Learn essential techniques for evaluating machine learning model performance in this 11-minute educational video from Arizona State University's AI curriculum. Explore key metrics and methodologies used to assess machine learning algorithms, gaining practical insights into measuring model effectiveness. Delve into the intersection of symbolic methods and deep learning while understanding how to quantify and analyze algorithmic performance. Part of a broader series covering neuro-symbolic approaches, this video bridges the gap between traditional logic programming and modern deep learning techniques, contributing to the advancement toward artificial general intelligence (AGI).