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Neuro-Symbolic AI

You're reading from   Neuro-Symbolic AI Design transparent and trustworthy systems that understand the world as you do

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Product type Paperback
Published in May 2023
Publisher Packt
ISBN-13 9781804617625
Length 196 pages
Edition 1st Edition
Concepts
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Authors (2):
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Alexiei Dingli Alexiei Dingli
Author Profile Icon Alexiei Dingli
Alexiei Dingli
David Farrugia David Farrugia
Author Profile Icon David Farrugia
David Farrugia
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Toc

Table of Contents (12) Chapters Close

Preface 1. Chapter 1: The Evolution and Pitfalls of AI 2. Chapter 2: The Rise and Fall of Symbolic AI FREE CHAPTER 3. Chapter 3: The Neural Networks Revolution 4. Chapter 4: The Need for Explainable AI 5. Chapter 5: Introducing Neuro-Symbolic AI – the Next Level of AI 6. Chapter 6: A Marriage of Neurons and Symbols – Opportunities and Obstacles 7. Chapter 7: Applications of Neuro-Symbolic AI 8. Chapter 8: Neuro-Symbolic Programming in Python 9. Chapter 9: The Future of AI 10. Index 11. Other Books You May Enjoy

What this book covers

Chapter 1, The Evolution and Pitfalls of AI, provides an introduction to the fundamentals of AI, its various types, uses, benefits, and limitations, as well as the mechanics of building AI systems.

Chapter 2, The Rise and Fall of Symbolic AI, discusses the concept of symbolic learning and its history, inner mechanics, and limitations.

Chapter 3, The Neural Networks Revolution, introduces neural networks, their types, potential use cases, and limitations.

Chapter 4, The Need for Explainable AI, highlights the motivation for explainable AI (XAI), its importance, and the current state-of-the-art techniques.

Chapter 5, Introducing Neuro-Symbolic AI: The Next Level of AI, introduces the composite AI topic of neuro-symbolic AI, its mechanics, and its emergence as a way forward for AI development.

Chapter 6, A Marriage of Neurons and Symbols: Opportunities and Obstacles, explores the trade-offs between reasoning and learning and the benefits, challenges, and research gaps in neuro-symbolic computing.

Chapter 7, Applications of Neuro-Symbolic AI, showcases different neuro-symbolic AI applications based on different techniques, inspiring creativity in the adoption of this composite technology.

Chapter 8, Neuro-Symbolic Programming in Python, provides a basic programmatic outline to design and implement neuro-symbolic systems in Python.

Chapter 9, The Future of AI, discusses future developments of AI, the rise of artificial general intelligence (AGI), and the ethical issues associated with the creation of singularity.

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