Performance Evaluation

CSI4106 Introduction to Artificial Intelligence

Important

Deadline: Assignment 1 must be submitted no later than September 29, 2025, at 11 PM. Please refer to the assignment description available on Brightspace.

Prepare

• Lones, M. A. (2024). Avoiding common machine learning pitfalls. Patterns, 101046. doi.org/10.1016/j.patter.2024.101046 (also available on arXiv)
• The 7 steps of machine learning by Google Cloud Tech on YouTube, 2017-08-31

Participate

• slides (PDF)

Practice

• LogisticRegression - Here is an implementation of logistic regression, complemented by discussions on Receiver Operating Characteristic (ROC) curves and the Area Under the Curve (AUC). It also includes illustrative examples to demonstrate these concepts.