03519nam 2200505 450 99652567190331620230605204426.03-031-24349-810.1007/978-3-031-24349-3(MiAaPQ)EBC7233689(Au-PeEL)EBL7233689(OCoLC)1375474709(DE-He213)978-3-031-24349-3(PPN)269655018(EXLCZ)992642857760004120230605d2023 uy 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierHuman-centered artificial intelligence advanced lectures /Mohamed Chetouani [and three others]1st ed. 2023.Cham, Switzerland :Springer Nature Switzerland AG,[2023]©20231 online resource (434 pages)Lecture Notes in Artificial Intelligence,2945-9141 ;13500Print version: Chetouani, Mohamed Human-Centered Artificial Intelligence Cham : Springer International Publishing AG,c2023 9783031243486 Includes bibliographical references and index.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.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.Lecture Notes in Artificial Intelligence,2945-9141 ;13500Artificial intelligenceCongressesHuman-computer interactionCongressesArtificial intelligenceHuman-computer interaction006.3Chetouani MohamedMiAaPQMiAaPQMiAaPQBOOK996525671903316Human-centered artificial intelligence3383252UNISA