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Responsible AI in the Enterprise

You're reading from  Responsible AI in the Enterprise

Product type Book
Published in Jul 2023
Publisher Packt
ISBN-13 9781803230528
Pages 318 pages
Edition 1st Edition
Languages
Authors (2):
Adnan Masood Adnan Masood
Profile icon Adnan Masood
Heather Dawe Heather Dawe
Profile icon Heather Dawe
View More author details

Table of Contents (16) Chapters

Preface 1. Part 1: Bigot in the Machine – A Primer
2. Chapter 1: Explainable and Ethical AI Primer 3. Chapter 2: Algorithms Gone Wild 4. Part 2: Enterprise Risk Observability Model Governance
5. Chapter 3: Opening the Algorithmic Black Box 6. Chapter 4: Robust ML – Monitoring and Management 7. Chapter 5: Model Governance, Audit, and Compliance 8. Chapter 6: Enterprise Starter Kit for Fairness, Accountability, and Transparency 9. Part 3: Explainable AI in Action
10. Chapter 7: Interpretability Toolkits and Fairness Measures – AWS, GCP, Azure, and AIF 360 11. Chapter 8: Fairness in AI Systems with Microsoft Fairlearn 12. Chapter 9: Fairness Assessment and Bias Mitigation with Fairlearn and the Responsible AI Toolbox 13. Chapter 10: Foundational Models and Azure OpenAI 14. Index 15. Other Books You May Enjoy

Fairness Assessment and Bias Mitigation with Fairlearn and the Responsible AI Toolbox

“Research on bias, fairness, transparency, and the myriad dimensions of safety now forms a substantial portion of all of the work presented at major AI and machine-learning conferences.”

– Aileen Nielsen, Practical Fairness: Achieving Fair and Secure Data Models

“If and when computer programs attain superhuman intelligence and unprecedented power, should we begin valuing these programs more than we value humans? ... Do humans have some magical spark, in addition to higher intelligence and greater power, which distinguishes them from pigs, chickens, chimpanzees, and computer programs alike? If yes, where did that spark come from, and why are we certain that an AI could never acquire it? If there is no such spark, would there be any reason to continue assigning special value to human life even after computers surpass humans in intelligence and power?”

&...

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