Algorithmic Auditing and Continuous Monitoring

Learn responsible AI governance, including how to establish a robust algorithmic auditing and continuous monitoring process.

Introduction

• Algorithmic auditing and continuous monitoring uses
• Responsible AI principles and practices

1. Algorithmic Auditing and Continuous Monitoring

• What is algorithmic auditing?
• What is continuous monitoring?
• Voluntary and required algorithmic auditing
• Algorithmic auditing and the job market

2. Skills for Algorithmic Auditors and Continuous Monitoring Teams

• Establishing an effective governance structure
• Data collection and analysis
• Identifying and managing bias
• Setting up a continuous monitoring process

3. Case Study: Auditing and Continuous Monitoring Tools and Techniques in Practice

• 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

Conclusion

• Responsible AI resources