Module 3: Model APIs and reusable components

Module 3: Model APIs and reusable components#

AINS6007 — Applied AI Programming with Python

Essential Question#

How should model code expose clear interfaces?

Scenario#

an engineering team converting prototype AI code into a maintainable application component

Stakeholders: software engineer, ML engineer, QA lead, product owner, and operations reviewer

Core Moves#

  • Define the decision boundary

  • Compare baseline and alternative

  • Interpret evidence and assumptions

  • Identify failure modes

  • Recommend next action

Lab & Assignment#

Create a predictor interface with tests.

Artifact: tested Python AI component with interface contract, CI evidence, and deployment notes focused on model apis and reusable components: Create a predictor interface with tests.