Building Responsible Ai Algorithms
DOWNLOAD
Download Building Responsible Ai Algorithms PDF/ePub or read online books in Mobi eBooks. Click Download or Read Online button to get Building Responsible Ai Algorithms book now. This website allows unlimited access to, at the time of writing, more than 1.5 million titles, including hundreds of thousands of titles in various foreign languages. If the content not found or just blank you must refresh this page
Building Responsible Ai Algorithms
DOWNLOAD
Author : Toju Duke
language : en
Publisher:
Release Date : 2023
Building Responsible Ai Algorithms written by Toju Duke and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023 with categories.
This book introduces a Responsible AI framework and guides you through processes to apply at each stage of the machine learning (ML) life cycle, from problem definition to deployment, to reduce and mitigate the risks and harms found in artificial intelligence (AI) technologies. AI offers the ability to solve many problems today if implemented correctly and responsibly. This book helps you avoid negative impacts - that in some cases have caused loss of life - and develop models that are fair, transparent, safe, secure, and robust. The approach in this book raises your awareness of the missteps that can lead to negative outcomes in AI technologies and provides a Responsible AI framework to deliver responsible and ethical results in ML. It begins with an examination of the foundational elements of responsibility, principles, and data. Next comes guidance on implementation addressing issues such as fairness, transparency, safety, privacy, and robustness. The book helps you think responsibly while building AI and ML models and guides you through practical steps aimed at delivering responsible ML models, datasets, and products for your end users and customers. What You Will Learn Build AI/ML models using Responsible AI frameworks and processes Document information on your datasets and improve data quality Measure fairness metrics in ML models Identify harms and risks per task and run safety evaluations on ML models Create transparent AI/ML models Develop Responsible AI principles and organizational guidelines.
Responsible Ai In Practice
DOWNLOAD
Author : Toju Duke
language : en
Publisher: Springer Nature
Release Date : 2025-01-24
Responsible Ai In Practice written by Toju Duke and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-24 with Computers categories.
This book is the first practical book on AI risk assessment and management. It will enable you to evaluate and implement safe and accurate AI models and applications. The book features risk assessment frameworks, statistical metrics and code, a risk taxonomy curated from real-world case studies, and insights into AI regulation and policy, and is an essential tool for AI governance teams, AI auditors, AI ethicists, machine learning (ML) practitioners, Responsible AI practitioners, and computer science and data science students building safe and trustworthy AI systems across businesses, organizations, and universities. The centerpiece of this book is a risk management and assessment framework titled “Safe Human-centered AI (SAFE-HAI),” which highlights AI risks across the following Responsible AI principles: accuracy, sustainability and robustness, explainability, transparency and accountability, fairness, privacy and human rights, human-centered AI, and AI governance. Using several statistical metrics such as Area Under Curve (AUC), Rank Graduation Accuracy, and Shapley values, you will learn to apply Lorenz curves to measure risk and inequality across the different principles and will be equipped with a taxonomy/scoring rubric to identify and mitigate identified risks. This book is a true practical guide and covers a real-world case study using the proposed SAFE-HAI framework. The book will help you adopt standards and voluntary codes of conduct in compliance with AI risk and safety policies and regulations, including those from the NIST (National Institute of Standards and Technology) and EU AI Act (European Commission). What You Will Learn Know the key principles behind Responsible AI and associated risks Become familiar with risk assessment frameworks, statistical metrics, and mitigation measures for identified risks Be aware of the fundamentals of AI regulations and policies and how to adopt them Understand AI governance basics and implementation guidelines Who This Book Is For AI governance teams, AI auditors, AI ethicists, machine learning (ML) practitioners, Responsible AI practitioners, and computer science and data science students building safe and trustworthy AI systems across businesses, organizations, and universities
Generative Ai In Fintech Revolutionizing Finance Through Intelligent Algorithms
DOWNLOAD
Author : Soumi Dutta
language : en
Publisher: Springer Nature
Release Date : 2025-03-19
Generative Ai In Fintech Revolutionizing Finance Through Intelligent Algorithms written by Soumi Dutta and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-19 with Computers categories.
This book delves into the intersection of generative artificial intelligence (AI) and the financial Technology (FinTech) industry. This book provides a comprehensive exploration of how Generative AI, a cutting-edge subset of artificial intelligence, is fundamentally altering the landscape of finance. It meticulously unravels the intricate ways in which advanced algorithms, powered by generative AI, are transforming traditional financial processes, decision-making, risk assessment, portfolio management, fraud detection, and more. Through a detailed analysis of theoretical concepts and practical applications, we illustrate how generative AI techniques, such as Generative Adversarial Networks (GANs) and Variational Autoencoders (VAEs), are empowering FinTech applications to generate synthetic financial data, optimize trading strategies, and enhance customer experiences. Readers will gain a deep understanding of the potential of generative AI to create realistic financial scenarios, model market behaviour, and simulate various economic conditions for better planning and strategizing. Moreover, this book offers insights into ethical considerations and potential challenges associated with the use of generative AI in the FinTech domain, emphasizing the importance of responsible and accountable deployment. Additionally, Generative AI in FinTech serves as a practical guide for professionals, researchers, and enthusiasts seeking to implement generative AI solutions within the financial sector. It presents case studies and real-world examples that demonstrate the effectiveness and impact of generative AI in various FinTech applications.
Creator S Economy In Metaverse Platforms Empowering Stakeholders Through Omnichannel Approach
DOWNLOAD
Author : Singla, Babita
language : en
Publisher: IGI Global
Release Date : 2024-02-26
Creator S Economy In Metaverse Platforms Empowering Stakeholders Through Omnichannel Approach written by Singla, Babita and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-02-26 with Computers categories.
In the era of the metaverse, a big challenge permeates the digital landscape—a challenge that resonates both with creators seeking to thrive in this dynamic space and policymakers attempting to navigate its uncharted territories. Creators, driven by innovation, grapple with a myriad of uncertainties in monetizing their virtual content effectively. Simultaneously, policymakers find themselves at a crossroads, caught between the rapid evolution of the virtual realm and the lack of clear regulatory guidelines. This struggle is exacerbated by the issue of cybersecurity threats that cast a shadow over the metaverse's transformative potential. It is within this context of challenges that Creator's Economy in Metaverse Platforms emerges, poised to tackle the pressing issues at the intersection of creativity, regulation, and the ever-expanding metaverse. Creator's Economy in Metaverse Platforms dissects, analyzes, and offers solutions to the multifaceted challenges prevailing in the metaverse. By addressing fundamental questions about the creator economy, the elusive concept of the metaverse economy, and the indispensable role policymakers play, the book provides a holistic understanding of the landscape. Delving into topics such as stakeholder engagement, digital asset management, and the intricacies of various monetization models, it equips readers with actionable insights. Not content with a reactive approach, the book takes a proactive stance, offering solutions to foster interoperability and create an ecosystem where creators and policymakers can mutually thrive. It envisions not just a book but a catalyst for transformative change in the metaverse.
Responsible Ai
DOWNLOAD
Author : Sray Agarwal
language : en
Publisher: Springer Nature
Release Date : 2021-09-13
Responsible Ai written by Sray Agarwal and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-09-13 with Computers categories.
This book is written for software product teams that use AI to add intelligent models to their products or are planning to use it. As AI adoption grows, it is becoming important that all AI driven products can demonstrate they are not introducing any bias to the AI-based decisions they are making, as well as reducing any pre-existing bias or discrimination. The responsibility to ensure that the AI models are ethical and make responsible decisions does not lie with the data scientists alone. The product owners and the business analysts are as important in ensuring bias-free AI as the data scientists on the team. This book addresses the part that these roles play in building a fair, explainable and accountable model, along with ensuring model and data privacy. Each chapter covers the fundamentals for the topic and then goes deep into the subject matter – providing the details that enable the business analysts and the data scientists to implement these fundamentals. AI research is one of the most active and growing areas of computer science and statistics. This book includes an overview of the many techniques that draw from the research or are created by combining different research outputs. Some of the techniques from relevant and popular libraries are covered, but deliberately not drawn very heavily from as they are already well documented, and new research is likely to replace some of it.
Tech Team Wins
DOWNLOAD
Author : Kai Turing
language : en
Publisher: Publifye AS
Release Date : 2025-02-16
Tech Team Wins written by Kai Turing and has been published by Publifye AS this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-02-16 with Technology & Engineering categories.
Tech Team Wins explores the critical elements that drive consistent innovation within corporate research and development. It highlights how fostering idea-rich environments, strategically managing research projects, and aligning team goals with corporate objectives are crucial for maintaining a competitive edge. The book emphasizes that successful tech teams aren't a matter of luck, but the result of deliberate strategies that nurture creativity and collaboration. A unique aspect of this work is its use of patent records, alongside case studies, to provide a holistic view of what makes corporate research teams thrive. The book examines the evolution of research methodologies and the importance of intellectual property, progressing from building creative teams to agile methodologies in project management and aligning team goals with business strategy. It offers practical insights into organizational culture and team dynamics, demonstrating how to mitigate risks and improve team performance. Ultimately, it argues that strategic action and a commitment to fostering innovation are key to building winning tech teams.
Ai Doctor
DOWNLOAD
Author : Ronald M. Razmi
language : en
Publisher: John Wiley & Sons
Release Date : 2024-01-03
Ai Doctor written by Ronald M. Razmi and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-01-03 with Computers categories.
Explores the transformative impact of artificial intelligence (AI) on the healthcare industry AI Doctor: The Rise of Artificial Intelligence in Healthcare provides a timely and authoritative overview of the current impact and future potential of AI technology in healthcare. With a reader-friendly narrative style, this comprehensive guide traces the evolution of AI in healthcare, describes methodological breakthroughs, drivers and barriers of its adoption, discusses use cases across clinical medicine, administration and operations, and life sciences, and examines the business models for the entrepreneurs, investors, and customers. Detailed yet accessible chapters help those in the business and practice of healthcare recognize the remarkable potential of AI in areas such as drug discovery and development, diagnostics, therapeutics, clinical workflows, personalized medicine, early disease prediction, population health management, and healthcare administration and operations. Throughout the text, author Ronald M. Razmi, MD offers valuable insights on harnessing AI to improve health of the world population, develop more efficient business models, accelerate long-term economic growth, and optimize healthcare budgets. Addressing the potential impact of AI on the clinical practice of medicine, the business of healthcare, and opportunities for investors, AI Doctor: The Rise of Artificial Intelligence in Healthcare: Discusses what AI is currently doing in healthcare and its direction in the next decade Examines the development and challenges for medical algorithms Identifies the applications of AI in diagnostics, therapeutics, population health, clinical workflows, administration and operations, discovery and development of new clinical paradigms and more Presents timely and relevant information on rapidly expanding generative AI technologies, such as Chat GPT Describes the analysis that needs to be made by entrepreneurs and investors as they evaluate building or investing in health AI solutions Features a wealth of relatable real-world examples that bring technical concepts to life Explains the role of AI in the development of vaccines, diagnostics, and therapeutics during the COVID-19 pandemic AI Doctor: The Rise of Artificial Intelligence in Healthcare. A Guide for Users, Buyers, Builders, and Investors is a must-read for healthcare professionals, researchers, investors, entrepreneurs, medical and nursing students, and those building or designing systems for the commercial marketplace. The book's non-technical and reader-friendly narrative style also makes it an ideal read for everyone interested in learning about how AI will improve health and healthcare in the coming decades.
When Algorithms Rule Values Can Wither
DOWNLOAD
Author : Dirk Lindebaum
language : en
Publisher:
Release Date : 2022
When Algorithms Rule Values Can Wither written by Dirk Lindebaum and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022 with Algorithms categories.
Organizations that aim to develop and deploy responsible AI systems must begin by considering what implicit and systemic biases reside in a technological system itself. Not doing so can result in catastrophic failures resulting from unintended consequences of the system’s normal operations. The authors advise managers on how to mitigate the risk that algorithmic systems can cause organizational or social harm if left unchecked.
The Paradoxes Of Free Speech
DOWNLOAD
Author : Pallavi Devi
language : en
Publisher: Taylor & Francis
Release Date : 2025-09-03
The Paradoxes Of Free Speech written by Pallavi Devi and has been published by Taylor & Francis this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-09-03 with Political Science categories.
This book explores the enduring tensions between free expression and regulation in an era of disinformation, surveillance, and digital monopolies. It brings together leading legal scholars, journalists, and media experts to examine the normative justifications for free speech, its role in democracy, personal autonomy, and knowledge production, while addressing its evolving challenges. The book traces the historical foundations of free speech, from colonial-era censorship to contemporary legal and philosophical debates. It examines the role of global tech giants like Google, Facebook, and Twitter in content regulation, exposing their lack of transparency and accountability. Key discussions include the dangers of algorithmic governance, the weaponization of fake news, and the judiciary’s role in interpreting free speech in the context of sedition, gendered struggle, hate speech, digital hate and violence and media freedoms. Additionally, the book features an insightful interview with a veteran Indian journalist on the shifting landscape of press freedom in India. This book is an essential read for Constitutional law students, political scientists, researchers, policymakers, media professionals, and anyone interested in the future of free speech and expression in the world. It offers a nuanced understanding of how legal frameworks, technology, and politics shape the fundamental right to speech in today’s complex internet age.
Responsible Ai
DOWNLOAD
Author : Sray Agarwal
language : en
Publisher:
Release Date : 2021
Responsible Ai written by Sray Agarwal and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021 with categories.
This book is written for software product teams that use AI to add intelligent models to their products or are planning to use it. As AI adoption grows, it is becoming important that all AI driven products can demonstrate they are not introducing any bias to the AI-based decisions they are making, as well as reducing any pre-existing bias or discrimination. The responsibility to ensure that the AI models are ethical and make responsible decisions does not lie with the data scientists alone. The product owners and the business analysts are as important in ensuring bias-free AI as the data scientists on the team. This book addresses the part that these roles play in building a fair, explainable and accountable model, along with ensuring model and data privacy. Each chapter covers the fundamentals for the topic and then goes deep into the subject matter - providing the details that enable the business analysts and the data scientists to implement these fundamentals. AI research is one of the most active and growing areas of computer science and statistics. This book includes an overview of the many techniques that draw from the research or are created by combining different research outputs. Some of the techniques from relevant and popular libraries are covered, but deliberately not drawn very heavily from as they are already well documented, and new research is likely to replace some of it. Hands-on approach to ensure easy practical implementation of the concepts discussed Most of the techniques covered are new, with only a few that refer to existing packages. For the techniques covered, the book goes deep into the subject matter and includes code to help the product teams implement these techniques for their products Also addresses the contribution that product owners and the business analysts make to the product being fair and explainable, explaining every topic in detail, including the math involved Covers the end-to-end view of what any software product team needs to do to be able to create a robust, successful and fair AI-driven product Most of the chapters include notes sections throughout to cover the topic in progress for all audiences. Non-technical readers will also benefit by the introductions and conclusions for the book and in each of the chapters.