Neuro-symbolic AI: design transparent and trustworthy systems that understand the world as you do
Neuro-symbolic AI offers the potential to create intelligent systems that possess both the reasoning capabilities of symbolic AI along with the learning capabilities of neural networks. This book provides an overview of AI and its inner mechanics, covering both symbolic and neural network approaches...
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Hauptverfasser: | , |
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Format: | Elektronisch E-Book |
Sprache: | English |
Veröffentlicht: |
Birmingham
Packt Publishing
2023
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Online-Zugang: | DE-Aug4 DE-573 DE-898 DE-91 DE-706 URL des Erstveröffentlichers |
Zusammenfassung: | Neuro-symbolic AI offers the potential to create intelligent systems that possess both the reasoning capabilities of symbolic AI along with the learning capabilities of neural networks. This book provides an overview of AI and its inner mechanics, covering both symbolic and neural network approaches. You'll begin by exploring the decline of symbolic AI and the recent neural network revolution, as well as their limitations. The book then delves into the importance of building trustworthy and transparent AI solutions using explainable AI techniques. As you advance, you'll explore the emerging field of neuro-symbolic AI, which combines symbolic AI and modern neural networks to improve performance and transparency. You'll also learn how to get started with neuro-symbolic AI using Python with the help of practical examples. In addition, the book covers the most promising technologies in the field, providing insights into the future of AI. Upon completing this book, you will acquire a profound comprehension of neuro-symbolic AI and its practical implications. Additionally, you will cultivate the essential abilities to conceptualize, design, and execute neuro-symbolic AI solutions. |
Beschreibung: | 1 Online-Ressource (xiv, 179 Seiten) |
ISBN: | 9781804616956 |
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author | Dingli, Alexiei Farrugia, David ca. 20./21. Jh |
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illustrated | Not Illustrated |
index_date | 2024-07-03T23:08:35Z |
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institution | BVB |
isbn | 9781804616956 |
language | English |
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spelling | Dingli, Alexiei Verfasser (DE-588)1075617480 aut Neuro-symbolic AI design transparent and trustworthy systems that understand the world as you do Alexiei Dingli, David Farrugia Birmingham Packt Publishing 2023 1 Online-Ressource (xiv, 179 Seiten) txt rdacontent c rdamedia cr rdacarrier Neuro-symbolic AI offers the potential to create intelligent systems that possess both the reasoning capabilities of symbolic AI along with the learning capabilities of neural networks. This book provides an overview of AI and its inner mechanics, covering both symbolic and neural network approaches. You'll begin by exploring the decline of symbolic AI and the recent neural network revolution, as well as their limitations. The book then delves into the importance of building trustworthy and transparent AI solutions using explainable AI techniques. As you advance, you'll explore the emerging field of neuro-symbolic AI, which combines symbolic AI and modern neural networks to improve performance and transparency. You'll also learn how to get started with neuro-symbolic AI using Python with the help of practical examples. In addition, the book covers the most promising technologies in the field, providing insights into the future of AI. Upon completing this book, you will acquire a profound comprehension of neuro-symbolic AI and its practical implications. Additionally, you will cultivate the essential abilities to conceptualize, design, and execute neuro-symbolic AI solutions. Farrugia, David ca. 20./21. Jh. Verfasser (DE-588)1078731667 aut Erscheint auch als Druck-Ausgabe 978-1-80461-762-5 https://portal.igpublish.com/iglibrary/search/PACKT0006719.html Verlag URL des Erstveröffentlichers Volltext |
spellingShingle | Dingli, Alexiei Farrugia, David ca. 20./21. Jh Neuro-symbolic AI design transparent and trustworthy systems that understand the world as you do |
title | Neuro-symbolic AI design transparent and trustworthy systems that understand the world as you do |
title_auth | Neuro-symbolic AI design transparent and trustworthy systems that understand the world as you do |
title_exact_search | Neuro-symbolic AI design transparent and trustworthy systems that understand the world as you do |
title_exact_search_txtP | Neuro-symbolic AI design transparent and trustworthy systems that understand the world as you do |
title_full | Neuro-symbolic AI design transparent and trustworthy systems that understand the world as you do Alexiei Dingli, David Farrugia |
title_fullStr | Neuro-symbolic AI design transparent and trustworthy systems that understand the world as you do Alexiei Dingli, David Farrugia |
title_full_unstemmed | Neuro-symbolic AI design transparent and trustworthy systems that understand the world as you do Alexiei Dingli, David Farrugia |
title_short | Neuro-symbolic AI |
title_sort | neuro symbolic ai design transparent and trustworthy systems that understand the world as you do |
title_sub | design transparent and trustworthy systems that understand the world as you do |
url | https://portal.igpublish.com/iglibrary/search/PACKT0006719.html |
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