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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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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

Why do we need XAI?

We have seen various technical reasons why we need XAI. All of them are very valid and extremely important. However, there are others that we should consider:

  • Human readability: Since AI permeates every aspect of our society, it is not surprising that it is extensively used for decision-making. However, our world is becoming increasingly more complex. With the rise in Internet of Things (IoT) devices, where everything is connected to the internet, we are in a position to measure everything much more accurately than was practically possible a few years back. Of course, this raises a new problem: all the data that’s harvested cannot be physically processed manually. It’s simply impossible. The only practical solution we have is to use AI systems capable of crunching vast volumes of numbers in an incredibly short amount of time. Thus, our reliance on AI is steadily increasing. Directors or Chief Executive Officers (CEOs) of various companies need...
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