Module 4: Machine learning as empirical inference

AINS6001 — Foundations of Artificial Intelligence

Essential Question

How does learning from data differ from explicit programming?

Core Moves

• Define the problem boundary

• Identify evidence and assumptions

• Build or evaluate the artifact

• Communicate limits and next actions

Lab & Assignment

Train and compare two baseline models on a small dataset.

Use the assignment notebook to turn lab evidence into a defensible recommendation.