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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.
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.
The notion of human-centered AI increasingly dominates the public AI debate
Includes extended and improved lecture notes from ACAI 2021 course
Basic knowledge needed to design, implement, operate and research the next generation of HC AI systems
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.
| Erscheinungsjahr: | 2023 |
|---|---|
| Genre: | Informatik, Mathematik, Medizin, Naturwissenschaften, Technik |
| Rubrik: | Naturwissenschaften & Technik |
| Medium: | Taschenbuch |
| Inhalt: |
xii
429 S. 20 s/w Illustr. 91 farbige Illustr. 429 p. 111 illus. 91 illus. in color. |
| ISBN-13: | 9783031243486 |
| ISBN-10: | 303124348X |
| Sprache: | Englisch |
| Einband: | Kartoniert / Broschiert |
| Redaktion: |
Chetouani, Mohamed
Sierra, Carles Lukowicz, Paul Dignum, Virginia |
| Herausgeber: | Mohamed Chetouani/Virginia Dignum/Paul Lukowicz et al |
| Auflage: | 1st edition 2023 |
| Hersteller: |
Springer Nature Switzerland
Springer International Publishing |
| Verantwortliche Person für die EU: | Springer Verlag GmbH, Tiergartenstr. 17, D-69121 Heidelberg, juergen.hartmann@springer.com |
| Maße: | 235 x 155 x 24 mm |
| Von/Mit: | Mohamed Chetouani (u. a.) |
| Erscheinungsdatum: | 04.04.2023 |
| Gewicht: | 0,668 kg |
The notion of human-centered AI increasingly dominates the public AI debate
Includes extended and improved lecture notes from ACAI 2021 course
Basic knowledge needed to design, implement, operate and research the next generation of HC AI systems
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.
| Erscheinungsjahr: | 2023 |
|---|---|
| Genre: | Informatik, Mathematik, Medizin, Naturwissenschaften, Technik |
| Rubrik: | Naturwissenschaften & Technik |
| Medium: | Taschenbuch |
| Inhalt: |
xii
429 S. 20 s/w Illustr. 91 farbige Illustr. 429 p. 111 illus. 91 illus. in color. |
| ISBN-13: | 9783031243486 |
| ISBN-10: | 303124348X |
| Sprache: | Englisch |
| Einband: | Kartoniert / Broschiert |
| Redaktion: |
Chetouani, Mohamed
Sierra, Carles Lukowicz, Paul Dignum, Virginia |
| Herausgeber: | Mohamed Chetouani/Virginia Dignum/Paul Lukowicz et al |
| Auflage: | 1st edition 2023 |
| Hersteller: |
Springer Nature Switzerland
Springer International Publishing |
| Verantwortliche Person für die EU: | Springer Verlag GmbH, Tiergartenstr. 17, D-69121 Heidelberg, juergen.hartmann@springer.com |
| Maße: | 235 x 155 x 24 mm |
| Von/Mit: | Mohamed Chetouani (u. a.) |
| Erscheinungsdatum: | 04.04.2023 |
| Gewicht: | 0,668 kg |
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