Foundation, Architecture, and Prototyping of Humanized AI

Foundation, Architecture, and Prototyping of Humanized AI
Author: Mark Chang
Publisher: CRC Press
Total Pages: 385
Release: 2023-08-08
Genre: Computers
ISBN: 1000911489

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Humanized AI (HAI), emerging as the next of the AI waves, refers to artificial social beings that are very close to humans in various aspects, beings who are machine-race humans, not digital slaves. Foundation, Architecture, and Prototyping of HAI deploy a novel smalldata approach to vertically explore the spectrum of HAI. Different from the popular big-data philosophy that is based on the rigid notion that the connotation of each concept is fixed and the same to everyone, this book treats understanding as a process from simple to complex, and uses the similarity principle to effectively deal with novelties. Combining the efficiency of the Behaviorists’ goal-driven approach and the flexibility of a Constructivists’ approach, both the architecture of HAI and the philosophical discussions arising from it are elaborated upon. Advancing a unique approach to the concept of HAI, this book appeals to professors and students of both AI and philosophy, as well as industry professionals looking to stay at the forefront of developments within the field.

Artificial Intelligence and Architecture

Artificial Intelligence and Architecture
Author: Stanislas Chaillou
Publisher: Birkhäuser
Total Pages: 208
Release: 2022-03-07
Genre: Architecture
ISBN: 3035624046

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Künstliche Intelligenz (KI) hat Eingang in unzählige Branchen gefunden. In der Architektur steckt der Einsatz von KI noch in den Kinderschuhen, doch die Entwicklung der letzten Jahre hat vielversprechende Ergebnisse gebracht. Das Buch ist eine gut verständliche Einführung. Sie bietet einen Überblick über die Geschichte der KI und ihre ersten Anwendungen in der Architektur. Im zweiten Teil präsentiert der Autor konkrete Beispiele für den kreativen Einsatz von KI in der Praxis. Führende Experten, von der Havard-University bis zur Bauhaus Universität, eröffnen schließlich in Essays vielfältige Perspektiven auf das Potenzial von KI. Als Einführung zeigt das Buch ein Panorama dieser neuen technologischen Möglichkeiten und verdeutlicht so das Versprechen, das sie für die Architektur darstellen.

Handbook on the Ethics of Artificial Intelligence

Handbook on the Ethics of Artificial Intelligence
Author: David J. Gunkel
Publisher: Edward Elgar Publishing
Total Pages: 337
Release: 2024-07-05
Genre: Computers
ISBN: 1803926724

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This engaging Handbook identifies and critically examines the moral opportunities and challenges typically attributed to artificial intelligence. It provides a comprehensive overview and examination of the most pressing and urgent problems with this technology by drawing on a wide range of analytical methods, traditions, and approaches.

Explainable AI and User Experience. Prototyping and Evaluating an UX-Optimized XAI Interface in Computer Vision

Explainable AI and User Experience. Prototyping and Evaluating an UX-Optimized XAI Interface in Computer Vision
Author: Georg Dedikov
Publisher: GRIN Verlag
Total Pages: 157
Release: 2023-05-16
Genre: Computers
ISBN: 3346873854

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Master's Thesis from the year 2023 in the subject Computer Science - SEO, Search Engine Optimization, grade: 1,0, University of Regensburg (Professur für Wirtschaftsinformatik, insb. Internet Business & Digitale Soziale Medien), language: English, abstract: This thesis presents a toolkit of 17 user experience (UX) principles, which are categorized according to their relevance towards Explainable AI (XAI). The goal of Explainable AI has been widely associated in literature with dimensions of comprehensibility, usefulness, trust, and acceptance. Moreover, authors in academia postulate that research should rather focus on the development of holistic explanation interfaces instead of single visual explanations. Consequently, the focus of XAI research should be more on potential users and their needs, rather than purely technical aspects of XAI methods. Considering these three impediments, the author of this thesis derives the assumption to bring valuable insights from the research area of User Interface (UI) and User Experience design into XAI research. Basically, UX is concerned with the design and evaluation of pragmatic and hedonic aspects of a user’s interaction with a system in some context. These principles are taken into account in the subsequent prototyping of a custom XAI system called Brain Tumor Assistant (BTA). Here, a pre-trained EfficientNetB0 is used as a Convolutional Neural Network that can divide x-ray images of a human brain into four classes with an overall accuracy of 98%. To generate factual explanations, Local Interpretable Model-agnostic Explanations are subsequently applied as an XAI method. The following evaluation of the BTA is based on the so-called User Experience Questionnaire (UEQ) according to Laugwitz et al. (2008), whereby single items of the questionnaire are adapted to the specific context of XAI. Quantitative data from a study with 50 participants in each control and treatment group is used to present a standardized way of quantifying the dimensions of Usability and UX specifically for XAI systems. Furthermore, through an A/B test, evidence is presented that visual explanations have a significant (α=0.05) positive effect on the dimensions of attractiveness, usefulness, controllability, and trustworthiness. In summary, this thesis proves that explanations in computer vision not only have a significantly positive effect on trustworthiness, but also on other dimensions.

Designing and Building AI Products and Services

Designing and Building AI Products and Services
Author: Cybellium Ltd
Publisher: Cybellium Ltd
Total Pages: 182
Release: 2023-09-05
Genre: Computers
ISBN:

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In an era defined by technological innovation, artificial intelligence (AI) has emerged as a transformative force shaping industries across the globe. "Designing and Building AI Products and Services" is an authoritative guide that navigates readers through the intricate process of creating AI-powered solutions, empowering them to craft products and services that are not only cutting-edge but also deeply impactful. About the Book: This comprehensive volume, penned by seasoned experts in AI and product design, provides a roadmap for conceiving, developing, and launching AI-infused products and services. From ideation to execution, "Designing and Building AI Products and Services" delivers a step-by-step framework that demystifies the complexities of AI integration, enabling readers to harness its potential with confidence. Key Features: Foundations of AI Integration: The book commences by establishing a strong foundation in AI fundamentals. Readers will grasp the core concepts, terminologies, and methodologies crucial for successfully integrating AI into products and services. Human-Centric Design: Emphasizing user-centricity, the book explores design thinking and user experience principles tailored for AI solutions. Readers will learn how to create intuitive, seamless experiences that resonate with end-users. From Concept to Prototype: Guiding readers through the iterative design process, the book details how to transform initial concepts into tangible prototypes, refining ideas and validating assumptions along the way. AI Techniques and Algorithms: Readers are introduced to an array of AI techniques, from machine learning and natural language processing to computer vision and recommendation systems. The book elucidates when and how to apply these techniques effectively. Data Collection and Ethics: Addressing a critical aspect of AI development, the book delves into responsible data collection, privacy considerations, and ethical concerns that must be integrated into the product design process. Scalability and Deployment: The book covers strategies for scaling AI solutions and navigating challenges associated with deployment. Readers will learn how to manage infrastructure, ensure performance, and adapt to evolving user needs. Case Studies and Real-World Examples: Featuring real-world case studies, readers gain insights into successful AI product launches across diverse industries, illuminating best practices and lessons learned. Who Should Read This Book: "Designing and Building AI Products and Services" caters to a wide audience, including product managers, designers, developers, business leaders, and entrepreneurs seeking to capitalize on the AI revolution. Whether you're a novice eager to explore AI's potential or an industry veteran looking to integrate AI into existing offerings, this book equips you with the knowledge and strategies needed to navigate the evolving landscape of AI product design. About the Authors: The authors of "Designing and Building AI Products and Services" are distinguished thought leaders in AI and product design, bringing a wealth of expertise to the table. With a proven track record of AI innovation, research, and successful product launches, they share their insights and experiences to empower readers to create AI-powered solutions that resonate in the market.

The Pioneering Applications of Generative AI

The Pioneering Applications of Generative AI
Author: Kumar, Raghvendra
Publisher: IGI Global
Total Pages: 360
Release: 2024-07-17
Genre: Computers
ISBN:

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Integrating generative artificial intelligence (AI) into art, design, and media presents a double-edged sword. While it offers unprecedented creative possibilities, it raises ethical concerns, challenges traditional workflows, and requires careful regulation. As AI becomes more prevalent in these fields, there is a pressing need for a comprehensive resource that explores the technology's potential and navigates the complex landscape of its implications. The Pioneering Applications of Generative AI is a pioneering book that addresses these challenges head-on. It provides a deep dive into the evolution, ethical considerations, core technologies, and creative applications of generative AI, offering readers a thorough understanding of this transformative technology. Researchers, academicians, scientists, and research scholars will find this book invaluable in navigating the complexities of generative AI in art, design, and media. With its focus on ethical and responsible AI and discussions on regulatory frameworks, the book equips readers with the knowledge and tools needed to harness the full potential of generative AI while ensuring its responsible and ethical use.

Human Interaction & Emerging Technologies (IHIET-AI 2023): Artificial Intelligence & Future Applications

Human Interaction & Emerging Technologies (IHIET-AI 2023): Artificial Intelligence & Future Applications
Author: Tareq Ahram and Redha Taiar
Publisher: AHFE Conference
Total Pages: 382
Release: 2023-04-13
Genre: Technology & Engineering
ISBN: 195865146X

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Human Interaction & Emerging Technologies: Artificial Intelligence & Future Applications Proceedings of the 9th International Conference on Human Interaction and Emerging Technologies, IHIET-AI 2023, April 13–15, 2023, Lausanne, Switzerland

Intelligent Human Systems Integration (IHSI 2024): Integrating People and Intelligent Systems

Intelligent Human Systems Integration (IHSI 2024): Integrating People and Intelligent Systems
Author: Tareq Ahram
Publisher: AHFE Conference
Total Pages: 869
Release: 2024-02-22
Genre: Education
ISBN: 1958651958

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Intelligent Human Systems Integration 2024 Proceedings of the 7th International Conference on Intelligent Human Systems Integration: Integrating People and Intelligent Systems, Università degli Studi di Palermo, Palermo, Italy, February 22- 24, 2024