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Human-Centered Artificial Intelligence : Advanced Lectures / edited by Mohamed Chetouani, Virginia Dignum, Paul Lukowicz, Carles Sierra.

SpringerLink Books Computer Science (2011-2024) Available online

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Format:
Book
Contributor:
Chetouani, Mohamed, Editor.
Dignum, Virginia, Editor.
Lukowicz, Paul, Editor.
Sierra, Carles., Editor.
SpringerLink (Online service)
Series:
Computer Science (SpringerNature-11645)
Lecture notes in computer science. Lecture notes in artificial intelligence 2945-9141 ; 13500
Lecture Notes in Artificial Intelligence, 2945-9141 ; 13500
Language:
English
Subjects (All):
Artificial intelligence.
Computer science.
Software engineering.
Computers.
Application software.
Artificial Intelligence.
Theory of Computation.
Software Engineering.
Computing Milieux.
Computer and Information Systems Applications.
Local Subjects:
Artificial Intelligence.
Theory of Computation.
Software Engineering.
Computing Milieux.
Computer and Information Systems Applications.
Physical Description:
1 online resource (XII, 429 pages) : 111 illustrations, 91 illustrations in color.
Edition:
1st ed. 2023.
Contained In:
Springer Nature eBook
Place of Publication:
Cham : Springer International Publishing : Imprint: Springer, 2023.
System Details:
text file PDF
Summary:
The 18th European Advanced Course on AI (ACAI) took place in Berlin on 11-15 October 2021, organized by the European project Humane-AI Net in collaboration with the European AI Association (EURAI). The school included tutorials on different topics, which were selected through an open call to top European AI researchers. In addition, the school also included 4 invited talks, a student poster presentation, and a mentorship program. This volume contains 21 tutorial chapters organized according to the following themes: human-centered AI; human-centered machine learning; explainable AI; ethics, law, and the societal aspects of AI; argumentation; and social simulation. The contributions include learning objectives, reading lists, and links to further resources.
Contents:
The Advanced Course on Human-Centered AI: Learning Objectives
Conceptual Foundations of Human-Centric AI
Machine Learning With Neural Networks
Generative Networks and the AutoEncoder
Convolutional Neural Networks
Transformers in Natural Language Processing
Vision and Multi-Modal Transformers
Transformers in Automatic Speech Recognition
Interactive Robot Learning: An Overview
Explainable Machine Learning for Trustworthy AI
Why and How Should We Explain AI
Artificial Visual Intelligence: Perceptual Commonsense for Human-Centred Cognitive Technologies
An Introduction to Ethics and AI
Law for Computer Scientist
Mythical Ethical Principles for AI and How to Attain Them
Operationalising AI Ethics: Conducting Socio-Technical Assessment
Writing Science Fiction as an inspiration for AI research and Ethics Dissemination
Argumentation in AI
Computational Argumentation Cognitive AI
Agent-based Social Simulation for Policy Making
Towards a Social Artificial Intelligence.
Other Format:
Printed edition:
ISBN:
978-3-031-24349-3
9783031243493
Access Restriction:
Restricted for use by site license.

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