Learn responsible AI governance, including how to establish a robust algorithmic auditing and continuous monitoring process.
Overview
Syllabus
Introduction
- Algorithmic auditing and continuous monitoring uses
- Responsible AI principles and practices
- What is algorithmic auditing?
- What is continuous monitoring?
- Voluntary and required algorithmic auditing
- Algorithmic auditing and the job market
- Establishing an effective governance structure
- Data collection and analysis
- Identifying and managing bias
- Setting up a continuous monitoring process
- Case study: RedTech 30
- RedTech 30: Governance structure
- RedTech 30: Data sampling
- RedTech 30: Data and code review
- RedTech 30: Testing and debugging
- RedTech 30: Continuous monitoring
- Responsible AI resources
Taught by
Brandie Nonnecke