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Responsible AI in the Enterprise

You're reading from   Responsible AI in the Enterprise Practical AI risk management for explainable, auditable, and safe models with hyperscalers and Azure OpenAI

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Product type Paperback
Published in Jul 2023
Publisher Packt
ISBN-13 9781803230528
Length 318 pages
Edition 1st Edition
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Authors (2):
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Heather Dawe Heather Dawe
Author Profile Icon Heather Dawe
Heather Dawe
Adnan Masood Adnan Masood
Author Profile Icon Adnan Masood
Adnan Masood
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Toc

Table of Contents (16) Chapters Close

Preface 1. Part 1: Bigot in the Machine – A Primer
2. Chapter 1: Explainable and Ethical AI Primer FREE CHAPTER 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

Index

As this ebook edition doesn't have fixed pagination, the page numbers below are hyperlinked for reference only, based on the printed edition of this book.

A

abrupt drift 81

Adaptive Window (ADWIN) 82

adversarial example attacks 74

Aequitas 126, 188-191

AI alignment problem 19

AI Center of Excellence 154, 155, 156

AI ethics

Alan Turing Institute guide 120

AI governance

case, building 5, 6

Oxford’s recommendations 120

AI governance testing framework and toolkit 112

AI Incident Database (AIID) 34

AI-related standards 117

AI risk governance

in enterprise 15

AI risk management

distinctive challenges 105, 106

AI RMF Core 104

AI safety 8

hidden cost 28, 29

reference link 9

AI STEPS FORWARD 139, 140

capabilities 153

categories 140, 141

framework principles 140, 141

implementing, in enterprise 142, 143

in enterprise governance 144, 145

maturity model 146, 147

...
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