Book Image

Neuro-Symbolic AI

By : Alexiei Dingli, David Farrugia
Book Image

Neuro-Symbolic AI

By: Alexiei Dingli, David Farrugia

Overview of this book

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.
Table of Contents (12 chapters)

Summary

In this chapter, we provided an overview of the future of AI, covering both fringe research and more theoretical developments. You have now gained an understanding of the potential impact of technologies such as capsule networks and quantum AI, as well as the ethical implications of the pursuit of AGI. This chapter highlighted the significant progress that’s being made toward AGI and the major stumbling blocks that still need to be overcome. Finally, you were introduced to the concept of singularity and its potential implications. By considering these future developments, you are now better prepared to engage with the rapidly evolving landscape of AI and its wide impact on society.

Finally, we would like to express our deepest gratitude to those who have joined us on this incredible journey from the very beginning. Your unwavering support, curiosity, and passion for the subject matter have fueled our enthusiasm and motivation to create this comprehensive exploration...