Performance Evaluation

CSI4106 Introduction to Artificial Intelligence

Important

Deadline: Assignment 1 must be submitted no later than October 5, 2026, 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, Jupyter Notebook)

Practice

• LogisticRegression - This notebook retains the logistic-regression implementation and uses it to study classification reports, confusion matrices, ROC curves, AUROC, and threshold trade-offs.