Peter Washington

Peter Washington

Assistant Professor

Teaching

ICS 435/635: Machine Learning

Undergraduate and graduate course, ICS Department, University of Hawaiʻi at Mānoa, 2023

This is a mathematics and programming heavy introduction to machine learning. Topics include machine learning programming in Python, classical machine learning methods, and an introduction to deep learning. Coursework consists of 5 homeworks (combination of written and Python coding problems), an in-class midterm, a final exam, and a final project.

ICS 691D: Human-Centered Artificial Intelligence

Graduate course, ICS Department, University of Hawaiʻi at Mānoa, 2022

This is a discussion-based course covering the latest research in human-centered artificial intelligence (HAI). Topics covered include: interactive ML systems, explainable & interpretable ML, AI for healthcare, fairness & bias, privacy, crowdsourcing, HCI evaluations of AI-powered systems, and ethical frameworks applied to AI.