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Praise for SCALING RESPONSIBLE AI "Noelle is a trusted voice and AI leader who has been advocating for fair, inclusive, and responsible AI since 2014. She walks the talk and continuously shares practical advice for shaping a future in which we all are represented."
-ANDREAS WELSCH, Founder and Chief AI Strategist, Intelligence Briefing "Noelle has an incredible skill of combining empathy with deep technical expertise that enables her to design and build thoughtful and ethical experiences with AI systems!"
-REHGAN BLEILE (AVON), Co-Founder and CEO, AlignAI "Noelle is an incredible change maker, AI expert and devoted responsible technologist. Her expertise combined with her human centric and trusted body of work, make her an unbelievable asset to the world of technology. Learning from Noelle is easy, setting her apart as an accessible and exceptional leader in her field."
-ERIN REDDICK, CEO and AI Cultural Futurist, PerspectiveAI "Noelle has always been a strong voice for democratizing and making AI easily accessible to everyone. She is an expert in the industry-right from innovating, strategizing and implementing AI at scale in any organization, in a responsible and ethical manner."
-TULASI MENON, GPM, Microsoft AI, Microsoft
List of contents
Introduction xiii
Part I: Day One: The Hype Cycle 1 Chapter 1: LEAD AI: A Framework for Building Responsible AI 3
Chapter 2: The Hype of AI: Capturing the Excitement 23
Chapter 3: Building the AI Sandbox: Safe, Responsible Spaces for Innovation 37
Chapter 4: From Ideation to Action: Setting Up for Successful Business Outcomes 55
Part II: Day Two: The Road To Reality 79 Chapter 5: From Playground to Production: Embracing the Challenges 81
Chapter 6: Beyond the Prototype: What Happens After POC? 99
Chapter 7: SECURE AI: A Framework for Deploying Responsible AI 125
Chapter 8: Architecting AI: Designing for Scale and Security 151
Part III: The AI Journey: Navigating Challenges And Embracing Change 173 Chapter 9: Why Change Is the Only Constant in AI 175
Chapter 10: Model Evaluation and Selection: Ensuring Accuracy and Performance 191
Chapter 11: Bias and Fairness: Building AI That Serves Everyone 211
Chapter 12: Responsible AI at Scale: Growth, Governance, and Resilience 233
Part IV: The Vision Realized: Leading AI Into The Future 251 Chapter 13: Looking Back: Lessons Learned and Insights Gained 253
Chapter 14: The Future of AI Leadership: Transforming Potential into Power 271
Chapter 15: AI's Impact and Intention: Envisioning a World Transformed 289
Index 311
About the author
NOELLE RUSSELL has extensive experience at the forefront of artificial intelligence innovation, having worked with companies including Microsoft, IBM, Red Hat, Accenture, AWS, and Amazon Alexa. She has worked across industries and remains a staunch advocate for inclusive AI engineering and data practices. Russell is a top-rated keynote speaker and is an expert on how to harness the power of mindful leadership to inspire others.
