Building a Responsible AI Program: Context, Culture, Content, and Commitment

Building a Responsible AI Program: Context, Culture, Content, and Commitment

1h 30mBeginner2024-04-10

Authors

Katrina Ingram

Katrina Ingram

Course details

Organizations who use artificial intelligence need to ensure they do so in a socially responsible way, and in this course, Katrina Ingram, the Founder and CEO of Ethically Aligned AI, shows you how to implement a framework to operationalize responsible AI. Katrina shows you how to implement a 4Cs framework—context, content, culture, and commitment—as the basis for a responsible AI program, and provides practical examples of the framework in action. She also explains how to connect AI ethics to organizational values, who should be involved in a Responsible AI program, how to assess and augment governance structures to include oversight for AI, how to think about and use data responsibly, and more. Plus, learn about a process and structure to handle ethical deliberations and how to apply ethics tools to support a responsible AI program.

Skills covered

Project LeadershipResponsible AIProject ManagementArtificial Intelligence (AI)One-Off

Concepts

Introduction

  • Actionable steps to responsible AI
  • Moving from principles to practice
  • Introducing the Landon Hotel

Context - Law, Ethics, and AI Risk

  • Connector - Start with context
  • The AI legal landscape
  • Understanding ethical AI risks
  • Getting clear on organizational values and AI risks
  • The AI ethics statement, policies, and metrics

Context - AI in Your Organization

  • Documenting AI
  • Procurement and Shadow AI

Culture - Establishing Governance Structures

  • Connector - From context to culture
  • Tone at the top
  • Existing roles
  • The AI ethics committee
  • Diversity and stakeholders

Content - Managing Data and AI Models

  • Connector - From culture to content
  • The big three - Privacy, bias, and explainability
  • Addressing privacy, bias, and explainability in your AI program
  • Data done right
  • Document, document, document
  • Environmental impacts
  • A brief word about cybersecurity

Commitment

  • Connector - Moving to commitment
  • Model drift and monitoring
  • The role of independent audit
  • Nurturing a responsible AI culture

Conclusion

  • The journey of responsible AI
40,000 Toman