Wirz (NCAR)

Lunch Break

Trust-A-Thon Starts