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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| Beteiligte Personen: | , |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | Englisch |
| Veröffentlicht: |
Birmingham, UK
Packt Publishing Ltd.
2023
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| Ausgabe: | 1st edition. |
| Schlagwörter: | |
| Links: | https://learning.oreilly.com/library/view/-/9781804617625/?ar |
| 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: | Includes bibliographical references and index |
| Umfang: | 1 Online-Ressource (196 Seiten) illustrations |
| ISBN: | 9781804617625 |
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| id | ZDB-30-ORH-093386613 |
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| spelling | Dingli, Alexiei VerfasserIn aut Neuro-symbolic AI design transparent and trustworthy systems that understand the world as you do Alexiei Dingli, David Farrugia Neuro-symbolic artificial intelligence 1st edition. Birmingham, UK Packt Publishing Ltd. 2023 1 Online-Ressource (196 Seiten) illustrations Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Includes bibliographical references and index 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. Artificial intelligence Neural networks (Computer science) Brain-computer interfaces Intelligence artificielle Réseaux neuronaux (Informatique) Interfaces cerveau-ordinateur artificial intelligence Farrugia, David VerfasserIn aut |
| spellingShingle | Dingli, Alexiei Farrugia, David Neuro-symbolic AI design transparent and trustworthy systems that understand the world as you do Artificial intelligence Neural networks (Computer science) Brain-computer interfaces Intelligence artificielle Réseaux neuronaux (Informatique) Interfaces cerveau-ordinateur artificial intelligence |
| title | Neuro-symbolic AI design transparent and trustworthy systems that understand the world as you do |
| title_alt | Neuro-symbolic artificial intelligence |
| 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_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 |
| topic | Artificial intelligence Neural networks (Computer science) Brain-computer interfaces Intelligence artificielle Réseaux neuronaux (Informatique) Interfaces cerveau-ordinateur artificial intelligence |
| topic_facet | Artificial intelligence Neural networks (Computer science) Brain-computer interfaces Intelligence artificielle Réseaux neuronaux (Informatique) Interfaces cerveau-ordinateur artificial intelligence |
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