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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

Summary

NSAI is the new kid on the block in the field of AI. NSAI is considered by many as the next level of AI, or the new AI revolution, mainly due to its ability to equip machines with human-like reasoning capabilities.

This chapter started by venturing through human psychology’s vast and exciting realm. We briefly explored the human reasoning process and discussed how humans and other beings develop the ability to understand and reason about physical world objects early on. Common-sense knowledge seems to be an innate skill that humans possess—or at least one that we can learn autonomously to a certain degree. We then dissected the hybrid NSAI model into its constituent parents: Symbolic AI and NNs. NNs seem to have granted Symbolic AI a second chance to prove itself as a worthy contender for achieving the original motivation behind AI systems—reaching human levels of reasoning intelligence in computers. Further, we also discussed the NSCL, NSDR, and NLM...

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