Strengths and Limitations of Model Types in the Workplace — HCAI Teaching Kit

How do you choose an AI model that fits a workplace problem and know when to trust its output? This 90-minute teaching kit helps workforce and higher education learners evaluate model choices for healthcare scheduling, customer sentiment, manufacturing inspection, and market segmentation. Learners build and compare models with Create ML, weigh accuracy, interpretability, and fairness, and present a recommendation with a limitation disclosure explaining the need for human oversight.


This Kit was created by: Phil Colodetti, Miami Dade College.


This Teaching Kit was designed to help educators and learners design, deploy, and use AI with a human-centered approach. It was created in collaboration with a network of higher education and nonprofit organizations and has been made available under the Creative Commons CC0 1.0 Universal license.


License: https://creativecommons.org/publicdomain/zero/1.0/


Download the attached kit for the Keynote presentation and Pages activity snapshot.

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