Responsible Ai In The Enterprise

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Responsible Ai In The Enterprise

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Author : Adnan Masood
language : en
Publisher: Packt Publishing Ltd
Release Date : 2023-07-31

Responsible Ai In The Enterprise written by Adnan Masood and has been published by Packt Publishing Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-07-31 with Computers categories.

Build and deploy your AI models successfully by exploring model governance, fairness, bias, and potential pitfalls Purchase of the print or Kindle book includes a free PDF eBook Key Features Learn ethical AI principles, frameworks, and governance Understand the concepts of fairness assessment and bias mitigation Introduce explainable AI and transparency in your machine learning models Book DescriptionResponsible AI in the Enterprise is a comprehensive guide to implementing ethical, transparent, and compliant AI systems in an organization. With a focus on understanding key concepts of machine learning models, this book equips you with techniques and algorithms to tackle complex issues such as bias, fairness, and model governance. Throughout the book, you’ll gain an understanding of FairLearn and InterpretML, along with Google What-If Tool, ML Fairness Gym, IBM AI 360 Fairness tool, and Aequitas. You’ll uncover various aspects of responsible AI, including model interpretability, monitoring and management of model drift, and compliance recommendations. You’ll gain practical insights into using AI governance tools to ensure fairness, bias mitigation, explainability, privacy compliance, and privacy in an enterprise setting. Additionally, you’ll explore interpretability toolkits and fairness measures offered by major cloud AI providers like IBM, Amazon, Google, and Microsoft, while discovering how to use FairLearn for fairness assessment and bias mitigation. You’ll also learn to build explainable models using global and local feature summary, local surrogate model, Shapley values, anchors, and counterfactual explanations. By the end of this book, you’ll be well-equipped with tools and techniques to create transparent and accountable machine learning models.What you will learn Understand explainable AI fundamentals, underlying methods, and techniques Explore model governance, including building explainable, auditable, and interpretable machine learning models Use partial dependence plot, global feature summary, individual condition expectation, and feature interaction Build explainable models with global and local feature summary, and influence functions in practice Design and build explainable machine learning pipelines with transparency Discover Microsoft FairLearn and marketplace for different open-source explainable AI tools and cloud platforms Who this book is for This book is for data scientists, machine learning engineers, AI practitioners, IT professionals, business stakeholders, and AI ethicists who are responsible for implementing AI models in their organizations.

A Compendium Of Responsible Artificial Intelligence

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Author : Deepak Kumar Jain
language : en
Publisher: CRC Press
Release Date : 2025-07-15

A Compendium Of Responsible Artificial Intelligence written by Deepak Kumar Jain and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-07-15 with Computers categories.

Taking a broad, multidisciplinary approach to the ethical, legal, and practical dimensions of developing AI, the book puts key issues such as bias, transparency, accountability, and privacy at center stage. From computer science through law and ethics into policy, it lays down the roadmap on which developers, data scientists, and policymakers could bring AI technologies properly attuned to societal values. This book can be read as a resource for those who want to be able to guide the development and deployment of responsibly controlled AI systems.

The Ethical Edge A Small Business Owner S Roadmap To Responsible Ai

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Author : Raymond Brunell
language : en
Publisher: Raymond Brunell
Release Date : 2025-06-16

The Ethical Edge A Small Business Owner S Roadmap To Responsible Ai written by Raymond Brunell and has been published by Raymond Brunell this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-16 with Business & Economics categories.

What if you could use AI to scale your business without selling out your values? The Ethical Edge isn’t another dry tech manual or academic essay – it’s a practical roadmap for entrepreneurs who want to stay human in an AI-driven world. Overwhelmed by AI hype and ethical dilemmas? You’re not alone. Small business owners everywhere feel torn between adopting the latest AI tools and staying true to their customers and the communities they serve. You worry that using AI might compromise your integrity or personal touch, yet you also fear falling behind if you ignore it. The struggle is real – and most advice out there is either too technical to understand or too abstract to put into action. This book offers a solution. In The Ethical Edge: A Small Business Owner’s Roadmap to Responsible AI, author Raymond Brunell shares a step-by-step guide to embrace AI ethically and confidently. Drawing on real entrepreneurial experience (and hard lessons learned from late-night “AI experiments” gone wrong), he breaks down complex ethics into simple, actionable strategies. Each chapter starts with a candid story and ends with practical takeaways you can apply immediately. No PhD or big budget needed – just an open mind and a willingness to lead with your values. Inside, you’ll discover: The Five Boundaries Framework that helped save an online community – and how you can adapt it for your business. The MetaScorer approach to building AI systems that self-correct instead of self-destruct. The Sacred Human Moments Rule for deciding what should never be automated in your customer experience. A straightforward Ethical Edge Audit to pinpoint where AI will help and where it could hurt your operations. Real-world case studies from the author’s failures and successes (including the moment an AI almost automated empathy out of his community). Practical tools and checklists you can put to use tomorrow to kickstart your ethical AI journey. Written by a former software quality assurance and cybersecurity expert turned successful small-business founder, The Ethical Edge brings 15+ years of tech expertise to the table – but in plain English for non-tech readers. If you’re a solo entrepreneur, small business owner, or innovator who’s intimidated by AI’s technical side yet determined to do the right thing, this book was made for you. Don’t let fear of “doing AI wrong” keep you from the benefits that smart technology can offer. This guide will help you build AI systems that serve your customers and uphold your values – starting today. It’s time to turn ethical innovation into your competitive advantage. Ready to find your ethical edge? Empower your business with AI you control and trust. Buy The Ethical Edge today and start building an AI-enhanced business that you and your customers can believe in.

Responsible Artificial Intelligence

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Author : Virginia Dignum
language : en
Publisher: Springer Nature
Release Date : 2019-11-04

Responsible Artificial Intelligence written by Virginia Dignum and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-11-04 with Computers categories.

In this book, the author examines the ethical implications of Artificial Intelligence systems as they integrate and replace traditional social structures in new sociocognitive-technological environments. She discusses issues related to the integrity of researchers, technologists, and manufacturers as they design, construct, use, and manage artificially intelligent systems; formalisms for reasoning about moral decisions as part of the behavior of artificial autonomous systems such as agents and robots; and design methodologies for social agents based on societal, moral, and legal values. Throughout the book the author discusses related work, conscious of both classical, philosophical treatments of ethical issues and the implications in modern, algorithmic systems, and she combines regular references and footnotes with suggestions for further reading. This short overview is suitable for undergraduate students, in both technical and non-technical courses, and for interested and concerned researchers, practitioners, and citizens.

Demystifying Ai For The Enterprise

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Author : Prashant Natarajan
language : en
Publisher: CRC Press
Release Date : 2021-12-30

Demystifying Ai For The Enterprise written by Prashant Natarajan and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-12-30 with Computers categories.

Artificial intelligence (AI) in its various forms –– machine learning, chatbots, robots, agents, etc. –– is increasingly being seen as a core component of enterprise business workflow and information management systems. The current promise and hype around AI are being driven by software vendors, academic research projects, and startups. However, we posit that the greatest promise and potential for AI lies in the enterprise with its applications touching all organizational facets. With increasing business process and workflow maturity, coupled with recent trends in cloud computing, datafication, IoT, cybersecurity, and advanced analytics, there is an understanding that the challenges of tomorrow cannot be solely addressed by today’s people, processes, and products. There is still considerable mystery, hype, and fear about AI in today’s world. A considerable amount of current discourse focuses on a dystopian future that could adversely affect humanity. Such opinions, with understandable fear of the unknown, don’t consider the history of human innovation, the current state of business and technology, or the primarily augmentative nature of tomorrow’s AI. This book demystifies AI for the enterprise. It takes readers from the basics (definitions, state-of-the-art, etc.) to a multi-industry journey, and concludes with expert advice on everything an organization must do to succeed. Along the way, we debunk myths, provide practical pointers, and include best practices with applicable vignettes. AI brings to enterprise the capabilities that promise new ways by which professionals can address both mundane and interesting challenges more efficiently, effectively, and collaboratively (with humans). The opportunity for tomorrow’s enterprise is to augment existing teams and resources with the power of AI in order to gain competitive advantage, discover new business models, establish or optimize new revenues, and achieve better customer and user satisfaction.

Responsible Artificial Intelligence

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Author : Dr. Chinnadurai Murugaiyan
language : en
Publisher: RK Publication
Release Date : 2025-01-20

Responsible Artificial Intelligence written by Dr. Chinnadurai Murugaiyan and has been published by RK Publication this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-20 with Computers categories.

Responsible Artificial Intelligence the ethical, social, and regulatory dimensions of AI, emphasizing the need for fairness, transparency, accountability, and human-centric development. The examines real-world challenges, biases, and risks associated with AI deployment while providing strategies for building ethical AI systems. It discusses governance frameworks, legal considerations, and the role of stakeholders in ensuring responsible AI. Through case studies and expert insights, the highlights best practices for aligning AI with societal values, fostering trust, and mitigating potential harms, making it an essential resource for policymakers, researchers, and technology leaders committed to ethical AI development.

Responsible Ai

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Author : Olivia Gambelin
language : en
Publisher: Kogan Page Publishers
Release Date : 2024-06-03

Responsible Ai written by Olivia Gambelin and has been published by Kogan Page Publishers this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-06-03 with Business & Economics categories.

Responsible AI is a guide to how business leaders can develop and implement a robust and responsible AI strategy for their organizations. Responsible AI has rapidly transitioned to a strategic priority for leaders and organizations worldwide. Responsible AI guides readers step-by-step through the process of establishing robust yet manageable ethical AI initiatives for any size organization, outlining the three core pillars of building a responsible AI strategy: people, process and technology. It provides the insight and guidance needed to help leaders fully understand the technical and commercial potential of ethics in AI while also covering the operations and strategy needed to support implementation. Responsible AI breaks down what it means to use ethics and values as a modern-day decision-making tool in the design and development of AI. It conceptually covers both how ethics can be used to identify risks and establish safeguards in the development of AI and how to use ethics-by-design methods to stimulate AI innovation. It also covers the different considerations for large enterprises and SMEs and discusses the role of the AI ethicist. It is supported by practical case studies from organizations such as IKEA, Nvidia, Rolls-Royce and NatWest Group.

Understanding Artificial Intelligence

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Author : Ralf T. Kreutzer
language : en
Publisher: Springer Nature
Release Date : 2024-12-11

Understanding Artificial Intelligence written by Ralf T. Kreutzer and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-12-11 with Business & Economics categories.

This book on Artificial Intelligence (AI) explores its transformative potential for individuals and businesses. It covers AI basics and its applications across various industries, presenting AI as a foundational technology that will impact all aspects of life and the economy. The author emphasizes the need for responsible AI usage and introduces the concept of the "AI Journey" for businesses to leverage AI's potential. The second edition is updated with recent developments, including large language models like Aleph Alpha and ChatGPT, generative AI, affective computing, and ethical considerations. It also discusses open-source solutions, legal frameworks, and practical use cases. Recommended for leaders, decision-makers, students, professors, and anyone interested in understanding AI's future impact.

Transforming Corporate Social Responsibility And Business Ethics With Ai

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Author : Sposato, Martin
language : en
Publisher: IGI Global
Release Date : 2025-04-08

Transforming Corporate Social Responsibility And Business Ethics With Ai written by Sposato, Martin and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-08 with Computers categories.

AI technologies enable businesses to analyze data, track environmental and social outcomes, and optimize processes to ensure alignment with ethical standards and corporate social responsibility (CSR) goals. Through AI-driven tools, companies can improve transparency, enhance accountability, and identify areas for improvement in their supply chains, labor practices, and environmental impact. It can help organizations predict and mitigate risks related to social responsibility, ensuring well-informed decisions. Integrating AI into CSR and business ethics strategies may position businesses to contribute to societal well-being while maintaining long-term profitability and reputation. Transforming Corporate Social Responsibility and Business Ethics With AI explores the impact of AI across various academic disciplines, highlighting the transformative potential of AI and the critical need for cross-disciplinary collaboration. It provides insights into the current state of AI integration, future possibilities, and ethical considerations. This book covers topics such as ethics and law, management science, and smart cities, and is a useful resource for business owners, government officials, policymakers, sociologists, academicians, and researchers.

The Future Computed

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Author : Microsoft Corporation
language : en
Publisher:
Release Date : 2018

The Future Computed written by Microsoft Corporation and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018 with Artificial intelligence categories.